ANAEROBIC DIGESTION OF LDPE/LLDPE BLEND FILM AND PET SHEET WITH PRODEGRADING ADDITIVES AT 35 AND 50°C By Tuan Anh Nguyen A THESIS Submitted to Michigan State University in partial fulfillment of the requirements for the degree of Packaging – Master of Science 2014 ABSTRACT ANAEROBIC DIGESTION OF LDPE/LLDPE BLEND FILM AND PET SHEET WITH PRODEGRADING ADDITIVES AT 35 AND 50°C By Tuan Anh Nguyen Low density polyethylene/linear low density polyethylene blend film and polyethylene terephthalate sheet incorporated with pro-degrading additives from Symphony Environmental Ltd., Wells Plastics Ltd., and EcoLogic LLC were evaluated in an anaerobic digestion environment for 16 months together with negative (blank) and positive controls (cellulose) in general accordance with ASTM D5526-12. Total biogas production of cellulose was significantly higher than that of the remaining samples. Total biogas production of samples containing plastics and the negative control were not significantly different from each other. Prodegrading additives tested in the study did not increase the biodegradation of these plastic materials. To my family iii ACKNOWLEDGEMENTS I would like to express my deep gratitude to Dr. Susan Selke, Dr. Rafael Auras, and Dr. Yan Liu for their insight and guidance. I would like to acknowledge the Vietnam Education Foundation and the Center for Packaging Innovation and Sustainability at the School of Packaging, Michigan State University (MSU) for their financial support. I would like to express my sincere appreciation to Dr. Phu Nguyen, Department of Forestry for his continuous encouragement during my undergraduate and graduate years at MSU. In addition, I would like to thank Rijosh Cheruvathur, Edgar Castro, Tanatorn Tongsumrith, Rui Chen, Zhenhua Ruan, Yuan Zhong, Hayati Samsudin, Siyuan Tian, Ning Gong, Alyssa Petz, Matt Weal from the School of Packaging and the Department of Biosystems and Agricultural Engineering, and those who I unintentionally did not mention. iv TABLE OF CONTENTS LIST OF TABLES ........................................................................................................................ vii LIST OF FIGURES ........................................................................................................................ x KEY TO ABBREVIATIONS ....................................................................................................... xii CHAPTER 1: INTRODUCTION ................................................................................................... 1 1.1 Background ..................................................................................................................... 1 1.1.1 Functions of packaging ............................................................................................. 1 1.1.2 Low density polyethylene/linear low density polyethylene and polyethylene terephthalate ............................................................................................................................ 1 1.1.3 Legislation and public opinions in the United States and around the world on plastic waste ............................................................................................................................ 2 1.1.4 Common biodegradable plastics and pro-degrading additives in the market ........... 3 1.1.5 Skepticism of biodegradable technology .................................................................. 4 1.2 Motivation ....................................................................................................................... 5 1.3 Goal and objectives ......................................................................................................... 6 CHAPTER 2: LITERATURE REVIEW ........................................................................................ 7 2.1 LDPE, LLDPE, their production and general properties ................................................ 7 2.2 PET, its production and general properties ..................................................................... 9 2.3 The concept of polymer biodegradation ....................................................................... 10 2.4 Factors affecting biodegradation of polymers .............................................................. 10 2.5 History of biodegradable polymers and common approaches in making polymers biodegradable ............................................................................................................................ 12 2.6 Oxo-biodegradation mechanism ................................................................................... 13 2.7 Pro-degrading additives used in the project and their mechanisms .............................. 14 2.8 Publicly known/evidence about biodegradation with these or other additive systems . 15 2.9 Anaerobic digestion: mechanism, inhibitors, and other influencing factors ................ 15 2.10 Testing standards .......................................................................................................... 17 2.11 ASTM D5526-12 .......................................................................................................... 19 CHAPTER 3: MATERIALS AND METHODS .......................................................................... 20 3.1 Introduction ................................................................................................................... 20 3.2 Plastics manufacturing and properties .......................................................................... 20 3.3 Anaerobic digestion inoculum and dairy manure ......................................................... 23 3.4 Sample preparation ....................................................................................................... 24 3.5 Biogas measurement ..................................................................................................... 25 3.6 Optical microscopy ....................................................................................................... 26 3.7 Spiking of the bioreactors ............................................................................................. 27 3.8 pH determination .......................................................................................................... 27 v 3.9 Statistical analysis and data management ..................................................................... 28 CHAPTER 4: RESULTS AND DISCUSSION............................................................................ 29 4.1 Total gas evolution ........................................................................................................ 29 4.2 Spiking .......................................................................................................................... 35 4.3 Optical microscopy ....................................................................................................... 39 CHAPTER 5: CONCLUSIONS ................................................................................................... 42 5.1 Overall conclusions ....................................................................................................... 42 5.2 Recommendations for future work ............................................................................... 42 APPENDICES .............................................................................................................................. 44 APPENDIX A: WEIGHT OF SAMPLES ................................................................................ 45 APPENDIX B: ACCUMULATED GAS MEASUREMENT .................................................. 49 APPENDIX C: SPIKING GAS MEASUREMENT DATA ..................................................... 81 APPENDIX D: ANOVA TABLES .......................................................................................... 82 APPENDIX E: BOXPLOTS..................................................................................................... 83 APPENDIX F: MATLAB CODE FOR PLOTTING MAIN EXPERIMENT DATA ............. 87 APPENDIX G: MATLAB CODE FOR PLOTTING SPIKING EXPERIMENT DATA ....... 89 APPENDIX H: MATLAB CODE FOR STATISTICAL ANALYSIS .................................... 91 APPENDIX I: MAXIMUM THEORETICAL GAS EVOLUTION FORMULA ................... 94 APPENDIX J: WEIGHT OF MANURE .................................................................................. 95 APPENDIX K: AUTOCAD DRAWINGS OF GAS MEASURING APPARATUS .............. 96 APPENDIX L: GAS MEASUREMENT FOR ORIGINAL POSITIVE CONTROLS ............ 97 BIBLIOGRAPHY ......................................................................................................................... 99 vi LIST OF TABLES Table 2-1. A comparison of blown film properties between LDPE and LLDPE, adapted from [44]. ................................................................................................................................................. 8 Table 2-2. Overview of testing standards for biodegradation of plastic materials under anaerobic conditions. ..................................................................................................................................... 18 Table 3-1. Average thickness of the LDPE/LLDPE film and PET sheet produced. .................... 22 Note: LDPE/LLDPE 0 wt% thickness was 0.9 ± 0.2 mil, and PET 0 wt% thickness was 9.2 ± 0.6 mil. ................................................................................................................................................ 22 Table 3-2. Carbon, nitrogen, and hydrogen content for samples. ................................................. 22 Table 3-3. Composition for treatments and controls. ................................................................... 24 Table 4-1. Average accumulated gas volume at day 252 (for manure 2nd run and cellulose samples) and 464 (for manure 1st run and LDPE/LLDPE samples) at 35°C. ............................... 30 Table 4-2. Average accumulated gas volume at day 252 (for manure 2nd run and cellulose samples) and 464 (for manure 1st run and LDPE/LLDPE samples) at 50°C. ............................... 30 Table 4-3. Average accumulated gas volume at day 252 (for manure 2nd run and cellulose samples) and 464 (for manure 1st run and PET samples) at 35°C. ............................................... 31 Table 4-4. Average accumulated gas volume at day 252 (for manure 2nd run and cellulose samples) and 464 (for manure 1st run and PET samples) at 50°C. ............................................... 31 Table A-1. Weight for LDPE/LLDPE samples (35 °C). .............................................................. 45 Table A-2. Weight for PET samples (35 °C). ............................................................................... 46 Table A-3. Weight for cellulose samples (35 °C). ........................................................................ 46 Table A-4. Weight for LDPE/LLDPE samples (50 °C). .............................................................. 47 Table A-5. Weight for PET samples (50 °C). ............................................................................... 48 Table A-6. Weight for cellulose samples (50 °C). ........................................................................ 48 Table B-1. Accumulated gas measurement for LDPE/LLDPE 0 wt% (35 °C). ........................... 49 Table B-2. Accumulated gas measurement for LDPE/LLDPE Ecologic 1 wt% (35 °C). ........... 50 vii Table B-3. Accumulated gas measurement for LDPE/LLDPE Ecologic 5 wt% (35 °C). ............ 51 Table B-4. Accumulated gas measurement for LDPE/LLDPE Symphony 1 wt% (35 °C). ......... 52 Table B-5. Accumulated gas measurement for LDPE/LLDPE Symphony 5 wt% (35 °C). ......... 53 Table B-6. Accumulated gas measurement for LDPE/LLDPE Wells 1 wt% (35 °C). ................. 54 Table B-7. Accumulated gas measurement for LDPE/LLDPE Wells 5 wt% (35 °C). ................. 55 Table B-8. Accumulated gas measurement for PET 0 wt% (35 °C). ........................................... 56 Table B-9. Accumulated gas measurement for PET Ecologic 1 wt% (35 °C). ............................ 57 Table B-10. Accumulated gas measurement for PET Ecologic 5 wt% (35 °C). .......................... 58 Table B-11. Accumulated gas measurement for PET Wells 1 wt% (35 °C). ............................... 59 Table B-12. Accumulated gas measurement for PET Wells 5 wt% (35 °C). ............................... 60 Table B-13. Accumulated gas measurement for manure only (1st run) (35 °C). .......................... 