NEW TECHNIQUE FOR STRATfiGRAPch ANALYSlS
AND CGRRELATQOE -- FOURfiER GRAIN SHAPE
MALYSB LOUISMNA OFFSHORE PUOCENE

Sissertatian for the Degree of Ph. D.
MICHEGAN STATE UNiVERSWY
§0Hfi ‘v’ENSEflT MRAKOVECH

1974

LIBRARY

Michigan State
University

 

This is to certify that the

thesis entitled

New Technique For Stratigraphic Analysis
And Correlation--Fourier Grain Shape
Analysis Louisiana Offshore Pliocene

presented by

John Vincent Mrakovich

has been accepted towards fulfillment
of the requirements for

Doctoral degree in Geology

 

 

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Major professor

Date February; 1974

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ABSTRACT
NEW TECHNIQUE FOR STRATIGRAPHIC ANALYSIS

AND CORRELATION--FOURIER GRAIN SHAPE
ANALYSIS LOUISIANA OFFSHORE PLIOCENE

BY

John Vincent Mrakovich

Because quartz grain shape is sensitive to provenance
and environmental processes, stratigraphic shape analysis
may be a complementary technique to conventional correlation
methods. To test the validity and practicality of such a
technique, sidewall cores from an 11,000 foot Pliocene
interval in West Delta Block 117 offshore Louisiana were
sampled and analyzed by Fourier shape analysis. Approxi-
mately one hundred grains from each of nineteen samples were
sufficient to subdivide the interval into distinct "shape
zones." Zones consist either of contiguous samples of
statistically different shapes or of contiguous samples of
statistically uniform shape.

Shape frequency distributions of all samples were poly-
modal. In most cases, sample differences are caused by the
presence or absence of a subpopulation of twenty per cent or
fewer characteristically shaped grains. Correlation based
on quartz grain shape was successfully tested by sampling in
detail two stratigraphically separated sands in one well and
a correlation of one with a sand in a second well over a

mile away.

John Vincent Mrakovich
Fourier shape analysis is amenable to a high degree of
automation and could become an additional tool for sub-

surface stratigraphic correlation and analysis.

NEW TECHNIQUE FOR STRATIGRAPHIC ANALYSIS
AND CORRELATION--FOURIER GRAIN SHAPE
ANALYSIS LOUISIANA OFFSHORE PLIOCENE

BY

John Vincent Mrakovich

A DISSERTATION

Submitted to
Michigan State University
in partial fulfillment of the requirements
for the degree of

DOCTOR OF PHILOSOPHY

Department of Geology

1974

ACKNOWLEDGMENTS

Special acknowledgment is extended to my advisor,
Dr. Robert Ehrlich, without whose cooperation and mastery
of sedimentology this research could not have succeeded.
Also, special thanks go to my committee members, Drs. Robert
Anstey, Sam Upchurch, and Thomas Vogel, for always giving
willingly of their time for discussion and advisement.
Finally, I wish to thank Gulf Oil Co. - U. S. for
making available sidewall cores and electrical-induction

logs used in this study.

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TABLE OF CONTENTS

Page
LIST OF TABLES . . . . . . . . . . . . . . . . . . . . iv
LIST OF FIGURES . . . . . . . . . . . . . . . . . . . v
INTRODUCTION . . . . . . . . . . . . . . . . . . . . . l

MethOd O O O O O O O O O O O O C O C O O O O O O O 3
Sampling Design and Analytical Techniques . . . . . 9

ZONATION OF THE 11,000 FOOT INTERVAL . . . . . . . . . lO
Harmonic Amplitude Spectra . . . . . . . . . . . . 20

STRATIGRAPHIC ZONATION AND VARIATION OF SHAPE-
FREQUENCY DISTRIBUTIONS . . . . . . . . . . . . . . 24

Analysis of Shape-Frequency Distributions
in Heterogeneous Shape Zone A . . . . . . . . . 25
Analysis of Shape-Frequency Distributions
in the 11,000 Foot Interval . . . . . . . . . . 30
Variation of Harmonic Six . . . . . . . . . . . . . 37
SMALL-SCALE SHAPE CORRELATION OF A SANDY
DEPOSITIONAL UNIT BETWEEN WELLS B-2 AND
D-l BY I'IARMONIC AMPLITUDE SPECTRA . o o o o o o o o 41
CONCLU SIONS . C C C O O O O O O O O O O O O O O O O O 4 4
LIST OF REFERENCES 0 O O O O O O I O O O O O O O O O O 4 9

APPENDICES

A C O O O O O O O O O O O O O O O O O O O O O O O O 51

B O O O O O O O O O O O O O O O O O O C O O O O O O 71

iii

Table

LIST OF TABLES

Page

Source of significant harmonic variability
of the successively quartered interval for
each harmonic. Dots indicate significant
differences at the .05 level . . . . . . . . . l4

Harmonic amplitudes for harmonics one through
twenty for nineteen samples arranged and

labeled according to depth. Each sample con-

tains approximately a hundred quartz grains . 71

iv

 

7a

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Figure

7a

7b

LIST OF FIGURES

Location map of wells B-2 and D-l offshore
Louisiana West Delta Block 117 . . . . . . . .

Characteristic Spontaneous Potential (S. P.)

curve, locations of nineteen samples collected
from the sampling intervals in the 11,000 foot
Pliocene interval of well B-2 . . . . . . . .

Pattern of successive quartering of the
nineteen samples in the 11,000 foot Pliocene
interval (characterized S. P.) for chi-square
analysis . . . . . . . . . . . . . . . . . . .

Zones of grain shape heterogeneity for the
11,000 foot interval of well B-2. Shaded
groups of contiguous samples indicate hetero-
geneous zones for the harmonic indicated.

The remainder of the interval in each case
comprises zones of grain shape homogeneity . .

Mean harmonic amplitude Spectra of pooled
samples from the upper half of the 11,000 foot
Pliocene interval and pooled samples from the
lower half of the interval. Amplitudes nor-
malized as described in text . . . . . . . . .

Positions and membership of modes in hetero-
geneous shape zone "A" as determined by
ISODATA. Likely intersample mode relation-
ships are denoted for harmonic six . . . . . .

Mode positions for harmonic six as determined
by ISODATA from shape-frequency distributions
in the 11,000 foot Pliocene interval . . . . .

Mode shifts in harmonic six for lower half of
11,000 foot Pliocene interval as revealed by
ISODATA analysis. Interpretation of mode
shifts as illustrated in Figure 6a shown for
samples one through four . . . . . . . . . . .

