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- Title
- Mobility and communication in wireless robot and sensor networks
- Creator
- Pei, Yuanteng
- Date
- 2011
- Collection
- Electronic Theses & Dissertations
- Description
-
Mobility is a primary goal of many wireless communication systems. In recent years, mobile multi-hop wireless networks, such as mobile wireless sensor networks and wireless robot networks, have attracted increased attention and have been extensively studied. However, most current research does not consider the interdependence of communication and mobility and much assume an obstacle-free environment in their problem modeling and solving process.In this dissertation, we discuss several...
Show moreMobility is a primary goal of many wireless communication systems. In recent years, mobile multi-hop wireless networks, such as mobile wireless sensor networks and wireless robot networks, have attracted increased attention and have been extensively studied. However, most current research does not consider the interdependence of communication and mobility and much assume an obstacle-free environment in their problem modeling and solving process.In this dissertation, we discuss several research topics relevant to the above two issues of communication and mobility in wireless robot and sensor networks. First, we present multi-robot real-time exploration, which calls for the joint consideration of mobility and communication: it requires video and audio streams of a newly explored area be transmitted to the base station in a timely fashion as robots explore the area. Simulations show that our mobility model has achieved both improved communication quality and enhanced exploration efficiency.Second, we further investigate the above problem with two critical and real-world network conditions: (1) heterogeneous transmission ranges and link capacities, and (2) the impact of interference. The conditions increase the model complexity but significantly influence the actual available bandwidth and the required node size in placement. We jointly consider the relay placement and routing with these two critical conditions.Third, we introduce an online relay deployment paradigm to support remote sensing and control when mobile nodes migrate farther from the base station in a cost-effective system of mobile robots, static sensors and relays. A novel multi-robot real-time search method called STAtic Relay aided Search (STARS) is presented to allow robots to search in a known environment. Its solution is based on our near-optimal solution to a new variation of the multi-traveling salesman problem: precedence constrained two traveling salesman (PC2TSP).Fourth, we propose a heterogenous multi-robot exploration strategy with online relay deployment for an unknown environment called Bandwidth aware Exploration with a Steiner Traveler (BEST). In BEST, a relay-deployment node (RDN) tracks the FNs movement and places relays when necessary to support the video/audio streams aggregation to the base station. This problem inherits characteristics of both the Steiner minimum tree and traveling salesman problems. Extensive simulations show that BEST further enhances the exploration efficiency.While the first four topics deal with communication and mobility issues in powerful but expensive robotic systems, the fifth topic focuses on a special type of low cost, limited capability mobile sensors called hopping sensors, whose unique method of movement makes them suitable for rugged terrains. We present (1) a distributed message forwarding model called Binary Splitting Message Forwarding (BSMF) and (2) a grid based movement model unique to these hopping sensors. Simulation shows that our scheme significantly reduces the communication overhead and achieves relatively constant total energy consumption with varying amount of obstructions.Finally, we discuss the future work directions of this research work. We believe that a heterogeneous mobile platform to support real-time stream transmission by mobile robots, static sensor and communication devices, have great potential in various civilian and military applications, where the communication quality of service is critically important, as well as the mobility efficiency.
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- Title
- Continuous user authentication and identification using user interface interactions on mobile devices
- Creator
- Sharma, Vaibhav Bhushan
- Date
- 2015
- Collection
- Electronic Theses & Dissertations
- Description
-
We investigate whether a mobile application can continuously and unobtrusively authenticate and identify its users based on only their interactions with the User Interface of the application. A unique advantage that this modality provides over currently explored implicit modalities on mobile devices is that every user who uses the mobile application is automatically enrolled into the classification system. Every user must interact with the User Interface of an application in order to use it...
Show moreWe investigate whether a mobile application can continuously and unobtrusively authenticate and identify its users based on only their interactions with the User Interface of the application. A unique advantage that this modality provides over currently explored implicit modalities on mobile devices is that every user who uses the mobile application is automatically enrolled into the classification system. Every user must interact with the User Interface of an application in order to use it and therefore this modality is always guaranteed to have sufficient number of inputs for training and testing purposes. Using different types of input controls available on the Android platform, we collected interactions from 42 users in five different sessions. We created base classifiers from each type of input control and combine them into an ensemble classifier in order to authenticate and identify users. We find a Support Vector Machine based ensemble classifier achieves a mean equal error rate of 5% in case of authentication and a mean accuracy of 90% in case of identification. We find Support Vector Machine based ensemble classifiers outperform other techniques in both cases. While the ensemble classifier performance for authentication and identification is not found to be sufficient for it to replace current primary authentication mechanisms used in mobile applications, its truly continuous nature provides motivation for it to be used in combination with primary mechanisms.
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