61 Table B-14. Accumulated gas measurement for manure only (2nd run) (35 °C). ......................... 62 Table B-15. Accumulated gas measurement for cellulose 0.55g (35 °C). .................................... 63 Table B-16. Accumulated gas measurement for cellulose 1.10g (35 °C). .................................... 64 Table B-17. Accumulated gas measurement for LDPE/LLDPE 0 wt% (50 °C). ......................... 65 Table B-18. Accumulated gas measurement for LDPE/LLDPE Ecologic 1 wt% (50 °C). .......... 66 Table B-19. Accumulated gas measurement for LDPE/LLDPE Ecologic 5 wt% (50 °C). .......... 67 Table B-20. Accumulated gas measurement for LDPE/LLDPE Symphony 1 wt% (50 °C). ....... 68 Table B-21. Accumulated gas measurement for LDPE/LLDPE Symphony 5 wt% (50 °C). ....... 69 Table B-22. Accumulated gas measurement for LDPE/LLDPE Wells 1 wt% (50 °C). ............... 70 Table B-23. Accumulated gas measurement for LDPE/LLDPE Wells 5 wt% (50 °C). ............... 71 Table B-24. Accumulated gas measurement for PET 0 wt% (50 °C). ......................................... 72 Table B-25. Accumulated gas measurement for PET Ecologic 1 wt% (50 °C). .......................... 73 viii Table B-26. Accumulated gas measurement for PET Ecologic 5 wt% (50 °C). .......................... 74 Table B-27. Accumulated gas measurement for PET Wells 1 wt% (50 °C). ............................... 75 Table B-28. Accumulated gas measurement for PET Wells 5 wt% (50 °C). ............................... 76 Table B-29. Accumulated gas measurement for manure only (1st run) wt% (50 °C)................... 77 Table B-30. Accumulated gas measurement for manure only (2nd run) wt% (50 °C). ................. 78 Table B-31. Accumulated gas measurement for cellulose 0.55g (50 °C). .................................... 79 Table B-32. Accumulated gas measurement for cellulose 1.10g (50 °C). .................................... 80 Table C-1. Spiking gas measurement for bioreactors at 35 °C. .................................................... 81 Table C-2. Spiking gas measurement for bioreactors at 50 °C. .................................................... 81 Table D-1. ANOVA table for LDPE/LLDPE samples and controls at 35 °C. ............................. 82 Table D-2. ANOVA table for PET samples and controls at 35 °C. ............................................. 82 Table D-3. ANOVA table for LDPE/LLDPE samples and controls at 50 °C. ............................. 82 Table D-4. ANOVA table for PET samples and controls at 50°C. .............................................. 82 Table J-1. Manure mixture for main experiment. ......................................................................... 95 Table L-1. Accumulated gas measurement for starch (original positive control) (35 °C). .......... 97 Table L-2. Accumulated gas measurement for cellulose (original positive control) (35 °C). ...... 97 Table L-3. Accumulated gas measurement for starch (original positive control) (50 °C). .......... 97 Table L-4. Accumulated gas measurement for cellulose (original positive control) (50 °C). ...... 98 ix LIST OF FIGURES Figure 2-1. Differences in structures of LDPE, LLDPE, and single-site-catalyzed LLDPE, adapted from [45]............................................................................................................................ 8 Figure 2-2. Factors affecting polymer biodegradation, adapted from [50]................................... 11 Figure 2-3. Mechanism of free-radical oxidation of polyethylene, adapted from [55]. ............... 14 Figure 2-4. Anaerobic digestion process, adapted from [59]....................................................... 16 Figure 3-1. Gas production measuring apparatus. ........................................................................ 26 Figure 3-2. Data structure diagram of a cell array. ....................................................................... 28 Figure 4-1. Accumulated gas in mL at 35°C for LDPE/LLDPE Ecologic 1 & 5 wt%, LDPE/LLDPE Symphony 1 & 5 wt%, LDPE/LLDPE Wells 1 and 5 wt%, cellulose 0.55g and 1.10 g (positive controls), and blanks (manure 1st and 2nd run). ................................................... 32 Figure 4-2. Accumulated gas in mL at 50°C for LDPE/LLDPE Ecologic 1 & 5 wt%, LDPE/LLDPE Symphony 1 & 5 wt%, LDPE/LLDPE Wells 1 and 5 wt%, cellulose 0.55g and 1.10 g (positive controls), and blanks (manure 1st and 2nd run). ................................................. 33 Figure 4-3. Accumulated gas in mL at 35°C for PET Ecologic 1 & 5 wt%, PET Wells 1 & 5 wt%, cellulose 0.55g and 1.10 g (positive control), and blanks (manure 1st and 2nd run). ......... 34 Figure 4-4 Accumulated gas in mL at 50°C for PET Ecologic 1 & 5 wt%, PET Wells 1 & 5 wt%, cellulose 0.55g and 1.10 g (positive control), and blanks (manure 1st and 2nd run). .................. 35 Figure 4-5. Spikes in accumulated gas evolution at 35°C for LDPE/LLDPE 0 wt%, LDPE/LLDPE Ecologic 5 wt%, LDPE/LLDPE Symphony 5 wt%, LDPE/LLDPE Wells 5 wt%, and blank (bioreactor 1, 9, 14, 21, and 44). .................................................................................. 36 Figure 4-6. Spikes in accumulated gas evolution at 50°C for LDPE/LLDPE 0 wt%, LDPE/LLDPE Ecologic 5 wt%, LDPE/LLDPE Symphony 5 wt%, LDPE/LLDPE Wells 5 wt%, and blank (bioreactor 53, 60, 64, 71, and 94). .............................................................................. 37 Figure 4-7. Spikes in accumulated gas evolution at 35°C for PET Ecologic 5 wt%, PET Wells 5 wt%, and blank (bioreactor 28, 36, and 44). ................................................................................. 38 Figure 4-8. Spikes in accumulated gas evolution at 35°C for PET Ecologic 5 wt%, PET Wells 5 wt%, and blank (bioreactor 73, 81, 85, and 94). ........................................................................... 39 Figure 4-9. Optical microscopy of the surface of a LDPE/LLDPE Symphony 5 wt% sample from bioreactor #13 (10x objective, 100x total). ................................................................................... 40 x Figure 4-10. Optical microscopy of the surface of a LDPE/LLDPE Symphony 5 wt% sample from bioreactor #13 (100x objective, 1000x total). ...................................................................... 40 Figure 4-11. Optical microscopy of the surface of a PET Wells 5 wt% sample from bioreactor #34 (10x objective, 100x total). .................................................................................................... 41 Figure 4-12. Optical microscopy of the surface of a PET Wells 5 wt% sample from bioreactor #34 (100x objective, 1000x total). ................................................................................................ 41 Figure E-1. Boxplots for LDPE/LLDPE samples and controls at 35 °C. ..................................... 83 Figure E-2. Boxplots for PET samples and controls at 35 °C. ..................................................... 84 Figure E-3. Boxplots for LDPE/LLDPE samples and controls at 50 °C. ..................................... 85 Figure E-4. Boxplots for PET samples and controls at 50 °C. ..................................................... 86 Figure K-1. Dimensions of the components of the gas measuring apparatus. .............................. 96 xi KEY TO ABBREVIATIONS C = carbon C/N = carbon-nitrogen ratio CH4 = methane CO2 = carbon dioxide d = days E = Ecologic g = gram H2O = water LDPE = low density polyethylene LLDPE = linear low density polyethylene mL = milliliters mm = millimeters NaOH = sodium hydroxide O2 = oxygen PET = polyethylene terephthalate S = Symphony UV = ultraviolet light/radiation W = Wells wt% = Weight percent xii CHAPTER 1: INTRODUCTION 1.1 Background 1.1.1 Functions of packaging The three functions of packaging are protection, utility, and communication [1]. For food and beverage packaging, protection is probably the most important because of its direct effects on products’ shelf-lives. Packaging helps prevent spoilage due to environmental, chemical, and physical hazards associated with the production, transportation, and distribution of food and beverages. In 2010, food and beverage packaging accounted for 69% of the global market for consumer packaging. Categorizing by materials, plastic topped all other packaging materials with 37% of the global consumer packaging market by value [2]. Because of its protective function, plastic packaging is generally inert to biological and chemical changes, and continues to exist in the environment hundreds to thousands of years past its useful life [3]. This creates severe problems for waste management around the world. 1.1.2 Low density polyethylene/linear low density polyethylene and polyethylene terephthalate Two common packaging plastics for food and beverages are low density polyethylene/linear low density polyethylene (LDPE/LLDPE) and polyethylene terephthalate (PET). LDPE/LLDPE is widely used in plastics bags, film for bakery goods, shrink films, overwrap, pallet stretch wrap, and milk/juice cartons [4]. PET food applications include containers for carbonated beverages, water, and juice [5]. Since their introduction in the twentieth century, packaging plastics’ production, consumption, and waste generation has 1 increased significantly [6]. Since 1980, the amount of PET from bottles and jars generated in the U.S. municipal solid waste (MSW) has increased tenfold from 260 to 2,670 thousand tons. In 2010, LDPE/LLDPE from containers and packaging generated in the U.S. MSW accounted to 3,480 thousand tons, with 12.1% recovery. In the same year, PET from containers and packaging generated in MSW totaled 3,380 thousand tons, only 23.1% of which was recovered [7]. 1.1.3 Legislation and public opinions in the United States and around the world on plastic waste In 2012, Barnosky et al. reported in Nature that the Earth’s ecological system is “approaching a planetary-scale critical transition as a result of human influence”. Similar to localized ecosystem shifts that are suddenly and irreversible, the Earth’s state shift will have detrimental effects on our lives [8]. These concerns about the impacts of people on the Earth have focused more attention on the issue of disposal of plastics. Legislation has been introduced around the world to deal with the plastic waste problem, although the approach has not been systematic. The best known legislation is the ban of the plastic bag, the most ubiquitous of all packaging. In Bangladesh, the plastic bag ban started around the capital city of Dhaka in 2002 and quickly spread nationwide. Shoppers were encouraged to use alternatives such as jute, paper, and reusable cloth bags [9]. In 2002, Ireland began to tax plastic shopping bags at a rate of €0.15 initially and increased to €0.22 per bag. Bag use was down 90% shortly after the ban, with strong support from the public and the retail industry [10]. In 2007, San Francisco became the first city in the US to ban plastic checkout bags in large supermarkets and retail pharmacies. On September 2012, the ordinance was upheld by the San Francisco Superior Court banning “noncompostable plastic checkout bags [in] all retail stores and food establishments, and imposing a 2 10-cent charge on other bags provided to consumers” [11]. Since 2010, shoppers in Washington, D.C. buying food or alcohol must pay a $0.05 bag fee for each plastic bag used [12]. In Australia, a bag ban took effect in the state of South Australia in May 2009, the Northern Territory in September 2011, and the Australian Capital Territory in November 2011. Since the ban in each state or territory, retailers are only allowed to provide compostable or biodegradable bags that meet Australia’s standard to customers [13–15]. In 2012, The United Arab Emirates (UAE) banned all disposable plastic bags with the exception of those made from oxobiodegradable plastic, in compliance with UAE Standard 5009:2009 [16]. 1.1.4 Common biodegradable plastics and pro-degrading additives in the market To cope with changes in legislation and consumer perception, two prominent trends that have emerged in plastics manufacturing are producing biodegradable plastics from biomass sources (biodegradable bioplastics) and adding degradation-promoting additives to petroleumbased plastics. With the advance of technology, bioplastics’ properties and processability are improving but still somewhat inferior to those of traditional petroleum-based plastics. Some examples of commercial biodegradable packaging materials based on raw materials from crops are Mater-Bi, NatureWorks Polylactide, Bioska, Bioplast, Solanyl, Potatopac, Greenfil and EcoFoam [17]. Because of the drawbacks in processability of biodegradable bioplastics, degradation-promoting additives are being marketed as the better option [18]. Many degradationpromoting additives are oxo-biodegradable additives, most often stearates incorporated with 3+, transition metal ions such as Fe 2+ Mn , or Co 2+ [19]. Some examples of degradation- promoting additives on the market include Totally Degradable Plastic Additives [20], VIBATAN 04089 [21], d2w [22], Eco-One [23], Reverte [24], and EcoPure [25]. 