Page

12

17

22

27

32

34

 

Figure

7c

10

ll

13

Figure

7c

10

11

12

13

14

15

16

17

Final interpretation of mode shifting among
all nineteen shape-frequency distributions in
the 11,000 foot Pliocene interval for harmonic

Six 0 C O O C O I O O O O O O O O O O O O O 0

Mode positions in left and right tails of the
nineteen shape-frequency distributions of
harmonic six in the 11,000 foot Pliocene
interval . . . . . . . . . . . . . . . . . . .

Characteristic Spontaneous Potential curve of
sandy depositional units "Y" and "Z" in wells
B-2 and 0-1 and sample locations . . . . . . .

Mean harmonic amplitude Spectra for sand unit
"Y"--we11 B-2, sand unit "Y"--well D-1, and
sand unit "Zn-'I'well B-2 0 o o o o o o o o o 0

Positions and membership of modes of nineteen
shape-frequency distributions stratigraph-
ically arranged in the 11,000 foot interval
for harmonic six as determined by ISODATA . .

Positions and membership of modes of nineteen
shape-frequency distributions stratigraph-
ically arranged in the 11,000 foot interval
for harmonic seven as determined by ISODATA .

Positions and membership of modes of nineteen
shape-frequency distributions stratigraph-
ically arranged in the 11,000 foot interval
for harmonic eight as determined by ISODATA .

Positions and membership of modes of nineteen
shape-frequency distributions stratigraph-
ically arranged in the 11,000 foot interval
for harmonic nine as determined by ISODATA . .

Positions and membership of modes of nineteen
shape-frequency distributions stratigraph-
ically arranged in the 11,000 foot interval
for harmonic thirteen as determined by ISODATA

Positions and membership of modes of nineteen
shape-frequency distributions stratigraph-
ically arranged in the 11,000 foot interval
for harmonic fourteen as determined by ISODATA

Positions and membership of modes of nineteen
shape-frequency distributions stratigraph-
ically arranged in the 11,000 foot interval
for harmonic fifteen as determined by ISODATA

vi

Page

36

4O

43

46

52

54

56

58

60

62

64

Figure

18

19

20

Page
Positions and membership of modes of nineteen
shape-frequency distributions stratigraph-
ically arranged in the 11,000 foot interval
for harmonic sixteen as determined by ISODATA 66

Positions and membership of modes of nineteen
shape-frequency distributions stratigraph-

ically arranged in the 11,000 foot interval

for harmonic seventeen as determined by

ISODATA . . . . . . . . . . . . . . . . . . . 68

Positions and membership of modes of nineteen
shape-frequency distributions stratigraph-

ically arranged in the 11,000 foot interval

for harmonic twenty as determined by ISODATA . 70

vii

INTRODUCTION

In the petroliferous Neogene deposits of the Gulf of
Mexico, traditional methods of correlation have not been
entirely adequate. Analysis of hydrocarbon trends and field
development have been based on paleontologic and lithologic
correlations. However, correlation using conventional
methods is exceedingly difficult because of the complex
relationship of facies evolving from rapid lateral and
vertical displacement of deltaic depocenters and the pro-
fusion of long ranging Tertiary fauna. This paper presents
the results of a new correlation technique based on Fourier
defined quartz grain shape (Ehrlich and Weinberg, 1970) that
is independent of the various logging tool characters and
faunal occurrences. Using this technique, an 11,000 foot
Pliocene interval was successfully subdivided into distinct
"shape zones.“ Based on such subdivisions, Fourier shape
analysis promises to be a new complementary tool to the
standard methods of correlation in areas of complex facies
changes.

Shape is a fundamental prOperty of particles, and its
importance in geology has always been conceptually recog-
nized, however, it has not been widely used as a tool for

geological analysis. The limited use of shape data results

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from lack of an unambiguous and unbiased Operational
technique for accurately quantifying grain shape. Recently,
Ehrlich and Weinberg (1970) developed a quantitative tech-
nique that precisely describes, by Fourier analysis, two-
dimensional grain shape. This method allows changes in
both intricate and simple forms to be easily monitored.

Since morphological character is an environmental
response, a grain's shape at any instant can be regarded as
the sum total of a series of genetic events, where each
event altered to some degree the shape imposed by previous
events. Shape must reflect process of mineral formation,
weathering processes, and modification by abrasion, fracture
and corrosion encountered during sediment transport and
deposition.

Recent shape studies using Fourier analysis have estab-
lished the utility of the technique. Waltz (1972) has
monitored significant shape differences of quartz silt in the
heterogeneous glacial drift of a Michigan drainage basin;
Ehrlich and Orzeck (1973) have effectively discriminated
quartz sand shape between modern river, beach, and ancient
beach cliff sands in southern California; and Kennedy (1972)
has demonstrated the influence of provenance and deposi-
tional environment on quartz sand and silt from Holocene
sediments in the Chukchi Sea. Anstey (1972), Kaesler
(1972), Younker (1971), and Ehrlich 35 El“ (1972) have
demonstrated the usefulness of Fourier shape analysis in

paleontology and metamorphic petrology.

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Method

Fourier grain shape analysis was performed on sands
from two offshore Louisiana oil wells. Sidewall cores and
induction-electrical logs were made available for this
study by Gulf Oil Company - U. S., New Orleans. The two
wells, B-2 and D-l, are straight holes in Gulf's West Delta
Block 117 field located approximately twenty-four miles
southwest of the present Mississippi birdfoot delta
(Figure 1). The wells are separated by a distance of 6,000
feet and penetrate Pleistocene, Pliocene, and probably
upper Miocene sediments. Well B-2 was used to test for
significant large-scale shape zonation, in the Pliocene
interval, because of its abundance of sidewall core samples
and their favorable, spacial distribution (Figure 2).
Samples in well D-l were too clustered to be useful in such
a large-scale study, but were suitable for testing sand
correlations between the two wells.

All shape measurements were made on quartz grains
because of their size, ubiquity, and presumable lack of
cleavage-controlled shape. Grain size ranged from fine sand
to silt with most samples being very fine-grained sand.
Two-dimensional shapes were obtained with a petrographic,
binocular microscope and attached camera lucida. A hundred
grains per sample were randomly selected. Via the camera
lucida, quartz grain shapes were Optically projected and
traced onto a radiating pattern of forty-eight equally

spaced lines. The forty-eight points of intersection

Figure 1. Location map of wells B-2 and D-l offshore
Louisiana West Delta Block 117.