3 1.1.5 Skepticism of biodegradable technology In the UAE, Wells Plastics Reverte and Symphony’s d2w were certified to be in compliance with UAE Standard 5009:2009 [26,27]. With the ban of plastic bags in the UAE in 2012, only bags made from plastics incorporated with Wells Plastics’ and Symphony’s or other approved suppliers’ additives are allowed to circulate in the country. Around the world, retailers such as U.S.’s Yoke’s, United Kingdom’s Co-operative Food, and Vietnam’s Saigon Co-op supermarket chains also picked up oxo-biodegradable plastic bags [28–30]. However, there have been a variety of criticisms about the oxo-biodegradable technology. In a report to the United Kingdom’s Department for Environment, Food and Rural Affairs, researchers from Loughborough University (Leicestershire, UK) highlighted consumers’ confusion about oxo-biodegradable claims, the inability of oxo-biodegradable plastics to be composted, and their effects on recycling and composting facilities [31]. As the result of this finding, the UK’s Co-operative Food supermarket chain decided to stop using oxo-biodegradable plastic bags [32]. Some plastic trade associations also expressed concerns and doubts about the oxo-biodegradable technology. The Flexible Packaging Association and the Society of the Plastics Industry Bioplastics Council published positions on degradation-promoting additives that asked manufacturers to include scientific data from recognized third parties to corroborate claims such as “biodegrades in landfills” or “oxo-biodegradable”. Claims must be tested according to accepted industry standards such as ASTM D6400, ASTM D6868, ASTM D7081 or EN 13432 [33,34]. In addition, degradation-promoting additives do not have the support of recyclers because of the belief that common plastics incorporated with biodegradable additives can contaminate recyclers’ processing operations. In its 2010 strategy paper, the European Plastics Recyclers Association calls bioplastics and oxo-biodegradables unsustainable. They also 4 asked for collection of these materials to be in a separate stream because of the fear that bioplastics and oxo-biodegradable plastics will have damaging effects on mechanical recycling [35]. In addition, the Association of Postconsumer Plastic Recyclers shared the same concerns about the largely unknown effects of oxo-biodegradable plastics on recycled materials [36]. In October 2012, the Federal Trade Commission (FTC) amended its Guides for the Use of Environmental Marketing Claims. The guide was originally published in 1992, amended in 1996 and 1998 subsequently. The guide advises manufacturers and marketers to possess data to qualify their environmental marketing claims. Without these data, manufacturers can be found by the FTC to deceive consumers which can result in orders prohibiting their deceptive marketing as well as fines [37,38]. FTC has been regularly taking actions against companies for deceptive environmental claims. Examples of companies that have received fines from the FTC include Amazon.com Inc., Leon Max Inc., Sears, Roebuck and Co., Kmart Corporation, Tender, and Dyna-E [39,40]. 1.2 Motivation There is great interest among environmentally responsible companies in using degradation-promoting additives for plastic packaging. LDPE/LLDPE film was chosen because Bimbo Bakeries USA, one of the project’s sponsors, was interested in the additives’ application in bread bags. Bimbo Bakeries is the largest bakery company in the US whose brands include Arnold, Bimbo, Boboli, Sara Lee, Thomas’, Oroweat, and many others [41]. In addition to LDPE/LLDPE film, PET sheet was chosen as PET is widely used for carbonated soft drinks, water, ketchup, and many other beverages and food. This is of particular interest of member companies of the Center for Packaging Innovation and Sustainability (CPIS), Michigan State 5 University (East Lansing, MI USA). CPIS, the main sponsor of this project, “is a global leader in research and outreach related to packaging innovation and sustainable systems, resulting in positive environmental effects on the global footprint of packaging and related systems across the supply chain” [42]. CPIS’s members are The Coca-Cola Company, ConAgra Foods, The Dow Chemical Company, Abbott Laboratories, World Wildlife Fund, H. J. Heinz Company, and AkzoNobel [43]. In 2010, with 12.1% and 23.1% recovery for LDPE/LLDPE and PET from containers and packaging in U.S. MSW, a significant amount was discarded. Most of these plastics were discarded to landfills or combusted [7]. Therefore, it is the project’s interest to study the biodegradation of LDPE/LLDPE and PET with pro-degrading additives in landfill conditions. 1.3 Goal and objectives The goal of this study was to investigate the performance of degradation-promoting additive systems from Symphony Environmental Ltd., Wells Plastics Ltd., and EcoLogic LLC in an anaerobic digestion environment for 16 months. The objective was to study the biodegradation of LDPE/LLDPE and PET in an anaerobic digestion environment conditions by measuring total biogas production. 6 CHAPTER 2: LITERATURE REVIEW 2.1 LDPE, LLDPE, their production and general properties LDPE was discovered by the Imperial Chemical Industries in 1933. It is produced by the free-radical-initiated polymerization process from ethylene monomers. Ethylene monomers are mainly manufactured by manufactured from natural gas or high temperature cracking of crude oil. As a result of the free-radical polymerization process, LDPE has a large amount of longchain branching. The molecular weight, molecular weight distribution, frequency of short-chain branches, and frequency and length of the long-chain branches of LDPE affect its physical and extrusion properties [44]. LLDPE was introduced for commercial use in the late 1970s by Union Carbide and Dow Chemical. LLDPE is produced by the copolymerization of ethylene and α-olefins. As a result, LLDPE has a narrower molecular weight distribution than LDPE and does not contain longchain branching. Because of its nature as a copolymer, LLDPE’s properties are strongly dependent on comonomer content. The four most common comonomers are 1-hexene (40%), 1butene (35%), 1-octene (25%), and 4-methyl-1-pentene (only a small fraction) [45]. The difference in structure of LDPE, LLDPE, and single-site-catalyzed LLDPE is illustrated in figure 2-1. A comparison of blown film properties between LDPE and LLDPE is shown in table 2-1. 7 LLDPE HP LDPE mLLDPE Figure 2-1. Differences in structures of LDPE, LLDPE, and single-site-catalyzed LLDPE, adapted from [45]. Table 2-1. A comparison of blown film properties between LDPE and LLDPE, adapted from [44]. Property Melt index, g/10 min Density, g/cm3 Comonomer Dart drop, N/mm Puncture energy, kJ/m Elmendorf tear, N/mm (=dyn/cm) MD XD Tensile strength, MPa MD XD Haze, % Gloss, 45° ASTM test method D1238 D1505 D1709 HPLDPE 2.5 0.921 None 29 27 HPLDPE 0.2 0.923 None 71 22 62 43 20 19 6 70 LLDPE LLDPE LLDPE 1.0 0.918 Butene 39 71 1.0 0.918 Hexene 77 76 1.0 0.918 Octene 97 - 35 39 54 131 131 226 143 309 19 21 25 30 35 26 17 53 36 32 20 50 45 35 12 60 D1922 D882 D1003 D2457 8 2.2 PET, its production and general properties High molecular weight PET was first successfully synthesized in England in 1942 by J. Rex Whinfield and W. Dickson. However, commercialization of PET did not commence until after World War II ended. At first, PET was manufactured to be used exclusively as synthetic fibers. PET was not widely used as a molding resin in cold molds, with temperatures less than 130 °C, due to its low crystallization rate. However, during the late 1960s, specific nucleating agents, whose development was spearheaded by Akzo and DuPont, removed this technical disadvantage. PET is made by the reaction of ethylene glycol and terephthalic acid or dimethyl terephthalate. Terephthalic acid is produced by air-oxidizing p-xylene in acetic acid under moderate pressure with the help of catalysts. Since the 1967-1972 period, direct esterification using pure terephthalic acid has been favored over the dimethyl terephthalate method due to the improved polymerization and purification processes of terephthalic acid. However, in recent years, due to an increase in recycling of PET, the dimethyl terephthalate method has had a resurgence. Dimethyl terephthalate can be made from the methanolysis and glycolysis of waste PET [46]. The degree of crystallinity of PET dictates its thermochemical properties. The usual melting temperature is from 260-265 °C but can reach 280 °C for highly annealed samples. PET is semipermeable to oxygen and carbon dioxide. The stretch blow molding process used to create PET bottles involves radial and axial drawing, which causes strain-induced crystallization. This crystallization improves the mechanical strength and reduces the permeability of the bottles [46]. 9 2.3 The concept of polymer biodegradation According to ASTM, a “biodegradable plastic is a degradable plastic in which the degradation results from the action of naturally-occurring micro-organisms such as bacteria, fungi, and algae” [47]. Biodegradation of polymers is typically a surface erosion process. The long chains and water-insolubility of polymers make them unsuitable for being transported directly into the microorganisms to be digested. The process starts with the secretion of extracellular enzymes by the microorganisms. The products of this stage are then transported into the microorganisms to be digested. End products include water, carbon dioxide, methane, and new biomass [48]. The materials must not have negative impacts on either the disposal processes or the environment [49]. 2.4 Factors affecting biodegradation of polymers Biodegradation is affected by the exposure conditions and the characteristics of the polymer. Figure 2-2 illustrates the relationship. Exposure conditions can be classified as abiotic and biotic. Abiotic factors include but are not limited to temperature, pH, moisture, and UV exposure. Microbial activity tends to increase at higher temperature and moisture content. However, extremely high temperature can slow down and stop the microbial activity. pH level can affect hydrolysis of polymers. In addition, pH values below or above the range that microorganisms can tolerate can slow down or stop the microbial activity. Another factor, UV exposure, affects biodegradation by causing main chain scissions (hastens up biodegradation) and introducing crosslinking (slows down biodegradation) [50]. Biotic factors include but are not limited to extracellular enzymes, hydrophobicity, and biosurfactants. Extracellular enzymes are used by the microorganisms to depolymerize the polymer outside the cell wall [48,50]. 10 Temperature Moisture Abiotic Factors affecting polymer biodegradation pH UV radiation Exposure Conditions Extracellular enzymes Biotic Hydrophobicity Flexibility Biosurfactants Crystallinity Morphology Functional Groups Crosslinking Polymer Characteristics Molecular Weight Copolymers Blend Tacticity Additives Figure 2-2. Factors affecting polymer biodegradation, adapted from [50]. 11 Polymer biodegradation is also dictated by the characteristics of the polymer itself. These characteristics include but are not limited to flexibility, crystallinity, morphology, functional groups, crosslinking, molecular weight, copolymers, blends, tacticity, and additives. A rise in conformational flexibility of a polymer increases the accessibility of microorganisms and water to the polymer. On the other hand, crystallinity can affect the biodegradation greatly by affecting the accessibility of water. The more crystalline the polymer is, the more difficult it is for water to diffuse through the polymer. For this same reason, adding a copolymer causes molecular irregularity, which in turn decreases the crystallinity and increases biodegradation. However, it should be noted that addition of copolymer can increase the rigidity of the polymer and reduce its biodegradability. Hydrolysable functional groups act as sites for hydrolysis for many polymers. Crosslinking reduces the accessibility of microorganisms and water to the polymer chains. Since only low molecular weight polymer molecules can be transported into the cell wall for digestion, high molecular weight polymers take longer to biodegrade [50]. 