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between the pattern lines and shape curve were then auto-
matically digitized and punched onto Hollerith cards as X,
Y coordinates. This data was then subjected to Fourier
analysis.

The full theoretical discussion and application of
Fourier analysis to grain shape can be found in Ehrlich and
Weinberg (1970). In essence, Fourier analysis resolves a
grain's two-dimensional shape into multiple shape components
or harmonics, with each harmonic accounting for a specific
contribution to the total shape. The sum of harmonics can
describe grain shape as precisely as desired. With the
origin at the center of gravity, the "zeroth" harmonic is a
centered circle with an area equal to the total grain area,
the first harmonic describes the contribution of an offset
circle, the second harmonic the contribution of a "figure
eight," and the third the contribution of a "trifoil." The
"nth" harmonic describes the contribution of a geometrical
shape with "n" nodes. Harmonic coefficients or amplitudes
indicate the relative contribution of each harmonic to total
grain shape. Lower harmonics describe gross grain shape and
progressively higher harmonics describe progressively
smaller surface texture.

In order to compare grains or samples harmonic-by-
harmonic, all amplitudes are "normalized" by division by the
"zeroth" harmonic. Normalization makes shape comparisons
independent of grain size and sets all "zeroth" harmonics

equal to unity in value. Analysis of the first harmonic

Figure 2. Characteristic Spontaneous Potential (S. P.)

curve, locations of nineteen samples collected from the

sampling intervals in the 11,000 foot Pliocene interval
of well B-2.

Sample

Figure 2

Locations

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Five Hundred
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will not appear herein because it is primarily a function of
the precision of location of the grain's center of gravity.
Thus, only harmonics two through twenty occur in the follow-

ing discussions.

Sampling Design and Analytical Techniques

To date, the utility of shape variation, as defined by
Fourier analysis, has not been established in a strati-
graphic sense. The research presented here investigates
shape variation throughout the Pliocene epoch, an interval
represented by approximately 11,000 feet of sediments in
West Delta Block 117. Samples were collected according to a
stratified random sampling plan, with "stratified" being
used, here, in both a statistical and a geological sense.
This design tests for a functional relationship of shape
versus depth. Sampling was applied to the suite of sidewall
core samples from well B-2, which was collected several
years prior to this study. Starting at the well surface,
500 foot intervals of strata were delineated until the
deepest sidewall core of the well was included in one such
interval. Then, one core per interval was selected at
random. A total of nineteen samples was collected by the
above scheme. The resulting sampled interval probably
includes the entire Pliocene (personal communication, Gulf
Oil Company) and ranges in depth from 4,500 feet to 15,500
feet with only three intervals containing no samples

(Figure 2).

10

Orthogonal hierarchical partitioning of chi-square
contingency tables, as developed by Kimball (1954), was used
for determining which harmonics were carrying significant
shape information. Chi-square analysis was chosen because
of the obvious polymodal character of the data.

Upon determining which harmonics were carrying signifi-
cant shape information, posterior comparisons were made
according to a simultaneous test procedure (STP) developed
by Gabriel (1966) as a method to locate "tops" and "bottoms"
of "shape zones."

The complex, polymodal nature of the data precluded use
of simple statistical measures such as the mean or standard
deviation as indicators for significant shape variability.

A pattern recognition algorithm—-ISODATA (Ball and Hall,
1965)--was used to define location of modes and assign

grains to apprOpriate modes.

ZONATION OF THE 11, 000 FOOT INTERVAL

In the absence of any prior information on the exis-
tence or position of zones, the sampled interval was pro-
gressively quartered for testing. That is, the upper half
of well B-2 was compared to the lower half, the lowest
quarter was compared to the next lowest quarter, etc.
(Figure 3). These orthogonal comparisons were the basis for
determining if significant differences in quartz grain shape
existed from sand to sand.

Evaluation of the interval by the chi-square test

statistic, harmonic-by-harmonic, indicated significant grain

11

Figure 3. Pattern of successive quartering of the nineteen
samples in the 11,000 foot Pliocene interval (characterized
S. P.) for chi-square analysis.

12

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shape variation for all but five harmonics (Table I).
Inspection of the general results (Figure 4) suggests the
existence of two major zones and perhaps two minor zones of
significant quartz shape variability. On the basis of the
contingency table analysis, precise location of zone bound-
aries might be slightly in error since this zonation was
detected by analysis of successive quarterings of the inter-
val. Gabriel's (1966) "post hoc" simultaneous test pro-
cedure (STP) was utilized to test the validity of the
positions of zone boundaries. STP results are independent
of quartering and involve analysis of shape variation as
sands are progressively added to a zone. STP results con-
firm position of zone boundaries defined by quartering.

The term "zone," as used herein, is based on the con-
cept of heterogeneity or homogeneity among sands occurring
within a specific subinterval of the 11,000 foot interval
with respect to quartz grain shape. A set of stratigraph-
ically contiguous sands showing no significant quartz grain
shape differences between sands is considered to com-
prise--and be defined herein as--a "homogeneous" zone.
Likewise, a set of stratigraphically contiguous sands of
significant quartz grain shape variablity between sands is
considered to comprise--and be defined herein as--a "hetero-
geneous” zone.

A collection of heterogeneous and homogeneous zones
can be produced in a number of different ways. For example,

given two populations of quartz grains, X and Y, having

14

Table 1. Source of significant harmonic variability of the
successively quartered interval for each harmonic. Dots
indicate significant differences at the .05 level.

TABLE 1.
$00 RCE O F

VAnlAslyrv
(I vs! vs...vs 9)

15

HARMONICS

 

resume

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(IO vs II vs...vsl9)

 

(”2...”) vs (l0+ll...+l9)

 

(lvs2vs3vs4)

 

(5 vs 6 vs...vs 9)

 

“+2....“ vs (SH...+9)

 

(IO vs II vs...vs l4)

 

(I!) vs l6 vs...vs l9)

 

(l0+ll..§l4)vs(l5+l6..:O-l9) t

 

”vs 2) {

 

(3 vs 4)

 

((+2) vs (3+4)

 

(5 vs 6)

 

(‘1sz vs 9)

 

(5+0) vs (Ll-8+9)

 

(l0 vs II)

 

(l2 vs l3 vs l4)

 

(101-11) vs (121431-14)

 

(l5 vs l6)

 

(I? vs l8 vs l9)

 

“5446) vs (”4- l8+l9)

 

(8 vs 9)

 

(7) vs (8+9)

 

(l3 vs I4)

 

(l2) vs (I3+|4)

 

(18 vs l9)

 

(I7) vs (ISO-IO)

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

16

Figure 4. Zones of grain shape heterogeneity for the 11,000
foot interval of well B-2. Shaded groups of contiguous
samples indicate heterogeneous zones for the harmonic
indicated. The remainder of the interval in each case
comprises zones of grain shape homogeneity.