2.5 History of biodegradable polymers and common approaches in making polymers biodegradable Because polyethylene is hydrophobic, usually incorporated with antioxidants and stabilizers during processing, and has high molecular weight but no functional groups, it is not considered a biodegradable polymer [51]. Many attempts have been made since the 1970s to achieve biodegradable polyethylene. One of the approaches is to use polyethylene-starch blends. Starch, is a relatively cheap commodity which primarily comes from cereal crops. However, even though starch comes from renewable sources, there are concerns about the sustainability of using starch for plastics manufacturing and the conflict with food production. Starch-based 12 blends are more expensive and there is currently not adequate infrastructure for recycling and composting polyethylene-starch blends [52]. A different approach is to incorporate oxobiodegradable additives into polyethylene. In addition to initiating the free-radical oxidation of polyethylene, these additives can modify the surface of polymer to be hydrophilic [53]. Common oxo-biodegradable additives contain transition metal stearates. Transition metals commonly used are manganese (Mn2+/Mn3+), iron (Fe2+/Fe3+), and cobalt (Co2+/Co3) [54]. 2.6 Oxo-biodegradation mechanism Figure 2-3 illustrate the free-radical oxidation process of polyethylene. The cycle starts from the top of the diagram with the creation of free radical P. from PH due to shear stress or catalyst residues. The free radical P. reacts with oxygen to form POO.. POO. then reacts with a polymer molecule to form a new radical P. and POOH. The pro-degrading additive catalyzes the conversion of POOH to PO. and .OH. PO. will be converted to biodegradable functional fragments Fs(O)x. .OH will react with a new polymer molecule PH to form POH that will eventually be converted by further oxidation and fragmentation. In summary, in one cycle, the radical will react with two polymer molecules PHs to form new radicals. These new radicals will travel in the same process all over again. 13 PH Shear stress/ Catalyst residues O2 POH + H2O PH P. POO. Further oxidation & fragmentation PH PO. + .OH Fs(O)x Biodegradable functional fragments ∆/hv Pro-degrading additive POOH Figure 2-3. Mechanism of free-radical oxidation of polyethylene, adapted from [55]. 2.7 Pro-degrading additives used in the project and their mechanisms d2w additive from Symphony is claimed to work according to an oxo-biodegradation mechanism [22]. On the other hand, Reverte from Wells plastics uses a hybrid mechanism. In the first stage, the company claims that the additive catalyzes the oxo-biodegradation of the polymer. In the second stage, the microbial growth is said to be promoted by the additive [24]. The mechanism for Eco-One additives from Ecologic is not explained in detail. The company asserts that the additives promote the formation of biofilm on the surface of the plastics, and expand the molecular structure of the plastic so that microorganisms can penetrate and digest the plastics [23]. 14 2.8 Publicly known/evidence about biodegradation with these or other additive systems Corti et al. reported that combining abiotic treatment such as prolonged thermal and sunlight exposure, and oxo-biodegradable additive promotes the biodegradation of LLDPE films containing oxo-biodegrdable additives inoculated with fungal strains known for their ability to use oxidized LDPE as the only carbon source. Films with oxo-biodegradable additives also have higher carbonyl indices and produce more CO2 in fungal biodegradation tests [51]. Billingham et al. reported that LDPE incorporated with EPI’s TDPA oxo-biodegradable additive degraded rapidly in thermal aging. In experiments monitored by FTIR spectroscopy, tensile testing, and size exclusion chromatography, films with oxo-biodegradable additives lose strength and polymer chain length quickly, and produce oxidation products [56]. Chiellini et al. studied the effects of temperature and relative humidity on oxidation and cleavage of the macromolecules by measuring weight variation (using an analytical balance), film wettability (by measuring contact angle on glass slides), carbonyl index (using FTIR), molecular weight (using size exclusion chromatography), and extractability with polar solvents of oxidized thermal-aged samples using EPI’s TDPA additive. They concluded that the TDPA oxo-biodegradable additive was effective in initiating the oxidative degradation of the polymer [57]. Vogt and Kleppe showed that after exposure to light, polyethylene and polypropylene with 2% Renatura pro-oxidant additive continued to degrade under dark thermal conditions. The thermal oxidative degradation increases with the increase in light exposure [58]. 2.9 Anaerobic digestion: mechanism, inhibitors, and other influencing factors Anaerobic digestion is a complicated biological process. As illustrated in figure 2-4, there are multiple reactions running in series and parallel to each other. There are four main stages. 15 The first stage is the hydrolysis of complex organic materials such as proteins, carbohydrates, and lipids into amino acids, carbohydrates, fatty acids, and alcohols. The second stage is the fermentation of amino acids and carbohydrates. The fermentation of amino acids produces shortchain fatty acids, succinate, aminovalerate, and H2. The fermentation of soluble carbohydrates results in ethanol, acetate, H2, and CO2.The third stage is the anaerobic oxidation of long-chain fatty acids and alcohols. The end products are acetate and propionate. The fourth stage is the anaerobic oxidation of short-chain fatty acids such as propionate and butyrate to acetate and H2.The last stage is methanogenesis. The end products are CH4 and CO2 [59]. COMPLEX POLYMERS HYDROLYSIS FATTY ACIDS, ALCOHOLS AMINO ACIDS, SUGARS FERMENTATION INTERMEDIARY PRODUCTS (Propionate, Butyrate, etc.) ACETATE HOMOACETOGENESIS ACETICLASTIC METHANOGENESIS METHANE CARBON DIOXIDE Figure 2-4. Anaerobic digestion process, adapted from [59]. 16 ANAEROBIC OXIDATION HYDROGEN CARBON DIOXIDE REDUCTIVE METHANOGENESIS There are many factors that can inhibit an anaerobic digestion process. Ammonia exists in large quantity in animal waste due to decomposition of organic nitrogen. The mechanisms for ammonia inhibition include intracellular pH changes, increase in maintenance energy requirements, and specific enzyme reaction inhibition. Ammonia inhibition affects methanogens the most. Light metal ions such as Na, K, Mg, Ca, and Al also inhibit the anaerobic digestion process. A high concentration of salt causes the cells of the bacteria to lose water due to osmotic pressure. Light metal ions come from the breakdown of biomass or are added to adjust pH. At low or moderate levels, these micronutrients can speed up bacterial growth. However, at high levels, light metal ions can inhibit or even halt the anaerobic digestion process. Organic chemicals can also inhibit an anaerobic digestion process. Agricultural waste contains high amounts of lignocellulosic content in stalks, straws, and bark. Methanogens are highly vulnerable to lignin and lignin derivatives [60]. Temperature can also affect the kinetics of the anaerobic digestion process. Higher temperature (below or equal to the optimum temperature) leads to higher microbial activity. However, temperature beyond the optimum temperature decreases microbial activity [59]. 2.10 Testing standards Testing standards for biodegradation of plastic materials under anaerobic conditions include: • ASTM D5526-12: Standard Test Method to Determine Anaerobic Biodegradation of Plastic Materials under Accelerated Landfill Conditions. • ASTM D5511-12: Standard Test Method for Determining Anaerobic Biodegradation of Plastic Materials under High-Solids Anaerobic-Digestion Conditions. 17 • ASTM D5210-92(2007): Standard Test Method for Determining the Anaerobic Biodegradation of Plastic Materials in the Presence of Municipal Sewage Sludge. • ASTM D7475-11: Standard Test Method for Determining the Aerobic Degradation and Anaerobic Biodegradation of Plastic Materials under Accelerated Bioreactor Landfill Conditions. Table 2-2. Overview of testing standards for biodegradation of plastic materials under anaerobic conditions. Test standards Purpose Data obtained Anaerobic Biodegradation Test duration, % biodegradation as a ASTM of Plastic Materials Under function of time, % CH4 and % CO2 in D5526-12 Accelerated Landfill evolved gas [61]. Conditions Anaerobic Biodegradation Test duration, % biodegradation as a ASTM of Plastic Materials Under function of time, % CH4 and % CO2 in D5511-12 High-Solids Anaerobicevolved gas [62]. Digestion Conditions Test duration, % of gas evolution as a Anaerobic Biodegradation ASTM function of time, molecular weight of of Plastic Materials in the D5210- plastic before and after the exposure, Presence of Municipal 92(2007) weight loss of the specimen, inoculum’s Sewage Sludge soluble solid organic carbon content [63]. 18 Table 2-2. (cont’d) Temperature range of the test as a Aerobic Degradation and function of time, test duration, % Anaerobic Biodegradation of biodegradation as a function of time, % ASTM D7475-11 Plastic Materials under CH4 and % CO2 in headspace, changes in Accelerated Bioreactor molecular weight, weight, tensile, and Landfill Conditions other properties of the samples [64]. 2.11 ASTM D5526-12 The ASTM D5526-12 test method simulates biologically active landfills where moisture and temperature are controlled, and gas recovery is promoted. There are seven steps in the method. The first step is to choose and evaluate the test material. The second step is to obtain a pretreated municipal-solid-waste medium and an anaerobic inoculum. The third step is to place the material in an anaerobic static batch fermentation. It is noted that the medium should contain more than 30% solids. The fourth step is to quantify the total carbon (in CO2 and CH4 evolved) as a function of time. The fifth step is to clean and test the exposed material. The sixth step is to calculate the degree of biodegradability. The last step is to assess the degree of biodegradability when the conditions are less than optimum [61]. 19 CHAPTER 3: MATERIALS AND METHODS 3.1 Introduction This chapter describes the production of materials, and methodology employed to study the biodegradation of LDPE/LLDPE film and PET sheet in an anaerobic digestion environment. The major challenge of this research was to provide enough nutrients for the anaerobic microorganisms to thrive while keeping the closed system’s pH and environmental parameters at optimal growth conditions. 3.2 Plastics manufacturing and properties The polymeric film and sheet used in this study were extruded at the School of Packaging, Michigan State University (East Lansing, MI). The resins for the LDPE/LLDPE film, DOWLEX 2045G (LLDPE) and DOW 501I (LDPE), were donated by the Dow Chemical Company (Midland, MI). LDPE and LLDPE resins were blended in a 70/30 ratio by weight. LDPE/LLDPE blend was then mixed with 1 and 5 wt% of degradation promoting masterbatch additives d2w (Symphony Environmental Ltd., Borehamwood, Hertfordshire, UK), Reverte (Wells Plastics Ltd., Stone, Staffordshire, UK), and Eco-one EL10 (EcoLogic LLC, Oakbrook Terrace, IL). The film was extruded on a Killion KLB 100 blown film extruder (Davis-Standard LLC, Pawcatuck, CT) with a screw diameter of 25.4 mm (2 inch), screw length/ diameter ratio of 24:1, and a 2 in diameter circular die. The temperature profile of the extruder was 215-215-212212-210-204 ºC (420-420-415-415-411-410-400 ºF) for barrel zones 1, 2, 3, clamp ring, adapter, die 1, and die 2, respectively. A screw speed of 14 rpm and take up speed of 10 feet per minute were used. The diameter of the film was controlled at 10 cm at a blow up ratio of 2. The overall 20 thickness of the LDPE/LLDPE control film was 0.9 ± 0.2 mil. Table 3-1 shows the overall thickness of the produced film. PET resin, provided by EcoLogic LLC (Oakbrook Terrace, IL), was mixed with 1 and 5 wt% of degradation promoting masterbatch additives Reverte (Wells Plastics Ltd., Stone, Staffordshire, UK) and Eco-one EC 80 (EcoLogic LLC, Oakbrook Terrace, IL). The resin was placed in a vacuum oven at 110 °C for 24 hours for drying. After drying, the resin was stored under vacuum and was cooled down to room temperature. Resin was removed from storage just before extrusion to prevent any regain of moisture. PET sheet was manufactured by cast film extrusion using a Microextruder model RCP-0625 (Randcastle Extrusion Systems, Inc., Cedar Grove, NJ). The microextruder has a 1.5875 cm (0.625 inch) diameter 24/1 L/D ratio extruder with 34 cc volume. The extrusion system was equipped with a 20 cm (8 in) wide coat hanger die, Eurotherm temperature control system for the extruder (Eurotherm, Ashburn, Virginia), a chill roll with Sterling M50-3-2-2 cooling system (Sterling, New Berlin, WI) and a Bronco II take up roll from Seco AC/DC drives (Warner Electric, Braintree, MA). The temperature profile of the extruder was 218-226-257-254-254 ºC (425-500-495-490-490 ºF) for feed zone, barrel zones 2, 3, transfer tube, and die, respectively. A screw and take up speed of 60 rpm were used. The chill roll temperature was controlled at 71 ºC (160 ºF) and was set at a speed of 15 rpm. The chill roll was placed very close to the die exit so that the film was quenched rapidly in order to prevent crystallization of the film, resulting in a highly amorphous film. Table 3-1 shows the overall thickness of the produced sheet. 