17

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significantly different shapes, zone A--representing hetero-
geneity--cou1d represent an interfingering of sands alter-
nately containing grains of X and Y. Homogeneity of the
remainder of the 11,000 foot interval could be caused by
sands containing quartz grains of only X or Y; or homo-
geneity of the remainder of the interval could, however, be
caused by all sands containing equal prOportions of quartz
grains from both pOpulations X and Y. Still a more complex
model giving the same statistical result might include sands
from three populations X, Y, and Z all having significantly
distinct shapes.

Many explanations are thus possible for the existence
of heterogeneous and homogeneous zones as defined by the
orthogonal chi-square and STP analysis. There is no ques-
tion, however, that the zonation discussed below exists
whatever the underlying cause. Documentation of this zona-
tion is presented next. Following that, the causes of the
zonation will be discussed.

Two major heterogeneous zones (Figure 4)--"A" and "B"--
occur in the upper half of well B-Z. Zone A ranges in depth
from 4,767 feet to approximately 6,375 feet and is hetero-
geneous with respect to harmonics six, seven, nine, thir-
teen, and sixteen. These, excepting harmonic thirteen
(Figure 4), are homogeneous throughout the remainder of the
11,000 foot interval.

Zone B ranges from approximately 6,375 feet to 9,520

feet and is heterogeneous with respect to harmonics

19

fourteen, fifteen, and twenty. Excepting harmonic fourteen
(Figure 4), the remainder of the 11,000 foot interval is
homogeneous in those harmonics.

Minor zones, "C" and ”D" (Figure 4), are defined on the
basis of one significant harmonic apiece, harmonics eight
and fourteen, respectively. Zone C ranges from approxi-
mately 10,020 feet to 12,628 feet, and zone D ranges from
approximately 14,220 feet to 15,249 feet. Harmonic thirteen
diSplays heterogeneity for a portion of zone C. In the
sense that the lower zone of the 11,000 foot interval con-
tains only minor zones, as defined, it can be generally
concluded that this interval is essentially homogeneous,
whereas, the upper half is significantly heterogeneous.

Orthogonal quartering, in addition to revealing zones
of heterogeneity and homogeneity, allows for the grouping
or ”pooling” of samples and their orthogonal comparisons
(Table I). The upper half of the 11,000 foot interval
differed significantly from the lower half of the interval
(samples one through nine versus samples ten through nine-
teen) in six harmonics (nine, twelve, sixteen, seventeen,
eighteen, and nineteen) suggesting that a fundamental shape
change exists between the lower and upper halves of the
interval. This conclusion is corroborated by the general
zonation discussed above which suggests the upper half of
the 11,000 foot interval is significantly heterogeneous,
and the lower half is essentially homogeneous with respect

to quartz grain shape.

Ilt

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20
Harmonic Amplitude Spectra

The nineteen samples under discussion can be graphi-
cally displayed as mean harmonic amplitude spectra. Since
each of the nineteen samples consists of a hundred quartz
grains, the mean amplitude for any harmonic can be calcu-
lated by averaging the hundred amplitudes of that harmonic
in a sample. The collection of mean harmonic amplitudes
(in this case, harmonics two through twenty) is termed the
"mean harmonic amplitude spectrum."

Harmonic amplitude spectra of quartz grains are loga-
rithmically distributed (Ehrlich and Weinberg, 1970).
Harmonic amplitude spectra in following discussions were
transformed to an arithmetic scale by dividing all harmonic
amplitudes by their respective grand means as calculated
from approximately nineteen hundred quartz grains. This
produced mean values of similar magnitude for each harmonic.

Spectra of several samples may be visually inspected
and compared. Grains of a sample with a relatively low mean
harmonic amplitude spectra approach circularity more closely
than samples with relatively high mean harmonic amplitude
spectra.

A comparison of the plot of the mean harmonic amplitude
spectrum (Figure 5) of samples one through nine pooled
(4,767 feet to 9,170 feet), with samples ten through nine-
teen pooled (9,870 feet to 15,249 feet), clearly illustrates
a fundamental difference in grain shape between halves of

the interval. Beginning with harmonic eight, the spectra

21

Figure 5. Mean harmonic amplitude spectra of pooled samples
from the upper half of the 11,000 foot Pliocene interval and
pooled samples from the lower half of the interval. Ampli-

tudes normalized as described in text.

22

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23
separate and remain so, through harmonic twenty, demon-
strating that the upper half of the 11,000 foot interval
contains quartz grains that, on the average, are smoother
than quartz grains in the lower half interval.

It is evident that higher numbered harmonics--ranging
from harmonic six to at least the twentieth harmonic--
exhibit significant variability, suggesting that shape
differences among quartz grains are due to surface features
of intermediate scale rather than grain shape which might be
associated with the concept of "sphericity."

In addition to the contingency table analysis that gave
rise to the "shape zones," a number of analytical operations
based on the assumption of unimodal, normal distributions
were performed (for example, plotting of the sample mean or
variance against depth). None detected significant zones of
shape variation. This, coupled with the significant con-
tingency table results, indicates that the data patterns
arise from polymodal variation. That is, the frequency
distribution of each harmonic amplitude is polymodal and
significant variation results from shifting of modes, addi-
tion or subtraction of modes, or strengthening or weakening
of certain modes. Analysis of results based on the ISODATA
(Ball and Hall, 1965) algorithm in the succeeding section
substantiates the existence of polymodality and clarifies
the underlying causes of the stratigraphic quartz grain

shape variability.

 

ea:

5. E

C "VJ \HH

24
STRATIGRAPHIC ZONATION AND VARIATION OF
SHAPE-FREQUENCY DISTRIBUTIONS

Shape variation between samples can be understood only
by recognition and characterization of the polymodal shape-
frequency distributions. In this study, this requires
analysis of nineteen shape-frequency distributions (one for
each harmonic) of nineteen samples, each composed of one
hundred quartz grains--resulting in a total of three hundred
sixty-one shape-frequency distributions. In each distribu-
tion the location of modes and number of grains contributing
to each mode must be estimated as objectively and precisely
as possible.