21 Table 3-1. Average thickness of the LDPE/LLDPE film and PET sheet produced. LDPE/LLDPE PET Percent loading of additive, % 1 5 1 5 Ecologic, mil 1.0 ± 0.3 1.1 ± 0.3 11.2 ± 1.1 12.4 ± 0.8 Wells Plastics, mil 1.0 ± 0.2 1.1 ± 0.1 9.4 ± 0.5 9.0 ± 0.3 Symphony, mil 1.3 ± 0.3 1.0 ± 0.2 N/A N/A Note: LDPE/LLDPE 0 wt% thickness was 0.9 ± 0.2 mil, and PET 0 wt% thickness was 9.2 ± 0.6 mil. The total amount of carbon, nitrogen and hydrogen content for each sample was determined by a CHN analyzer from Perkin Elmer (Waltham, Massachusetts). Values are provided in Table 3-2. Table 3-2. Carbon, nitrogen, and hydrogen content for samples. Sample Name LDPE Control LDPE Ecologic 1 wt% LDPE Ecologic 5 wt% LDPE Wells 1 wt% LDPE Wells 5 wt% LDPE Symphony 1 wt% LDPE Symphony 5 wt% PET Control PET Ecologic 1 wt% PET Ecologic 5 wt% PET Wells 1 wt% PET Wells 5 wt% C, wt% 84.8 ± 1.4 85.2 ± 0.5 84.6 ± 0.4 85.6 ± 0.5 85.5 ± 0.4 85.5 ± 0.4 85.2 ± 0.6 62.1 ± 0.6 61.9 ± 0.8 61.8 ± 0.9 61.7 ± 0.9 61.5 ± 1.2 22 H, wt% 14.5 ± 0.5 14.4 ± 1.0 14.7 ± 0.2 14.7 ± 0.6 15.1 ± 0.2 15.1 ± 0.2 14.9 ± 0.3 4.2 ± 0.1 4.2 ± 0.0 4.2 ± 0.1 4.1 ± 0.2 4.0 ± 0.2 N, wt% 0.1 ± 0.1 0.1 ± 0.0 0.1 ± 0.0 0.1 ± 0.0 0.1 ± 0.1 0.1 ± 0.0 0.1 ± 0.1 0.1 ± 0.0 0.1 ± 0.1 0.1 ± 0.1 0.1 ± 0.1 0.1 ± 0.1 3.3 Anaerobic digestion inoculum and dairy manure This experiment was done in general accordance with ASTM D5526-12. This test method simulates biologically active landfills where moisture and temperature are controlled, and gas recovery is promoted. The standard was used as a starting point. There were deviations that will be discussed here. Even though the standard only covers tests at 35 ± 2°C, the tests were run at 35 and 50 °C. In addition, pretreated-household waste was replaced by dairy manure. Manure was used because of its high biological activity. The standard requires that the total solid content be more than 30%. However, a total solid content of 5% was used because lower solid content could lead to higher yield [65]. The standard suggested cellulose (analytical grade for thin-layer chromatography) as a positive control. In the test, we used a powder form of cellulose as well as corn starch. LDPE/LLDPE film and PET sheet produced were exposed to anaerobic digestion environments at 35 and 50 °C. The anaerobic inoculum was obtained directly from an operational in-house anaerobic digester at Michigan State University. In this digester, pretreated household waste was replaced by fresh dairy manure as permitted by ASTM D5526-12. The manure was obtained from the Michigan State University dairy farm and added with water to create a 5% (w/v) total solids mixture. The weights of the manure used for the mixtures are included in Appendix J. Manure was used as the only nitrogen source. Carbon sources were manure and plastics. Manure also acts as a buffer to maintain the pH within the optimal range (6.8 – 7.2) so that microorganisms can grow and thrive. The treatments and controls were mounted on orbital shakers model Innova 2050 (New Brunswick Scientific, Edison, New Jersey) at 95 ± 5 RPM, and placed in incubators model 11-690 (Fisher Scientific, Hampton, New Hampshire) at 35 and 50°C. 23 3.4 Sample preparation LDPE/LLDPE film and PET sheet with or without additives were cut into 0.635 cm x 0.635 cm (0.25 in x 0.25 in) pieces using a sample cutter and scissors. They were then weighed before being inserted into 125 mL serum bioreactors. The weight of each sample is listed in Appendix A. These serum bioreactors were airtight and fitted with septa for measuring gas production. The weight of each component of the mixture was calculated to yield a C/N ratio within the optimum 20 – 30 range. Table 3-3 shows the composition of each treatment and control. Table 3-3. Composition for treatments and controls. Negative control (blank) Positive control 1 (cellulose) Positive control 2 (cellulose) Treatment (LDPE/LLDPE) Treatment (PET) Inoculum, mL 7.5 7.5 7.5 7.5 7.5 Manure, mL 75 75 75 75 75 Cellulose or starch, g Plastic sample, g 0.550 1.100 2.250 3.085 Initially, positive controls containing 4.337 g of starch or cellulose were digested rapidly resulting in uncontrollable drop in pH below 5 (Appendix L contains gas evolution data for these bioreactors). This created an unfavorable living environment for microorganisms inside the bioreactors. Therefore, a new experiment with just the negative control (blank) and two positive controls was conducted adding 0.55 and 1.10 g of cellulose for the positive controls using the same manure and inoculum. The theoretical total gas evolution of a bioreactor containing manure is calculated to be 1.21 L and 1.27 L at 35°C and 50°C, respectively. The theoretical total gas evolution of a bioreactor containing 0.55g cellulose is calculated to be 1.57 L and 1.65 L at 35°C 24 and 50°C, respectively. The theoretical total gas evolution of a bioreactor containing 1.10g cellulose is calculated to be 1.93 L and 2.03 L at 35°C and 50°C, respectively. The formula used for the theoretical values is included in Appendix I. 3.5 Biogas measurement The generation of total gas in mL (i.e., methane, carbon dioxide and other minor gases) from the LDPE/LLDPE and PET samples without and with additives was quantified, and compared to both positive and negative controls. The gas production was measured using the water displacement method (as depicted in Figure 3-1) initially every 3 days (for the first 100 days) and then after every 7 days. A glass water reservoir with a capacity of 1000 mL was filled with 800 mL of water. Two metal tubes were inserted through a rubber stopper attached to the opening of the water reservoir. One tube was fitted securely inside Tygon tubing, also connected to a needle on the other end. To measure the gas, the needle was inserted into the septum on top of the bioreactors, and the tube connected to the Tygon was placed inside a graduated cylinder to collect the displaced amount of water. The system was entirely airtight except the openings where biogas entered and water siphoned out. The excess pressure inside the bioreactor pushed the water level inside the water reservoir down and siphoned water out of the tubing. The measurement was terminated when the whole system returned to atmospheric pressure. The needle was then removed from the septum of the bioreactor. The AutoCAD drawings of the bioreactor and the gas measuring apparatus are included in Appendix K. Bioreactors were taken out of the chamber in batches of three in order to keep the inner temperature of the bioreactor close to the original temperature as much as possible. Each 25 measurement took 20 seconds to finish. The water was refilled when the water level reached the 40% mark. Gas measurements are in Appendix B and C. Figure 3-1. Gas production measuring apparatus. 3.6 Optical microscopy After the main experiment is finished, plastic samples from bioreactors 2, 13, 23, 34, 52, 59, 70, and 75 were retrieved. Biofilms on the surface of the plastic samples were examined under a compound microscope model Eclipse 50i (Nikon Instruments Inc., Melville, NY) with 26 10 x and 100 x objective for 100 x and 100 x total system magnification. Images were captured with Nikon’s NIS-Elements D 3.00. 3.7 Spiking of the bioreactors After 464 days of running the initial experiment, 0.55 g of corn starch was added to one replicate of LDPE/LLDPE 0 wt%, LDPE/LLDPE Ecologic 5 wt%, LDPE/LLDPE Symphony 5 wt%, LDPE/LLDPE Wells 5 wt%, PET Ecologic 5 wt%, PET Wells 5 wt%, and blank at each incubation temperature. The biogas production as well as the pH level was monitored for the following 50 days. 3.8 pH determination The pH of each bioreactor was checked several times during the study to ensure that it was close to 6.9. A controlled environment anaerobic chamber model 855 from Plas Labs, Inc. (Lansing, MI) was used to conduct this determination. The headspace gas (85% nitrogen, 10% hydrogen, and 5% carbon dioxide) was supplied by Airgas Inc. (Radnor Township, Pennsylvania). The bioreactors were shaken before being opened. A pH meter model Accumet AB15 (Fisher Scientific) with an Ag/AgCl electrode was inserted into the opening. If the pH was lower than 6.7, NaOH 10% solution was added to bring it close to a pH of 6.9. + At low concentration, Na can stimulate anaerobic bacteria growth. However, at higher + concentrations, Na slows down and even inhibits bacteria growth by disrupting their + + metabolisms [60]. The half maximal inhibitory concentration of Na , the amount of Na needed 27 to inhibit the growth of anaerobic bacteria by half, is 5.6 to 53 g/L [65]. In the experiment, the total amount of NaOH added to each bioreactor was less than 4 g/L. 3.9 Statistical analysis and data management Statistical analyses were performed using MATLAB (The MathWorks Inc., Natick, MA). One-way analyses of variance (ANOVA) were performed, and Tukey’s honestly significant difference (HSD) test was used to determine differences (p≤0.05) among treatments and controls at day 252 (for manure 2nd run and cellulose samples) and 464 (for manure 1st run and the rest). The MATLAB code for ANOVA analysis is included in Appendix H. Gas measurement data were recorded in Excel files, transferred into MATLAB, and saved as MAT-files (“LDPE 35C.mat”, “LDPE 50C.mat”, “PET 35C.mat”, “PET 50C.mat”, “LDPE 35C spike.mat”, “LDPE 50C spike.mat”, “PET 35C spike.mat”, and “PET 50C spike.mat”). Each MAT-file contains a cell array named “data” or “spikedata”. In each cell array, there are two columns. The first cell array’s column contains the name of the samples. The corresponding rows on the second column contain matrices. Each matrix contains two columns (day and corresponding total accumulative gas). Figure 3-2. Data structure diagram of a cell array. 28 CHAPTER 4: RESULTS AND DISCUSSION 4.1 Total gas evolution One-way analyses of variance (ANOVA) were performed, and Tukey’s HSD test was used to determine differences (p ≤ 0.05) among treatments and controls at day 252 (for manure 2nd run and cellulose samples) and 464 (for manure 1st run and the rest). Appendix E contains boxplots accompanying the ANOVA operations. Appendix D contains ANOVA tables listing sum of squares, mean squares, degree of freedom for treatment and errors, f-ratios, and p-values. Because all p-values (LDPE/LLDPE 35°C vs. controls, LDPE/LLDPE 50°C vs. controls, PET 35°C vs. controls, and PET 50°C vs. controls) are smaller than α = 0.05, there were significant differences in total gas evolution among treatments and controls at each temperature. Tukey’s HSD test was then used for pair-wise comparisons. As shown in Tables 4-1, 4-2, 4-3, 4-4, the total accumulated gas of cellulose 1.10g and 0.55g were significantly higher compared to blanks and plastic samples at each temperature. It must be noted that cellulose samples evolved significantly more biogas in a shorter period of time even though the amounts of carbon in the cellulose samples were less than a quarter of those in the plastic samples. On the other hand, there was no significant difference in gas production between the blanks and the plastic samples. In addition, at 35 °C, there was no significant difference in gas production between cellulose 1.10g and cellulose 0.55g samples. However, at 50 °C, the gas production of cellulose 1.10g samples was statistically significantly higher than that of the cellulose 0.55g samples. 29 Table 4-1. Average accumulated gas volume at day 252 (for manure 2nd run and cellulose samples) and 464 (for manure 1st run and LDPE/LLDPE samples) at 35°C. Samples Cellulose 1.10g Cellulose 0.55g LDPE/LLDPE Symphony 1 wt% LDPE/LLDPE Wells 1 wt% LDPE/LLDPE Ecologic 1 wt% LDPE/LLDPE Symphony 5 wt% LDPE/LLDPE Ecologic 5 wt% LDPE/LLDPE Wells 5 wt% Manure (1st run) Manure (2nd run) LDPE/LLDPE 0 wt% Mean 1945 a 1818 a 1443 b 1375 b 1373 b 1359 b 1349 b 1319 b 1293 b 1279 b 1266 b Note: Samples not connected by the same letter are significantly different. Table 4-2. Average accumulated gas volume at day 252 (for manure 2nd run and cellulose samples) and 464 (for manure 1st run and LDPE/LLDPE samples) at 50°C. Samples Cellulose 1.10g Cellulose 0.55g LDPE/LLDPE Wells 1 wt% Manure (2nd run) LDPE/LLDPE Wells 5 wt% LDPE/LLDPE Symphony 5 wt% LDPE/LLDPE Ecologic 5 wt% LDPE/LLDPE Symphony 1 wt% Manure (1st run) LDPE/LLDPE Ecologic 1 wt% LDPE/LLDPE 0 wt% Mean 1973 a 1618 b 1150 c 1088 c 1062 c 1057 c 1024 c 995 c 955 c 952 c 941 c Note: Samples not connected by the same letter are significantly different. 30 Table 4-3. Average accumulated gas volume at day 252 (for manure 2nd run and cellulose samples) and 464 (for manure 1st run and PET samples) at 35°C. Samples Cellulose 1.10g Cellulose 0.55g PET Wells 1 wt% PET Ecologic 5 wt% PET Wells 5 wt% PET 0 wt% PET Ecologic 1 wt% Manure (1st run) Manure (2nd run) Mean 1945 a 1818 a 1359 b 1348 b 1329 b 1318 b 1296 b 1293 b 1279 b Note: Samples not connected by the same letter are significantly different. Table 4-4. Average accumulated gas volume at day 252 (for manure 2nd run and cellulose samples) and 464 (for manure 1st run and PET samples) at 50°C. Samples Cellulose 1.10g Cellulose 0.55g PET Wells 1 wt% Manure (2nd run) PET Wells 5 wt% PET 0 wt% PET Ecologic 5 wt% PET Ecologic 1 wt% Manure (1st run) Mean 1973 a 1618 b 1184 c 1088 c 1048 c 1003 c 997 c 995 c 955 c Note: Samples not connected by the same letter are significantly different. Figures 4-1 and 4-2 show the total gas evolution in mL of LDPE/LLDPE samples and controls at 35 and 50 °C. Figures 4-3 and 4-4 show the total gas evolution in mL of PET samples 31 and controls at 35 and 50 °C. These figures were generated using MATLAB (code in Appendix F). Figure 4-1. Accumulated gas in mL at 35°C for LDPE/LLDPE Ecologic 1 & 5 wt%, LDPE/LLDPE Symphony 1 & 5 wt%, LDPE/LLDPE Wells 1 and 5 wt%, cellulose 0.55g and 1.10 g (positive controls), and blanks (manure 1st and 2nd run). 32 Figure 4-2. Accumulated gas in mL at 50°C for LDPE/LLDPE Ecologic 1 & 5 wt%, LDPE/LLDPE Symphony 1 & 5 wt%, LDPE/LLDPE Wells 1 and 5 wt%, cellulose 0.55g and 1.10 g (positive controls), and blanks (manure 1st and 2nd run). 33 Figure 4-3. Accumulated gas in mL at 35°C for PET Ecologic 1 & 5 wt%, PET Wells 1 & 5 wt%, cellulose 0.55g and 1.10 g (positive control), and blanks (manure 1st and 2nd run). 34 Figure 4-4 Accumulated gas in mL at 50°C for PET Ecologic 1 & 5 wt%, PET Wells 1 & 5 wt%, cellulose 0.55g and 1.10 g (positive control), and blanks (manure 1st and 2nd run). 4.2 Spiking Figures 4-5 and 4-6 showed the spikes in gas production after corn starch was introduced into bioreactors containing LDPE/LLDPE 0 wt%, LDPE/LLDPE Ecologic 5 wt%, 35 LDPE/LLDPE Symphony 5 wt%, LDPE/LLDPE Wells 5 wt%, PET Ecologic 5 wt%, PET Wells 5 wt%, and blank. The increase in gas production proved that the microorganisms inside the bioreactor could still grow if enough digestible nutrients were present. Figure 4-5. Spikes in accumulated gas evolution at 35°C for LDPE/LLDPE 0 wt%, LDPE/LLDPE Ecologic 5 wt%, LDPE/LLDPE Symphony 5 wt%, LDPE/LLDPE Wells 5 wt%, and blank (bioreactor 1, 9, 14, 21, and 44). 36 Figure 4-6. Spikes in accumulated gas evolution at 50°C for LDPE/LLDPE 0 wt%, LDPE/LLDPE Ecologic 5 wt%, LDPE/LLDPE Symphony 5 wt%, LDPE/LLDPE Wells 5 wt%, and blank (bioreactor 53, 60, 64, 71, and 94). 37 Figure 4-7. Spikes in accumulated gas evolution at 35°C for PET Ecologic 5 wt%, PET Wells 5 wt%, and blank (bioreactor 28, 36, and 44). 38 Figure 4-8. Spikes in accumulated gas evolution at 35°C for PET Ecologic 5 wt%, PET Wells 5 wt%, and blank (bioreactor 73, 81, 85, and 94). 4.3 Optical microscopy Optical microscopy confirmed with visual inspection that even though biofilms formed on the surfaces of the plastic samples retrieved, the films were very thin and negligible. 39 Figure 4-9. Optical microscopy of the surface of a LDPE/LLDPE Symphony 5 wt% sample from bioreactor #13 (10x objective, 100x total). Figure 4-10. Optical microscopy of the surface of a LDPE/LLDPE Symphony 5 wt% sample from bioreactor #13 (100x objective, 1000x total). 40 Figure 4-11. Optical microscopy of the surface of a PET Wells 5 wt% sample from bioreactor #34 (10x objective, 100x total). Figure 4-12. Optical microscopy of the surface of a PET Wells 5 wt% sample from bioreactor #34 (100x objective, 1000x total). 41 CHAPTER 5: CONCLUSIONS 5.1 Overall conclusions The working hypothesis was that the additive systems significantly promote biodegradation of the polymers into which they are incorporated. This study was run for an extended amount of time. However, we did not find any evidence of significant degradation of plastics incorporated with pro-degrading additives. We have concluded that the additive systems from Symphony Environmental Ltd., Wells Plastics Ltd., and EcoLogic LLC do not promote significant biodegradation for either LDPE/LLDPE or PET under the anaerobic digestion test conditions as determined by total gas evolution. This particular study does not prove or disprove the effects of these additive systems under other test conditions. 5.2 Recommendations for future work In the future, more research should be done using other additive systems under anaerobic digestion or aerobic composting conditions. Mechanisms of the biodegradation process can be studied by constructing mathematical models of the gas production, and comparing their parameters and corresponding confidence intervals to each other. To construct models that accurately emulate the response of the system, the concentration of the growth limiting substrate as well as other critical response variables should be measured. If there is evidence that the additives promote biodegradation of the plastics, the properties of the degraded samples should be compared against the properties of samples from the same batch that have not gone through the degradation process. For example, properties such as intrinsic viscosity, glass transition temperature, and melting temperature (using differential scanning calorimetry) can be measured. 42 In addition, Fourier transform infrared spectroscopy, UV/Vis spectroscopy, and scanning electron microscopy can be used to study the chemical structure changes and surface erosion of the plastics. 43 APPENDICES 44 APPENDIX A: WEIGHT OF SAMPLES Table A-1. Weight for LDPE/LLDPE samples (35 °C). Bioreactor Sample Weight of plastic sample (g) 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 LDPE/LLDPE 0 wt% LDPE/LLDPE 0 wt% LDPE/LLDPE 0 wt% LDPE/LLDPE Ecologic 1 wt% LDPE/LLDPE Ecologic 1 wt% LDPE/LLDPE Ecologic 1 wt% LDPE/LLDPE Ecologic 5 wt% LDPE/LLDPE Ecologic 5 wt% LDPE/LLDPE Ecologic 5 wt% LDPE/LLDPE Symphony 1 wt% LDPE/LLDPE Symphony 1 wt% LDPE/LLDPE Symphony 1 wt% LDPE/LLDPE Symphony 5 wt% LDPE/LLDPE Symphony 5 wt% LDPE/LLDPE Symphony 5 wt% LDPE/LLDPE Wells 1 wt% LDPE/LLDPE Wells 1 wt% LDPE/LLDPE Wells 1 wt% LDPE/LLDPE Wells 5 wt% LDPE/LLDPE Wells 5 wt% LDPE/LLDPE Wells 5 wt% 2.2474 2.2501 2.2413 2.2481 2.2469 2.2434 2.2453 2.2469 2.2539 2.2522 2.2433 2.2527 2.2478 2.2461 2.2477 2.2458 2.2459 2.2494 2.2492 2.2492 2.2476 45 Table A-2. Weight for PET samples (35 °C). Bioreactor 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 Sample Weight of plastic sample (g) 3.0817 3.0840 3.0809 3.0811 3.0838 3.0875 3.0820 3.0847 3.0833 3.0865 3.0812 3.0839 3.0851 3.0864 3.0875 PET 0 wt% PET 0 wt% PET 0 wt% PET Ecologic 1 wt% PET Ecologic 1 wt% PET Ecologic 1 wt% PET Ecologic 5 wt% PET Ecologic 5 wt% PET Ecologic 5 wt% PET Wells 1 wt% PET Wells 1 wt% PET Wells 1 wt% PET Wells 5 wt% PET Wells 5 wt% PET Wells 5 wt% Table A-3. Weight for cellulose samples (35 °C). Bioreactor O1 O2 O3 P1 P2 P3 Sample Weight of sample (g) Cellulose 0.55g Cellulose 0.55g Cellulose 0.55g Cellulose 1.10g Cellulose 1.10g Cellulose 1.10g 0.5540 0.5510 0.5536 1.1029 1.1052 1.1028 46 Table A-4. Weight for LDPE/LLDPE samples (50 °C). Bioreactor Sample Weight of plastic sample (g) 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 LDPE/LLDPE 0 wt% LDPE/LLDPE 0 wt% LDPE/LLDPE 0 wt% LDPE/LLDPE Ecologic 1 wt% LDPE/LLDPE Ecologic 1 wt% LDPE/LLDPE Ecologic 1 wt% LDPE/LLDPE Ecologic 5 wt% LDPE/LLDPE Ecologic 5 wt% LDPE/LLDPE Ecologic 5 wt% LDPE/LLDPE Symphony 1 wt% LDPE/LLDPE Symphony 1 wt% LDPE/LLDPE Symphony 1 wt% LDPE/LLDPE Symphony 5 wt% LDPE/LLDPE Symphony 5 wt% LDPE/LLDPE Symphony 5 wt% LDPE/LLDPE Wells 1 wt% LDPE/LLDPE Wells 1 wt% LDPE/LLDPE Wells 1 wt% LDPE/LLDPE Wells 5 wt% LDPE/LLDPE Wells 5 wt% LDPE/LLDPE Wells 5 wt% 2.2470 2.2491 2.2438 2.2487 2.2479 2.2464 2.2420 2.2463 2.2449 2.2442 2.2432 2.2486 2.2464 2.2460 2.2447 2.2473 2.2497 2.2434 2.2478 2.2465 2.2483 47 Table A-5. Weight for PET samples (50 °C). 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 PET 0 wt% PET 0 wt% PET 0 wt% PET Ecologic 1 wt% PET Ecologic 1 wt% PET Ecologic 1 wt% PET Ecologic 5 wt% PET Ecologic 5 wt% PET Ecologic 5 wt% PET Wells 1 wt% PET Wells 1 wt% PET Wells 1 wt% PET Wells 5 wt% PET Wells 5 wt% PET Wells 5 wt% 3.0883 3.0828 3.0852 3.0848 3.0825 3.0854 3.0807 3.0832 3.0873 3.0809 3.0850 3.0845 3.0814 3.0803 3.0849 Table A-6. Weight for cellulose samples (50 °C). R2 R2 R3 S1 S2 S3 Cellulose 0.55g Cellulose 0.55g Cellulose 0.55g Cellulose 1.10g Cellulose 1.10g Cellulose 1.10g 0.5567 0.5528 0.5543 1.1008 1.1054 1.1076 48 APPENDIX B: ACCUMULATED GAS MEASUREMENT Table B-1. Accumulated gas measurement for LDPE/LLDPE 0 wt% (35 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #1 #2 #3 0 0 0 75 77 76 205 205 206 470 488 486 682 693 601 831 872 796 873 892 806 891 907 818 923 939 847 952 974 871 980 1017 909 1012 1049 935 1067 1106 987 1122 1165 1041 1137 1182 1055 1149 1197 1067 1160 1208 1076 1188 1243 1123 1210 1267 1145 1241 1296 1167 1266 1330 1190 1271 1331 1195 49 Average accumulative gas (mL) Standard deviation 0 76 205 481 659 833 857 872 903 932 969 999 1053 1109 1125 1138 1148 1185 1207 1235 1262 1266 0.0 1.0 0.6 9.9 50.2 38.0 45.2 47.4 49.2 54.2 54.9 58.2 60.7 63.0 64.4 65.7 66.8 60.1 61.0 64.7 70.1 68.2 Table B-2. Accumulated gas measurement for LDPE/LLDPE Ecologic 1 wt% (35 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #4 #5 #6 0 0 0 81 81 72 214 205 203 504 502 489 684 687 689 882 893 886 904 910 912 921 929 934 950 954 964 979 990 989 1012 1029 1030 1056 1059 1072 1120 1113 1127 1189 1171 1189 1208 1189 1213 1225 1204 1233 1239 1213 1250 1268 1250 1310 1277 1274 1343 1307 1323 1373 1339 1346 1397 1343 1362 1413 50 Average accumulative gas (mL) Standard deviation 0 78 207 498 687 887 909 928 956 986 1024 1062 1120 1183 1203 1221 1234 1276 1298 1334 1361 1373 0.0 5.2 5.9 8.1 2.5 5.6 4.2 6.6 7.2 6.1 10.1 8.5 7.0 10.4 12.7 15.0 19.0 30.8 39.0 34.4 31.7 36.2 Table B-3. Accumulated gas measurement for LDPE/LLDPE Ecologic 5 wt% (35 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #7 #8 #9 0 0 0 82 86 75 227 241 217 570 544 507 754 679 722 870 801 868 911 821 887 932 848 909 979 888 949 1007 908 987 1037 943 1026 1064 981 1058 1122 1048 1110 1205 1123 1170 1225 1153 1189 1238 1176 1206 1247 1196 1217 1280 1233 1260 1302 1245 1284 1336 1282 1313 1363 1312 1343 1374 1318 1355 51 Average accumulative gas (mL) Standard deviation 0 81 228 540 718 846 873 896 939 967 1002 1034 1093 1166 1189 1207 1220 1258 1277 1310 1339 1349 0.0 5.6 12.1 31.7 37.6 39.3 46.6 43.4 46.4 52.3 51.4 46.3 39.7 41.1 36.0 31.0 25.6 23.6 29.1 27.1 25.7 28.5 Table B-4. Accumulated gas measurement for LDPE/LLDPE Symphony 1 wt% (35 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #10 #11 #12 0 0 0 89 71 87 193 163 207 471 403 452 711 651 692 961 856 847 1025 899 907 1064 929 926 1122 978 960 1160 1004 992 1193 1038 1022 1227 1065 1060 1280 1125 1096 1363 1172 1160 1405 1187 1178 1437 1199 1194 1467 1203 1207 1522 1235 1244 1556 1250 1269 1605 1286 1301 1650 1312 1334 1658 1324 1348 52 Average accumulative gas (mL) Standard deviation 0 82 188 442 685 888 944 973 1020 1052 1084 1117 1167 1232 1257 1277 1292 1334 1358 1397 1432 1443 0.0 9.9 22.5 35.1 30.7 63.4 70.6 78.8 88.8 93.7 94.4 95.0 98.9 113.9 128.5 138.9 151.3 163.2 171.4 180.0 189.1 186.3 Table B-5. Accumulated gas measurement for LDPE/LLDPE