In order to accomplish these objectives, the ISODATA
algorithm was used. ISODATA is an iterative clustering
algorithm which locates "cluster centers" (modes) and
assigns grains to the centers on the basis of stochastic
distance. In essence, ISODATA clusters have minimal within-
cluster variance as compared to variance between cluster
centers. Although this is, to our knowledge, the first
geological application of the ISODATA algorithm, ISODATA is
a commonly used pattern recognition technique in other
fields (Ball and Hall, 1965, 1967).

Each harmonic that defined statistically significant
heterogeneous shape zones within the 11,000 foot interval
was analyzed separately by ISODATA. Operating parameters
‘were defined such that the algorithm attempted to locate

nine or fewer modes by a process which begins with a small

25
number of modes and through iterative splitting and lumping
(split/lump ratio set at .80) enlarges the set. If after
fourteen iterations convergence on cluster centers was not
achieved, the program was instructed to terminate its
search. Minimum mode membership was set at two.

For most frequency distributions, eight or nine
clusters were identified. Most grains were assigned to one
of four or five dominant modes that contained about twelve
to thirty quartz grains each. Minor modes contained six or
fewer grains.

Analysis of Shape-Frequency Distributions
in Heterogeneous Shape Zone A

The exact cause of statistically significant hetero-
geneity in a shape zone can arise from changes in mode
strengths, shifts of modes, subtraction or addition of modes
or various combinations of these. One of the simplest
patterns of variation is illustrated by the mode behavior
of harmonic six (Figure 6d).

Inspection of ISODATA results of harmonic six (Figure
6d) indicates that major modes in all four samples in zone A
occur at approximately the same positions and with about the
same strength. However, there is a progressive loss of
modes from samples one through three on the right tail of
the shape-frequency distributions causing their ranges to
systematically decrease with depth. The frequency distribu-
tion of sample one consists of nine modes ranging from .19

to 2.47 in harmonic amplitude, sample two consists of eight

26

Figure 6. Postions and membership of modes in hetero-
geneous shape zone "A" as determined by ISODATA. Likely
intersample mode relationships are denoted for harmonic six.

PJIJI11fscer

£3£a1nw13 lee

Number

Sample

:- w
I

Figure 6

1-
2-
3-
4-

1-
2-
3-

” .5
I I

Harmonic

 

 

 

 

 

N
\l

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--- --
---.“-‘--
0’s.-." -.-‘.-
-s--
-s- -.-
-.-

(a) Harmonic Six

(b) Harmonic Seven

(c) Harmonic Nine

(d) Harmonic Thirteen

(e) Harmonic Sixteen

 

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28

modes ranging from .19 to 2.16 in harmonic amplitude, and
sample three consists of seven modes ranging from .14 to
1.66 in harmonic amplitude. Sample four is very similar to
sample three except for an additional small mode containing
three grains on the right tail of the frequency distribu-
tion.

The cause of heterogeneity in zone A (samples one
through four), with respect to harmonic six, then, is due to
loss of modes in the right tail of the frequency distribu-
tions. The differences among samples is due to the fact
that sample one contains approximately twenty per cent more
"rough" grains than sample three and sample two contains
approximately seven per cent more "rough" grains (with
respect to harmonic six) than sample three. This fact,
coupled with the near constancy of position of major modes
which account for eighty to ninety per cent of the shape-
frequency distributions, suggests that the variable com-
ponent probably represents the addition of a distinctly new
shape population to the area with time.

In this interval another example (Figure 6d) is illus-
trated by harmonic thirteen. Differences between samples
for harmonic thirteen are not expressed as those for har-
monic six by the addition or deletion of modes on the tails
of the shape-frequency distributions. Here, all frequency
distributions have nine modes, excepting sample four which
has eight, and all distributions have approximately the same

range. Simple addition or subtraction of modes cannot, in

II

'71

29
this instance, cause the observed statistically significant
heterogeneity. Instead, differences are manifest by a
complex pattern of mode shifting and changes in mode
strength.

The behavior of the shape-frequency distributions of
harmonic thirteen can be easily simulated by selective
changes in value of-a subpopulation of no more than twenty
per cent of the frequency distributions. Differences in
shape variation patterns between harmonic six and harmonic
thirteen for zone A probably reflect a shape contribution
of a subpopulation falling predominantly outside the main
shape-frequency distribution of harmonic six, but falling
within the range of the main shape-frequency distributions
of harmonic thirteen.

Because the subpopulation is in itself polymodal and
contains so few grains, none of its modes would contain
enough grains in a hundred-grain sample to be identified by
ISODATA with respect to harmonic thirteen. Instead, their
presence would be manifest by shifts in mode position and
changes in mode intensity of the main frequency distribu-
tions.

Samples one and two of harmonic thirteen provide some
confirmation of this explanation. As suggested in the dis-
cussion of harmonic six, samples one and two should contain
larger amounts of a "rougher" subpopulation. Inspection of
the shape-frequency distributions of samples one and two of

harmonic thirteen display dominant modes and significant

H'

ui

fre

I)
1

I

30
total grain proportions at higher harmonic amplitude values
than samples three and four (Figure 6d).
Analysis of Shape-Frequency Distributions
in the 11,000 Foot Interval

Analysis of statistically significant heterogeneous
shape zones by ISODATA shows the ways in which shape-
frequency distributions change to give significant chi-
square and STP results. These analyses suggest that
progressive addition or deletion of a distinct subpopulation
of quartz grains is probably the root cause of significant
variability among samples. ISODATA can also be used for
inspecting frequency distributions in homogeneous shape
zones for trends or changes in mode structure that are too
subtle for the statistical methods used. The chi-square
test statistic and STP test are not well suited for trend
analysis.

All samples in the 11,000 foot interval were analyzed
by ISODATA for all harmonics that displayed heterogeneity.
The purpose was to inspect "homogeneous" intervals for
trends. In general, the results for the entire interval
paralleled the pattern of differences found with respect to
the heterogeneous zones. That is, at some harmonics con-
tinuous trends of mode shifts could be observed, whereas in
others variation was erratic and discontinuous. As with the
previous analysis, the change in shape-frequency distribu-
tions of harmonic six in the 11,000 foot interval was most

clear (Figure 7a).

31

Figure 7a. Mode positions for harmonic six as determined
by ISODATA from shape-frequency distributions in the
11,000 foot Pliocene interval.

32

-. «5 as r- a: :: E? 53 E: :3

UHBWHN 31dWVS

HARMONIC AMPLITUDE

Figure 7a

33

Figure 7b. Mode shifts in harmonic six for lower half of
11,000 foot Pliocene interval as revealed by ISODATA
analysis. Interpretation of mode shifts as illustrated in
Figure 6a shown for samples one through four.