Symphony 5 wt% (35 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #13 #14 #15 0 0 0 83 76 81 223 191 203 503 451 446 698 676 666 868 858 856 895 882 861 909 911 885 943 940 921 969 966 956 1022 992 996 1057 1017 1041 1118 1069 1108 1190 1133 1170 1208 1145 1187 1221 1151 1201 1231 1156 1212 1273 1207 1241 1296 1230 1257 1322 1260 1296 1354 1298 1401 1370 1306 1402 53 Average accumulative gas (mL) Standard deviation 0 80 206 467 680 861 879 902 935 964 1003 1038 1098 1164 1180 1191 1200 1240 1261 1293 1351 1359 0.0 3.6 16.2 31.6 16.4 6.4 17.2 14.5 11.9 6.8 16.3 20.1 25.9 28.9 32.1 36.1 39.0 33.0 33.2 31.1 51.6 48.9 Table B-6. Accumulated gas measurement for LDPE/LLDPE Wells 1 wt% (35 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #16 #17 #18 0 0 0 81 82 82 219 215 218 526 517 507 687 712 707 831 900 855 868 928 891 884 947 911 927 982 949 956 1006 988 987 1042 1022 1014 1074 1044 1072 1127 1102 1153 1190 1170 1183 1211 1191 1205 1228 1208 1225 1244 1220 1272 1289 1258 1293 1312 1278 1326 1352 1314 1362 1394 1344 1375 1401 1350 54 Average accumulative gas (mL) Standard deviation 0 82 217 517 702 862 896 914 953 983 1017 1044 1100 1171 1195 1214 1230 1273 1294 1331 1367 1375 0.0 0.6 2.1 9.5 13.2 35.0 30.3 31.6 27.7 25.3 27.8 30.0 27.5 18.5 14.4 12.5 12.7 15.5 17.0 19.4 25.3 25.5 Table B-7. Accumulated gas measurement for LDPE/LLDPE Wells 5 wt% (35 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #19 #20 #21 0 0 0 78 79 74 190 220 194 420 463 449 633 693 639 844 885 851 881 900 892 899 924 918 935 951 955 969 980 984 1008 1013 1012 1034 1046 1052 1085 1106 1107 1131 1150 1173 1140 1171 1190 1146 1186 1204 1151 1196 1217 1188 1235 1250 1208 1235 1270 1244 1269 1315 1287 1302 1342 1299 1305 1352 55 Average accumulative gas (mL) Standard deviation 0 77 201 444 655 860 891 914 947 978 1011 1044 1099 1151 1167 1179 1188 1224 1238 1276 1310 1319 0.0 2.6 16.3 21.9 33.0 21.9 9.5 13.1 10.6 7.8 2.6 9.2 12.4 21.0 25.2 29.7 33.7 32.3 31.1 36.0 28.4 29.0 Table B-8. Accumulated gas measurement for PET 0 wt% (35 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #22 #23 #24 0 0 0 80 84 83 227 228 213 497 498 388 707 688 598 886 879 780 912 930 800 928 950 815 960 973 851 989 1005 890 1015 1038 930 1053 1083 961 1108 1138 1012 1162 1200 1060 1177 1225 1079 1190 1243 1097 1200 1253 1114 1238 1285 1156 1252 1296 1177 1282 1321 1226 1310 1353 1270 1317 1363 1274 56 Average accumulative gas (mL) Standard deviation 0 82 223 461 664 848 881 898 928 961 994 1032 1086 1141 1160 1177 1189 1226 1242 1276 1311 1318 0.0 2.1 8.4 63.2 58.2 59.3 70.4 72.4 67.0 62.3 56.9 63.6 65.8 72.4 74.4 73.9 70.1 65.3 60.2 47.8 41.5 44.5 Table B-9. Accumulated gas measurement for PET Ecologic 1 wt% (35 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #25 #26 #27 0 0 0 82 76 84 208 198 211 430 433 422 670 673 652 871 852 822 884 872 872 904 890 893 925 929 940 944 961 965 982 993 998 1009 1020 1039 1056 1078 1107 1117 1139 1171 1136 1148 1184 1150 1153 1194 1161 1156 1203 1189 1186 1234 1213 1198 1251 1245 1234 1278 1272 1288 1303 1277 1304 1306 57 Average accumulative gas (mL) Standard deviation 0 81 206 428 665 848 876 896 931 957 991 1023 1080 1142 1156 1166 1173 1203 1221 1252 1288 1296 0.0 4.2 6.8 5.7 11.4 24.7 6.9 7.4 7.8 11.2 8.2 15.2 25.6 27.2 25.0 24.6 25.8 26.9 27.3 22.9 15.5 16.2 Table B-10. Accumulated gas measurement for PET Ecologic 5 wt% (35 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #28 #29 #30 0 0 0 79 83 78 204 241 223 469 505 478 691 735 690 848 895 831 873 915 875 894 932 909 928 961 949 957 987 982 989 1015 1016 1026 1054 1051 1080 1112 1133 1133 1168 1218 1145 1188 1243 1153 1204 1263 1158 1217 1277 1185 1248 1325 1205 1276 1343 1237 1315 1372 1286 1340 1388 1292 1348 1403 58 Average accumulative gas (mL) Standard deviation 0 80 223 484 705 858 888 912 946 975 1007 1044 1108 1173 1192 1207 1217 1253 1275 1308 1338 1348 0.0 2.6 18.5 18.7 25.7 33.2 23.7 19.1 16.7 16.1 15.3 15.4 26.7 42.7 49.1 55.0 59.5 70.1 69.0 67.8 51.0 55.5 Table B-11. Accumulated gas measurement for PET Wells 1 wt% (35 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #31 #32 #33 0 0 0 82 80 78 217 216 206 469 461 436 711 691 676 890 872 867 916 907 900 942 925 920 980 959 943 1004 989 971 1032 1016 1010 1082 1055 1044 1141 1112 1091 1183 1170 1149 1200 1188 1170 1215 1200 1188 1226 1210 1202 1256 1251 1248 1274 1278 1274 1300 1311 1313 1332 1367 1347 1341 1377 1360 59 Average accumulative gas (mL) Standard deviation 0 80 213 455 693 876 908 929 961 988 1019 1060 1115 1167 1186 1201 1213 1252 1275 1308 1349 1359 0.0 2.0 6.1 17.2 17.6 12.1 8.0 11.5 18.6 16.5 11.4 19.6 25.1 17.2 15.1 13.5 12.2 4.0 2.3 7.0 17.6 18.0 Table B-12. Accumulated gas measurement for PET Wells 5 wt% (35 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #34 #35 #36 0 0 0 77 75 78 198 210 184 458 425 450 688 675 680 840 844 866 872 893 944 895 910 961 945 937 988 971 963 1015 1003 993 1038 1039 1027 1068 1099 1080 1113 1155 1160 1176 1170 1190 1195 1181 1215 1212 1185 1236 1227 1211 1288 1254 1232 1315 1254 1266 1340 1290 1284 1356 1318 1299 1365 1322 60 Average accumulative gas (mL) Standard deviation 0 77 197 444 681 850 903 922 957 983 1011 1045 1097 1164 1185 1203 1216 1251 1267 1299 1319 1329 0.0 1.5 13.0 17.2 6.6 14.0 37.0 34.6 27.4 28.0 23.6 21.1 16.6 11.0 13.2 18.8 27.2 38.6 43.0 37.8 36.0 33.5 Table B-13. Accumulated gas measurement for manure only (1st run) (35 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #43 #44 #45 0 0 0 81 84 80 194 225 211 403 444 444 652 683 680 831 862 858 867 884 894 883 894 913 898 920 941 928 951 965 955 984 1003 991 1013 1037 1045 1063 1072 1091 1128 1132 1101 1152 1155 1107 1172 1175 1109 1185 1187 1146 1220 1223 1167 1237 1241 1193 1266 1289 1211 1324 1356 1222 1336 1369 61 Average accumulative gas (mL) Standard deviation 0 82 210 430 672 850 882 897 920 948 981 1014 1060 1117 1136 1151 1160 1196 1215 1249 1297 1309 0.0 2.1 15.5 23.7 17.1 16.9 13.7 15.2 21.5 18.7 24.2 23.0 13.7 22.6 30.3 38.4 44.5 43.6 41.6 50.1 76.2 77.1 Table B-14. Accumulated gas measurement for manure only (2nd run) (35 °C). Accumulative gas (mL) Day 0 6 12 15 23 26 32 40 50 64 78 100 117 169 209 252 Bioreactor Bioreactor Bioreactor Q1 Q2 Q3 0 0 0 32 34 29 160 163 154 262 248 247 410 401 356 443 441 392 464 536 461 524 644 578 679 717 650 800 843 780 912 948 902 1044 1066 1011 1164 1151 1133 1217 1191 1178 1262 1244 1238 1289 1274 1273 62 Average accumulative gas (mL) Standard deviation 0 32 159 252 389 425 487 582 682 808 921 1040 1149 1195 1248 1279 0.0 2.5 4.6 8.4 28.9 28.9 42.5 60.1 33.6 32.2 24.2 27.7 15.6 19.9 12.5 9.0 Table B-15. Accumulated gas measurement for cellulose 0.55g (35 °C). Accumulative gas (mL) Day 0 6 12 15 23 26 32 40 50 64 78 100 117 169 209 252 Bioreactor Bioreactor Bioreactor R1 R2 R3 0 0 0 35 33 32 205 204 215 375 412 467 546 626 697 616 701 761 805 780 830 971 952 997 1142 1112 1136 1322 1284 1297 1467 1419 1407 1637 1557 1519 1735 1662 1614 1782 1715 1665 1837 1775 1727 1874 1817 1762 63 Average accumulative gas (mL) Standard deviation 0 33 208 418 623 693 805 973 1130 1301 1431 1571 1670 1721 1780 1818 0.0 1.5 6.1 46.3 75.5 72.9 25.0 22.6 15.9 19.3 31.7 60.2 60.9 58.7 55.1 56.0 Table B-16. Accumulated gas measurement for cellulose 1.10g (35 °C). Accumulative gas (mL) Day 0 6 12 15 23 26 32 40 50 64 78 100 117 169 209 252 Bioreactor Bioreactor Bioreactor S1 S2 S3 0 0 0 35 40 38 245 208 228 483 449 473 756 699 718 836 777 804 961 895 978 1052 1091 1187 1153 1266 1320 1315 1402 1452 1465 1513 1592 1565 1753 1712 1716 1861 1937 1759 1922 1960 1814 1972 1996 1837 1985 2013 64 Average accumulative gas (mL) Standard deviation 0 38 227 468 724 806 945 1110 1246 1390 1523 1677 1838 1880 1927 1945 0.0 2.5 18.5 17.5 29.0 29.5 43.8 69.5 85.2 69.3 64.1 98.9 112.3 106.8 98.9 94.6 Table B-17. Accumulated gas measurement for LDPE/LLDPE 0 wt% (50 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #52 #53 #54 0 0 0 46 44 49 110 105 113 192 177 194 452 387 374 567 482 510 595 511 532 617 535 577 666 565 589 716 605 639 754 641 682 774 669 711 812 707 761 852 758 800 868 773 817 881 787 832 893 798 843 917 827 867 932 827 877 955 855 905 973 872 931 988 885 951 65 Average accumulative gas (mL) Standard deviation 0 46 109 188 404 520 546 576 607 653 692 718 760 803 819 833 845 870 879 905 925 941 0.0 2.5 4.0 9.3 41.8 43.3 43.7 41.0 52.8 56.9 57.2 52.8 52.5 47.1 47.5 47.0 47.5 45.1 52.5 50.0 50.7 52.2 Table B-18. Accumulated gas measurement for LDPE/LLDPE Ecologic 1 wt% (50 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #55 #56 #57 0 0 0 51 41 48 100 95 128 210 195 273 490 365 457 565 435 547 591 480 600 609 506 624 660 544 658 701 595 707 727 642 752 739 674 782 776 719 838 815 760 877 826 774 891 835 784 902 841 793 912 871 818 935 871 818 960 910 845 998 931 869 1027 937 887 1031 66 Average accumulative gas (mL) Standard deviation 0 47 108 226 437 516 557 580 621 668 707 732 778 817 830 840 849 875 883 918 942 952 0.0 5.1 17.8 41.4 64.8 70.4 66.8 64.2 66.4 63.0 57.7 54.4 59.5 58.5 58.6 59.2 59.9 58.6 71.8 76.8 79.6 73.1 Table B-19. Accumulated gas measurement for LDPE/LLDPE Ecologic 5 wt% (50 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #58 #59 #60 0 0 0 49 52 53 103 102 115 132 163 171 157 452 289 157 582 379 230 606 443 290 624 505 400 653 577 515 686 637 652 735 688 716 765 719 804 823 762 886 868 814 909 878 826 928 886 836 943 893 844 984 920 876 1010 944 890 1036 988 923 1066 1018 950 1077 1030 964 67 Average accumulative gas (mL) Standard deviation 0 51 107 155 299 373 426 473 543 613 692 733 796 856 871 883 893 927 948 982 1011 1024 0.0 2.1 7.2 20.6 147.8 212.6 188.6 169.3 129.8 88.1 41.6 27.5 31.2 37.5 41.9 46.1 49.5 54.3 60.1 56.7 58.3 56.8 Table B-20. Accumulated gas measurement for LDPE/LLDPE Symphony 1 wt% (50 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #61 #62 #63 0 0 0 56 47 49 120 107 115 165 267 255 200 477 445 200 550 642 247 568 687 339 583 704 562 621 741 612 657 780 671 686 825 671 711 851 740 748 905 813 787 952 826 801 972 837 812 989 845 822 1001 878 851 1034 887 861 1046 916 888 1074 940 910 1100 948 929 1109 68 Average accumulative gas (mL) Standard deviation 0 51 114 229 374 464 501 542 641 683 727 744 798 851 866 879 889 921 931 959 983 995 0.0 4.7 6.6 55.7 151.5 233.2 227.6 185.9 91.2 87.0 84.9 94.5 93.0 88.7 92.4 95.8 97.4 98.8 100.2 100.3 102.1 98.9 Table B-21. Accumulated gas measurement for LDPE/LLDPE Symphony 5 wt% (50 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #64 #65 #66 0 0 0 48 49 54 150 114 118 380 174 161 640 409 181 753 638 206 767 664 269 785 704 358 822 752 496 869 783 578 897 828 662 914 860 712 942 919 767 983 953 822 996 965 842 1007 974 858 1016 982 870 1044 1005 901 1056 1017 901 1086 1044 934 1104 1073 957 1109 1089 972 69 Average accumulative gas (mL) Standard deviation 0 50 127 238 410 532 567 616 690 743 796 829 876 919 934 946 956 983 991 1021 1045 1057 0.0 3.2 19.7 122.9 229.5 288.4 262.9 226.8 171.6 149.5 120.8 104.6 95.1 85.6 81.5 78.3 76.4 73.9 80.6 78.5 77.5 74.0 Table B-22. Accumulated gas measurement for LDPE/LLDPE Wells 1 wt% (50 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #67 #68 #69 0 0 0 45 47 47 117 212 115 229 462 139 433 612 159 572 728 159 592 745 234 617 766 324 658 803 464 709 865 493 738 910 653 761 935 846 800 969 1041 844 1010 1128 858 1031 1145 871 1046 1160 881 1057 1170 909 1092 1205 909 1119 1223 937 1153 1245 969 1177 1270 971 1197 1281 70 Average accumulative gas (mL) Standard deviation 0 46 148 277 401 486 524 569 642 689 767 847 937 994 1011 1026 1036 1069 1084 1112 1139 1150 0.0 1.2 55.4 166.7 228.2 294.0 262.3 224.9 170.1 186.8 130.9 87.0 123.7 142.7 144.5 145.6 145.6 149.4 160.0 158.1 154.1 160.3 Table B-23. Accumulated gas measurement for LDPE/LLDPE Wells 5 wt% (50 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #70 #71 #72 0 0 0 49 49 50 111 148 187 281 358 397 526 528 592 676 626 639 705 654 664 737 669 676 777 704 722 821 750 766 864 780 801 900 806 816 939 849 851 981 887 885 997 901 901 1008 913 918 1018 922 928 1047 949 956 1060 963 968 1089 992 997 1115 1022 1012 1132 1036 1019 71 Average accumulative gas (mL) Standard deviation 0 49 149 345 549 647 674 694 734 779 815 841 880 918 933 946 956 984 997 1026 1050 1062 0.0 0.6 38.0 59.0 37.5 25.9 27.0 37.4 38.0 37.2 43.7 51.6 51.4 54.9 55.4 53.5 53.8 54.7 54.6 54.6 56.8 60.9 Table B-24. Accumulated gas measurement for PET 0 wt% (50 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #73 #74 #75 0 0 0 47 49 50 113 105 105 195 159 245 365 338 499 522 408 588 572 569 625 597 605 640 648 674 659 687 749 701 731 807 739 746 851 771 799 900 808 842 959 872 850 970 886 