34

 

 

s1
1:
°<
N
C
O
.g. s . s
s 9.0..
7.5.; O Q 0

O
C
O O
. C
C C
C O C
. C
-.-1\&/, . .
O
O
IIIIIIIIIIIIIIIIIII
UJSWDN 31dWVS

HARMONIC AMPLITUDE

Figure 7b

35

Figure 7c. Final interpretation of mode shifting among all
nineteen shape—frequency distributions in the 11,000 foot
Pliocene interval for harmonic six.

36

 

 

 

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.\ 5

oh ousmwm

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37

Variation of Harmonic Six

Inspection of mode positions within the nineteen shape-
frequency distributions of harmonic six suggests that more or
less continuous trends of mode shifts occur in samples taken
from the lower half of the interval (eleven through nine-
teen, Figure 7a). The strongest and most continuous trend
is that of the mode near harmonic amplitude 1.0 (Figure 7b).
Trends of adjacent modes roughly follow the same pattern.

The upper half of the 11,000 foot interval is not as
clearly defined. The uppermost 1,400 feet comprise "hetero-
geneous zone A" and, as discussed above, reflect the pro-
gressive addition of a "rough" pOpulation of grains. The
interval between the base of zone A at 6,176 feet and the
top of the lower half of the interval at 10,172 feet does
not display clear progressive shifts in mode position.
However, in this interval there is a consistent shift of the
total shape-frequency distribution and component modes.
Mode positions reflect either "random" variations (for
example, the first three or four modes on the right tail of
the frequency distributions) or a "zig-zag" pattern (for
example, mode positions A, B, C, and D, Figure 7c). An
argument that the variation is real can be based on the
similarity of response from mode to mode and the consis-
tently alternating mode position about a central axis--
especially for positions A, B, C, and D (Figure 7c).

Inspection of ISODATA analysis of the nineteen shape-

frequency distributions, with reSpect to harmonic six, in

ff

('9

5.:

A__‘

38

the 11,000 foot interval suggests that a cyclic addition and
deletion of a suprpulation of characteristically shaped
quartz grains occurred in a more or less continuous fashion
with time from samples nineteen through ten (Figure 7c).
Conversely, samples five through nine exhibit rapid, alter-
nating mode shifts suggesting the subpopulation of charac-
teristically shaped quartz grains are alternately present

or absent with time rather than continuously varying in pro-
portion from sample to sample. The remaining samples, one
through four, exhibit seemingly random mode shifting and a
statistically significant increase of modes in the right
tail as discussed in the previous section.

Inspection of the mode positions of the sixth harmonic
on the tails of the shape-frequency distributions in the
11,000 foot interval reveals a distinctive difference
between samples of the upper half and lower half of the
interval (Figure 8). Variation of mode positions in the
left tail of samples ten through nineteen (excepting sample
fifteen) occurs always at harmonic amplitudes greater than
.21, whereas, mode positions in the left tail of samples
one through nine (excepting samples five and six) occur
always at harmonic amplitudes less than .21. Mode positions
in the right tail of the shape-frequency distributions
parallel the trend of the left tail (Figure 8).

The argument for a fundamental difference between the
upper and lower halves of the interval, as suggested by

analysis of the tails of shape-frequency distributions in

39

Figure 8. Mode positions in left and right tails of the
nineteen shape—frequency distributions of harmonic six in
the 11,000 foot Pliocene interval.

40

. Left Tail Right Tail

l; :2 <’

__ 5
332 -9 ?
s 2

.21 2.3

NUMBER

SAMPLE

 

 

HARMONIC AMPLITUDE

Figure 8

harmoni
average
of the

A:
iistrii
nartz
interv

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elgh
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50t-

fth

41

harmonic six, is supported by earlier comparisons of the
average harmonic amplitude spectra for the respective halves
of the interval (Figure 5).

Analysis of mode positions in tails of shape-frequency
distributions in harmonic six suggest that deposition of
quartz sands and silts in the upper half of the 11,000 foot
interval differed from sediments in the lower half by loss
of a "rough" subpopulation of quartz grains and marked addi-
tion of a "smooth" subpopulation. Such large scale varia-
tions as those that exist between lower and upper halves of
the interval may reflect major changes in provenance.
Smaller scaled variations in mode positions within these
intervals possibly reflect changes in quartz grain shape
caused by changes in environmental processes.

SMALL-SCALE SHAPE CORRELATION OF A SANDY DEPOSITIONAL UNIT
BETWEEN WELLS B-2 AND D-l BY HARMONIC AMPLITUDE SPECTRA

To test the feasibility of correlating lithologically
equivalent sands on the basis of Fourier defined shape, an
eighty-five foot sandy depositional unit, "Y," present in
both wells B-2 and D-l, at depths of 10,114 feet and 9,800
feet, respectively, were sampled and analyzed (Figure 9).

Five samples of one hundred quartz grains each were
collected from sand unit Y in each well. All major correla-
tive sand stringers between the two wells were sampled in
both. The five samples in each well were then combined,

rnaking two samples of five hundred grains each. The mean

42

Figure 9. Characteristic Spontaneous Potential curve of
sandy depositional units "Y" and "Z" in wells B-2 and D-1
and sample locations.

43

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Sites

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an

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.: o2...-

 

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.-
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44
harmonic amplitude spectrum for the first twenty harmonics
of sand unit Y was calculated for each well (Figure 10).

The two mean harmonic amplitude spectra were then
compared to the mean harmonic amplitude spectrum of another
sandy depositional unit, "Z," in well B-2 at a depth of
13,125 feet. Five samples of one hundred quartz grains each
were randomly selected from a suite of ten samples available
for that sand. The five samples were combined into one
sample of five hundred grains, and its mean harmonic ampli-
tude spectrum was compared to the two of sand unit Y
(Figure 10).

Inspection of the three mean harmonic amplitude Spectra
(Figure 10) clearly indicates strong similarity between the
two samples of interval Y and distinct differences between
both Y samples and sample Z for the higher numbered har-
monics, especially ten through twenty. The constant separa-
tion and increasing divergence of the harmonic amplitude
spectra of the two sand units throughout the higher numbered
harmonics suggest that significant shape differences between
sand units Y and 2 lie in the finer surface texture of the

quartz grains sampled.

CONCLUSIONS
The 11,000 foot Pliocene interval was successfully
zoned using Fourier shape analysis. Zonation could be
accomplished by any one of ten harmonics, of which several
expressed similar results. The zonation may have been

caused by a variable suprpulation of approximately twenty

45

Figure 10. Mean harmonic amplitude spectra for sand unit
"Y"-—well B—2, sand unit "Y"—-well D—1, and sand unit "Z”-—
well B-2.

46

cu @—
_ _ _
.I’
I
OI
IO!
.0.
0..
....

 

or

m m m S a 2
v— «F
- . _ - _
O
s\\ I \\s/
\s 6% (s
I \ \0 «VI
0 4: 9
\\0
Au
9......
so 0; so
. so... \9”
.. e
. coo...
.e\

O _ 2 O E m < I
a o
_ _ _ _ _
s N
9-
0.11000
\ I\\G
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so... 00.

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13.
V
W
18.. d
1
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12.- a
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lcué

47
per cent or fewer characteristically shaped quartz grains.
Understanding the cause of zonation was easier with respect
to harmonic six than others because it involved the addition
of a subp0pulation outside the range of the main shape-
frequency distribution.

Differences between sands stratigraphically separated
were so extreme that correlation between wells could be
achieved by simple graphic inspection of their mean harmonic
amplitude spectra.

The results demonstrate that the shape of quartz grains
in the coarse fraction varied significantly with time in the
Pliocene interval in West Delta Block 117. Whether due to
environmental factors (e.g., fluvial versus beach) or prove-
nance (e.g., uplift of the Rockies), they probably represent
a localized contribution to the regional system of sediment
dispersal. In such a region where growth faulting or other
factors render lithologic correlations difficult or meaning-
less, the dispersal of these characteristically shaped
grains allows establishment of a stratigraphic framework.

To the extent that introduction of characteristic shapes is
limited in time, the shape zones may actually have some
chronostratigraphic significance.

Although the technique used in this study for genera-
tion, digitation, and Fourier analysis of grain shape
involved considerable time, electronics and software exist
for automating analysis of this kind. Therefore, it is

feasible for such analysis to be performed automatically at

48
drilling sites. Because of the very small sample sizes
needed, this technique could also be used for monitoring

grain shape from mud samples during drilling.

LIST OF REFERENCES

'1—"—_— —_"“, ‘ 5;.

LIST OF REFERENCES

Anstey, R. L., and Delmet, D. A., 1972, Genetic meaning of
zooecial chamber shapes in fossil bryozoans:
Fourier analysis: Science, v. 177, p. 1000-1002.

Ball, G. H., and Hall, D. J., 1965, ISODATA, A novel tech-
nique for data analysis and pattern classification.
Technical Report, Menlo Park, California: Stanford
Research Institute, May 1965.

, , 1967, A clustering technique for sum-
mariZing multivariate data: Behavioral Science,
V. 12' I10. 2' p. 153-155.

Ehrlich, R., and Weinberg, B., 1970, An exact method for
characterization of grain shape: Jour. Sedimentary
Petrology, v. 40, no. 1, p. 205-212.

, Vogel, T. A., Weinberg, B., Kamilli, D. C.,
Byerly, G., and Richter, H., 1972, Textural varia-
tion in petrogenetic analyses: Geol. Soc. America
Bull., v. 83, p. 665-676.

, Orzeck, J., and Weinberg, B., 1973, Detrital
quartz as a natural tracer--Fourier grain shape:
Jour. Sedimentary Petrology, in press.

Gabriel, K. R., 1966, Simultaneous test procedures for
multiple comparisons on categorical data: Jour.
American Statistical Association, v. 61, p. 1081-
1096.

Kaesler, R. L., and Waters, J. A., 1972, Fourier analysis
of the ostracode margin: Geol. Soc. America Bull.,

V. 83' p. 1169-1178.

Kennedy, J. W., 1972, Shape response of Pleistocene and
Recent sediment--Chukchi Sea: A Fourier analysis
(M.S. thesis): East Lansing, Michigan, Michigan
State University.

Kimball, A. W., 1954, Short-cut formulas for the exact
partition of in contingency tables: Biometrics,
V. X, p. 452-458.

49

50

Waltz, S. R., 1972, Evaluation of shape of quartz silt
grains as provenance indicators in central Michigan
(M.S. thesis): East Lansing, Michigan, Michigan
State University.

Younker, J. K., 1971, Evaluation of the utility of two
dimensional Fourier shape analysis for the study or
ostracode carapaces (M.S. thesis): East Lansing,
Michigan, Michigan State University.

APPENDICES

APPENDIX A

Results of ISODATA Analysis of Nineteen
Shape-Frequency Distributions for Ten
Statistically Significant Harmonics

fid

 

51

Figure 11. Positions and membership of modes of nineteen
shape-frequency distributions stratigraphically arranged in

the 11,000 foot interval for harmonic six as determined by
ISODATA.

52

1- 00111001.

 

<
2- -s".'|ss
3- 0 s'|'.'0
4- g 0"...ss
N
5- 0"... ss s
6- "I'... s
K7. 0"...ss s
I“
:8- 0...... s
:9. ..".'.C.
210. II III .. .
"- "..ssss s
“‘12- '.|'.. O Q
:13- ..'.. 0 ss
214- .‘U'...ss
<1
0515- ss"'.s' s
16- .‘.." sss
17- s'.|'.. ss
18- s...'s. s
I9. "'.'..ss

I 1 1 1 1 1 1 I I
.0 .4 .8 1.2 1.6 2.0 2.4 2.8 3.2

HARMONIC AMPLITUDE (6)

F igure 11

 

53

 

 

Figure 12. Positions and membership of modes of nineteen
shape-frequency distributions stratigraphically arranged in

the 11,000 foot interval for harmonic seven as determined by
ISODATA.

54

A

 

L. I IIIIss..

3- a, IIIIIII ..

4- S IIIIII...

5- N .IsIIIII .

6- IIIIIs.. .
m L. as IIII I .
g8. IIIIsI..
:9. IIII I... .
z 10- IIIuI .0.

ll- 08."...s
“.12.. IIIIIII..
:41. IIII Is... .
EEIL. .II II . .1.
«Ms- .11'1.1.1.

m- .oIIIII.. .

17. sIIIIsss .

18- IIIII 0..

w. sIIIII I ..

1 1 1 1 1 1 1 1 1
.o .4 .s 1.2 1.5 2.0 2.4 2.8 3.2
HARMONIC AMPLITUDE (7)

F igure 12

55

 

 

Figure 13. Positions and membership of modes of nineteen
shape-frequency distributions stratigraphically arranged in

the 11,000 foot interval for harmonic eight as determined by
ISODATA.