856 979 897 861 986 906 879 1015 930 879 1024 930 905 1053 951 926 1076 978 937 1087 984 72 Average accumulative gas (mL) Standard deviation 0 49 108 200 401 506 589 614 660 712 759 789 836 891 902 911 918 941 944 970 993 1003 0.0 1.5 4.6 43.2 86.2 91.1 31.5 22.9 13.1 32.5 41.8 54.8 55.9 60.8 61.6 62.6 63.3 68.7 73.6 75.7 76.2 76.7 Table B-25. Accumulated gas measurement for PET Ecologic 1 wt% (50 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #76 #77 #78 0 0 0 54 48 47 160 118 107 355 258 158 545 494 208 595 583 261 620 622 359 630 642 404 648 695 506 687 749 540 732 793 589 770 830 679 813 885 741 867 932 779 882 944 791 894 954 801 903 961 809 930 990 834 940 1018 844 977 1047 868 999 1069 893 1013 1073 899 73 Average accumulative gas (mL) Standard deviation 0 50 128 257 416 480 534 559 616 659 705 760 813 859 872 883 891 918 934 964 987 995 0.0 3.8 28.0 98.5 181.6 189.5 151.3 134.1 98.4 107.3 104.7 76.0 72.0 76.8 77.0 77.1 76.7 78.7 87.2 90.2 88.6 88.4 Table B-26. Accumulated gas measurement for PET Ecologic 5 wt% (50 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #79 #80 #81 0 0 0 50 51 52 122 105 112 217 150 312 489 340 487 599 470 717 619 509 734 638 528 753 673 572 789 708 634 834 774 675 869 804 712 890 835 747 923 882 788 957 897 799 969 910 809 980 917 815 991 944 845 1006 954 854 1016 977 883 1035 1001 903 1054 1013 905 1074 74 Average accumulative gas (mL) Standard deviation 0 51 113 226 439 595 621 640 678 725 773 802 835 876 888 900 908 932 941 965 986 997 0.0 1.0 8.5 81.4 85.5 123.5 112.5 112.5 108.6 101.1 97.0 89.0 88.0 84.7 85.3 86.0 88.4 81.2 81.7 76.7 76.6 85.6 Table B-27. Accumulated gas measurement for PET Wells 1 wt% (50 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #82 #83 #84 0 0 0 46 47 46 107 107 170 143 134 482 149 173 658 149 218 700 291 421 721 380 492 738 483 600 738 613 698 758 790 767 794 947 814 828 1127 874 874 1238 917 911 1268 933 920 1293 946 926 1312 956 931 1373 983 951 1373 983 951 1426 1013 970 1472 1053 989 1487 1066 999 75 Average accumulative gas (mL) Standard deviation 0 46 128 253 327 356 478 537 607 690 784 863 958 1022 1040 1055 1066 1102 1102 1136 1171 1184 0.0 0.6 36.4 198.4 287.2 300.2 220.5 183.1 127.6 72.9 14.6 73.1 146.1 187.1 197.3 206.4 213.1 234.9 234.9 251.8 262.3 264.5 Table B-28. Accumulated gas measurement for PET Wells 5 wt% (50 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #85 #86 #87 0 0 0 38 44 50 98 169 113 170 269 126 425 454 156 634 508 156 670 526 259 707 541 326 747 571 456 818 610 581 847 648 730 871 682 819 905 723 903 941 768 991 955 784 1014 964 795 1032 971 805 1045 991 836 1083 991 836 1107 1013 869 1145 1024 890 1184 1041 904 1200 76 Average accumulative gas (mL) Standard deviation 0 44 127 188 345 433 485 525 591 670 742 791 844 900 918 930 940 970 978 1009 1033 1048 0.0 6.0 37.4 73.2 164.3 247.7 208.5 191.0 146.6 129.3 100.0 97.6 104.5 117.0 119.5 122.0 122.9 124.8 136.0 138.0 147.2 148.1 Table B-29. Accumulated gas measurement for manure only (1st run) wt% (50 °C). Accumulative gas (mL) Day 0 6 12 23 35 50 62 66 75 84 93 105 126 160 174 188 203 237 260 315 387 464 Bioreactor Bioreactor Bioreactor #94 #95 #96 0 0 0 50 39 42 110 83 104 246 187 244 412 482 524 553 542 615 583 590 635 606 629 650 643 668 700 698 709 740 740 735 781 772 761 798 809 792 834 844 818 856 863 822 865 880 825 873 895 828 881 923 851 905 941 859 905 963 881 920 980 903 942 991 912 962 77 Average accumulative gas (mL) Standard deviation 0 44 99 226 473 570 603 628 670 716 752 777 812 839 850 859 868 893 902 921 942 955 0.0 5.7 14.2 33.5 56.6 39.4 28.2 22.0 28.6 21.8 25.2 19.0 21.1 19.4 24.3 29.9 35.3 37.5 41.1 41.0 38.5 40.0 Table B-30. Accumulated gas measurement for manure only (2nd run) wt% (50 °C). Accumulative gas (mL) Day 0 6 12 15 23 26 32 40 50 64 78 100 117 169 209 252 Bioreactor Bioreactor Bioreactor N1 N2 N3 0 0 0 272 275 273 511 512 511 611 590 603 679 658 673 699 676 691 736 696 715 765 716 742 807 750 789 868 815 850 916 865 925 976 920 984 1027 957 1023 1038 984 1044 1089 1044 1064 1111 1075 1079 78 Average accumulative gas (mL) Standard deviation 0 273 511 601 670 689 716 741 782 844 902 960 1002 1022 1066 1088 0.0 1.5 0.6 10.6 10.8 11.7 20.0 24.5 29.1 27.0 32.4 34.9 39.3 33.0 22.5 19.7 Table B-31. Accumulated gas measurement for cellulose 0.55g (50 °C). Accumulative gas (mL) Day 0 6 12 15 23 26 32 40 50 64 78 100 117 169 209 252 Bioreactor Bioreactor Bioreactor O1 O2 O3 0 0 0 382 390 380 692 628 700 903 828 931 1051 909 1061 1086 941 1094 1112 984 1122 1162 1014 1165 1210 1062 1210 1279 1137 1280 1359 1208 1349 1443 1274 1421 1495 1325 1470 1592 1435 1600 1646 1480 1660 1669 1497 1687 79 Average accumulative gas (mL) Standard deviation 0 384 673 887 1007 1040 1073 1114 1161 1232 1305 1379 1430 1542 1595 1618 0.0 5.3 39.5 53.3 85.0 86.1 77.0 86.3 85.4 82.3 84.4 91.9 91.8 93.0 100.1 104.9 Table B-32. Accumulated gas measurement for cellulose 1.10g (50 °C). Accumulative gas (mL) Day 0 6 12 15 23 26 32 40 50 64 78 100 117 169 209 252 Bioreactor Bioreactor Bioreactor P1 P2 P3 0 0 0 374 370 391 594 765 708 872 1094 991 1043 1279 1178 1103 1341 1245 1220 1471 1358 1289 1539 1460 1370 1608 1526 1480 1695 1626 1570 1794 1710 1641 1872 1780 1710 1928 1844 1783 1968 1877 1863 2020 1932 1915 2045 1959 80 Average accumulative gas (mL) Standard deviation 0 378 689 986 1167 1230 1350 1429 1501 1600 1691 1764 1827 1876 1938 1973 0.0 11.2 87.1 111.1 118.4 119.7 125.7 127.8 120.9 109.8 113.2 116.3 110.0 92.5 78.7 66.1 APPENDIX C: SPIKING GAS MEASUREMENT DATA Table C-1. Spiking gas measurement for bioreactors at 35 °C. Day 0 5 11 20 50 #1 0 5 58 129 140 #9 0 15 69 131 173 #14 0 0 61 126 136 Bioreactors #21 0 9 73 142 159 r# 28 0 3 49 125 160 #36 0 0 70 145 171 #44 0 0 40 130 165 Table C-2. Spiking gas measurement for bioreactors at 50 °C. Day 0 5 11 20 50 #53 0 89 138 172 183 #60 0 66 141 184 199 #64 0 69 156 178 197 Bioreactors #71 #73 0 0 68 59 133 111 173 170 185 193 81 #81 0 66 146 165 182 #85 0 76 157 180 201 #94 0 52 99 164 187 APPENDIX D: ANOVA TABLES Table D-1. ANOVA table for LDPE/LLDPE samples and controls at 35 °C. Source SS Columns 1541352 Error 122760 Total 1664112 df 10 22 32 MS F 154135.2 27.62279 5580 Prob>F 3.63E-10 Table D-2. ANOVA table for PET samples and controls at 35 °C. Source SS Columns 1524829 Error 45592.67 Total 1570422 df 8 18 26 MS F 190603.7 75.25039 2532.926 Prob>F 2.98E-12 Table D-3. ANOVA table for LDPE/LLDPE samples and controls at 50 °C. Source SS Columns 3223681 Error 146648 Total 3370329 df 10 22 32 MS F 322368.1 48.36137 6665.818 Prob>F 1.23E-12 Table D-4. ANOVA table for PET samples and controls at 50°C. Source SS Columns 2968047 Error 260611.3 Total 3228658 df 8 18 26 MS F 371005.8 25.62477 14478.41 82 Prob>F 2.55E-08 APPENDIX E: BOXPLOTS Figure E-1. Boxplots for LDPE/LLDPE samples and controls at 35 °C. In the box plot, the central line is the median. The edges of the box are the 25th and 75th percentiles. The whiskers are extended to include the most extreme data points. Two medians are 83 significantly different (α = 0.05) if their intervals (from the lower the upper extremes of the notches) do not overlap. Figure E-2. Boxplots for PET samples and controls at 35 °C. 84 Figure E-3. Boxplots for LDPE/LLDPE samples and controls at 50 °C. 85 Figure E-4. Boxplots for PET samples and controls at 50 °C. 86 APPENDIX F: MATLAB CODE FOR PLOTTING MAIN EXPERIMENT DATA clear close all clc addpath(fullfile(pwd,'export_fig')) format compact cmap = hsv(12); %% Interface for choosing dataset: fprintf('Choose a dataset:\n') fprintf(' 1. LDPE 35C\n') fprintf(' 2. LDPE 50C\n') fprintf(' 3. PET 35C\n') fprintf(' 4. PET 50C\n') choice = input('Enter a number: '); switch choice case 1 fileName = 'LDPE 35C'; case 2 fileName = 'LDPE 50C'; case 3 fileName = 'PET 35C'; case 4 fileName = 'PET 50C'; otherwise halt end %% Plotting main graph: load(fullfile(pwd,'Data',[fileName '.mat'])) nOfSamples = size(data,1); figure('name',fileName); hold on box on for sampleNumber = 1:nOfSamples data{sampleNumber,3} = zeros(0,2); for n = 1:(numel(data{sampleNumber,2}(:,1))/3) % Iterate through each three replicates a = 3*(n-1) + 1; % Position of the first replicate b = 3*(n-1) + 3; % Position of the last replicate data{sampleNumber,3}(end+1,1) = data{sampleNumber,2}(a,1); % Copy the dates 87 data{sampleNumber,3}(end,2) = mean(data{sampleNumber,2}(a:b,2)); data{sampleNumber,3}(end,3) = std(data{sampleNumber,2}(a:b,2)); end H1(sampleNumber) = errorbar(data{sampleNumber,3}(:,1),data{sampleNumber,3}(:,2),... data{sampleNumber,3}(:,3),'LineStyle','-','Color',... cmap(sampleNumber,:),'LineWidth',0.9); end hold off set(gcf, 'Position', [100 10 700 850]) xlim([0,500]) ylim([0,2400]) set(gca,'YTick',0:400:2400) xlabel('Time, d') ylabel('Accumulated gas, mL') H1_legend = legend(H1,data(:,1),'location','SouthEast'); set(H1_legend, 'Box', 'off') set(H1_legend,'FontSize',10); set(gcf, 'Color', 'w'); %% Save figure as a high quality png: export_fig(fullfile(pwd,'Images',sprintf('%s.png',fileName)),'-png'); 88 APPENDIX G: MATLAB CODE FOR PLOTTING SPIKING EXPERIMENT DATA clear close all clc addpath(fullfile(pwd,'export_fig')) format compact cmap = hsv(12); %% Interface for choosing dataset: fprintf('Choose a dataset:\n') fprintf(' 1. LDPE 35C\n') fprintf(' 2. LDPE 50C\n') fprintf(' 3. PET 35C\n') fprintf(' 4. PET 50C\n') choice = input('Enter a number: '); switch choice case 1 fileName = 'LDPE 35C'; case 2 fileName = 'LDPE 50C'; case 3 fileName = 'PET 35C'; case 4 fileName = 'PET 50C'; otherwise halt end %% Plotting spiking data: load(fullfile(pwd,'Data',[fileName ' spike.mat'])) nOfSamples = size(spikedata,1); legend_string = cell(0,1); hold on box on for sampleNumber = 1:nOfSamples if ~isempty(spikedata{sampleNumber,1}) plot(spikedata{sampleNumber,2}(21:end,1),... spikedata{sampleNumber,2}(21:end,2),'-',... 'Color',cmap(sampleNumber,:),'LineWidth',0.9); legend_string{end+1,1} = spikedata{sampleNumber,1}; end 89 end hold off set(gcf, 'Position', [100 10 700 500]) xlim([387,514]) xlabel('Time, d') ylabel('Accumulated gas, mL') H1_legend = legend(legend_string,'location','SouthEast'); set(H1_legend, 'Box', 'off') set(H1_legend,'FontSize',10); set(gcf, 'Color', 'w'); %% Save figure as a high quality png: export_fig(fullfile(pwd,'Images',sprintf('%s spike.png',fileName)),'-png'); 90 APPENDIX H: MATLAB CODE FOR STATISTICAL ANALYSIS clear close all clc addpath(fullfile(pwd,'export_fig')) format longG format compact %% Interface for choosing dataset: fprintf('Choose a dataset:\n') fprintf(' 1. LDPE 35C\n') fprintf(' 2. LDPE 50C\n') fprintf(' 3. PET 35C\n') fprintf(' 4. PET 50C\n') choice = input('Enter a number: '); switch choice case 1 fileName = 'LDPE 35C'; case 2 fileName = 'LDPE 50C'; case 3 fileName = 'PET 35C'; case 4 fileName = 'PET 50C'; otherwise halt end %% Loading data: load(fullfile(pwd,'Data',[fileName '.mat'])) nOfSamples = size(data,1); group = cell(0,1); % Import data from day 464 from main experiment: X = zeros(0,nOfSamples); for sampleNumber = 1:nOfSamples-3 X(1,sampleNumber) = data{sampleNumber,2}(64,2); X(2,sampleNumber) = data{sampleNumber,2}(65,2); X(3,sampleNumber) = data{sampleNumber,2}(66,2); group{sampleNumber,1} = data{sampleNumber,1}; end 91 % Import data from day 252 from positive control experiment: for sampleNumber = nOfSamples-2:nOfSamples X(1,sampleNumber) = data{sampleNumber,2}(46,2); X(2,sampleNumber) = data{sampleNumber,2}(47,2); X(3,sampleNumber) = data{sampleNumber,2}(48,2); group{sampleNumber,1} = data{sampleNumber,1}; end %% ANOVA: % p: p-value. % table: ANOVA table. % stats: structure stats used to perform a follow-up multiple comparison test. % Note: Notches in the boxplot provide a test of group medians. [p,table,stats] = anova1(X,group); fprintf('\nANOVA table:\n') disp(table) set(gcf, 'Color', 'w'); set(gcf, 'Position', [50 10 700 700]) export_fig(fullfile(pwd,'Images',sprintf('boxplot %s.png',fileName)),'-png'); %% Multiple comparison test using Tukey's HSD: % 'alpha' = 0.05: Set alpha value to be 0.05. % 'ctype' = 'hsd': Use Tukey's honestly significant difference criterion. % 'estimate' = 'anova2': Either 'column' (the default) or 'row' to compare % column or row means. figure [c,m,h,group] = multcompare(stats,'alpha',0.05,'ctype','hsd','estimate','anova2'); set(gcf, 'Color', 'w'); set(gcf, 'Position', [780 10 700 700]) export_fig(fullfile(pwd,'Images',sprintf('HSD %s.png',fileName)),'-png'); % Mean estimates and the standard errors: fprintf('\nMean estimates and the standard errors:\n') fprintf(' [Sample] [Estimates] [SE]\n'); disp([group num2cell(m)]) % Display the comparison results: for row = 1:size(c,1); if 0>c(row,3) & 0