56

.

 

 

2.. .'.'.0 s s
3.. 0"... 0 s s
4- s.'II'sss
5- .‘I'.ssss
6- '."..O
m7—‘ s"l.. ss s
III-I
g8- 0"...sss
D9. '0'...‘ ss
2
IO- 00"8's8s
11. U '8'0000 s
“‘12- a, .IIII I 1..
_.1 l: I
Q13- '3 .' .COOss
2I4. s...|'0ss
<
mIS— s..'..0 ss
16- .."...C 0
I7- .."'.. ss
18- 0"... ss s
19- sIIIsH.I .

0 14 812162024 2832
HARMONIC AMPLITUDE (8)

F isure 13

57

 

Figure 14. Positions and membership of modes of nineteen
Shape-frequency distributions stratigraphically arranged in

the 11,000 foot interval for harmonic nine as determined by
I SODATA .

58

1- II IIsstl. .

A

 

2.. ""O. s s
3- O) '..I..s.s
N
5- .' ' ' sss
6- I'IIIsIss
17— .|'|.....
I.”
ma. ."..Isss
2 II
a m. s I 1....
Z
"- 'I'... 0.
“IL. I IIllss o...
:13.- .. 'IIOIOs
2M- "".si s
<
056. I III II . .
16- 0"I'ssss
I7. ..'." O O
18- s....'. ss
19. s' IIIIsss

I I I I I I I I I
o A 312152o242333
HARMONIC AMPLITUDE (9)

1" isure 14

 

59

Figure 15. Positions and membership of modes of nineteen
shape-frequency distributions stratigraphically arranged in

the 11,000 foot interval for harmonic thirteen as determined
by ISODATA.

 

60

A

 

 

2- sIIII s...
3- a, .IIIsIs ..
4.. E IIIIII. .
5- N sl'. 0. ..-. FL!
6- IIIIsss..
E7. sIIIIsss. ;
g8- sI'IIIsss I
:9. IIIIIIs..
.210-) IIIIIs...
11- sIIIIIII .
“.12- sIIIIs. s
:13.- sll'IIII s
:14- IIIIII s ..
€015- IIIIII ..
lb— IIIIIss.
17. IIIIIIs ..
Is- II '00. . .
l9. 1|II... .
I I

.0 .'4 812162024 2832
HARMONIC AMPLITUDE (13)

Figure 15

61

 

 

Figure 16. Positions and membership of modes of nineteen
shape-frequency distributions stratigraphically arranged in
the 11,000 foot interval for harmonic fourteen as determined
by ISODATA.

62

I- "'0.ssss

 

2- IIIIII.. .
3- IIIIsos.
4- IIIII s
5- m IIIIIIss
5- IIIII....
0:7- II'I OOss s
I“
go. 2 III.11.
:9- '3 IIIIII..
z..- 1111....
u- ..IIII Io .
11.1'2- sIIIII..
:13- sIIIIsss.
:14- .IIIIss..
W15- sIIIIIss
‘6' .IIIIIII .
l7. IIIII Is..
18. sIIII s s s
19. IIIIIs.. s

l I 1 1 1 1 1 I 1
.0 .4 .8 1.2 1.6 2.02.4 2.8 3.2
HARMONIC AMPLITUDE (14)

Figure 16

 

 

63

Figure 17. Positions and membership of modes of nineteen
shape-frequency distributions stratigraphically arranged in

the 11,000 foot interval for harmonic fifteen as determined
by ISODATA.

64

 

 

2- 100000..
3- 000000 a.
4- 0000000. .
5- m 000000... FL
6- 0000000. 0
0:7. 000 0 o . . 5}
III-0
:8- 2 0.000000. L»
:9. '3 0000000..
210. 00000....
H. 0.00000 0 o
“.12- .000011..
:13- 0000000. .
:14- 0000000. .
“’15- 00000000 0
16- 00100....
17- 100000..
18. .00001 I. .
19. 000.0 0 o
30 .4 00008121620142.8302
HARMONIC AMPLITUDE (15)
Figureu

65

Figure 18. Positions and membership of modes of nineteen
shape-frequency distributions stratigraphically arranged in
the 11,000 foot interval for harmonic sixteen as determined
by ISODATA.

 

66
1. 00.0000 0

 

 

<
2- "0000 o o
3- Q0 ."'...'
4- g .".|. o. O .
N
5- 0.0.0.... ”It
6... .0000 00 o 1 ‘1
127- ."...o o.
“' I
ma..- .. ... C O ,L-
E
:9. .00.... 0
Z
10.- 000000000
11- 100001. ..
u.112- 0000111..
:13- 1100011 1.
204.. 0....I'Io
<
"’15- 10100101.
06- "| "O. C
07- .00000 0 o
18.. 0000011. I
19. 000000 . .
1111111 11
.0 .4 .8 1.2 1.6 2.0 2.4 2.8 3.2
HARMONIC AMPLITUDE (16)
F‘igure18

67

Figure 19. Positions and membership of modes of nineteen
shape-frequency distributions stratigraphically arranged in

the 11,000 foot interval for harmonic seventeen as determined
by ISODATA.

NUMBER

* ll...
12.
'13..
I4.

SAMPLE

15...
lb...
17.
18...
19..

Figure 19

68

 

E00000011

: 1011001 .

.2 10000....

I 10000011.

.- 000001 .. .
: 000001. 1
iii 00001101 1

0 0 0 0 0 0 0 0 . 0
.o .4 .8 1.2 1.6 2.02.4 2.8 3.2
HARMONIC AMPLITUDE (17)

69

Figure 20. Positions and membership of modes of nineteen
shape-frequency distributions stratigraphically arranged in
the 11,000 foot interval for harmonic twenty as determined
by ISODATA.

 

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1-
2...
3-
4-
5-
6-
7..
8-
9..

NUMBER

10..
11...
12..

13..
14-

SAMPLE

15..
16..
17.
18-
19..

Figure 20

1355.1?" '15"

 

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.0 .4 3100002162024 200832

HARMONIC AMPLITUDE (20)

APPENDIX B

Harmonic Amplitudes for Nineteen Samples of
Approximately a Hundred Quartz Grains Each Used for
Determining Zones of Heterogeneity and Homogeneity

71

Table 2. Harmonic amplitudes for harmonics one through
twenty for nineteen samples arranged and labeled according

to depth. Each sample contains approximately a hundred
quartz grains.

SAMPLE NUMBER (in feet)

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