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There is now a CONTENT FREEZE for Mercury while we switch to a new platform. It began on Friday, March 10 at 6pm and will end on Wednesday, March 15 at noon. No new content can be created during this time, but all material in the system as of the beginning of the freeze will be migrated to the new platform, including users and groups. Functionally the new site is identical to the old one. webteam@gatech.edu
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Title: Closed Loop Design for Resource aware Perception and Planning in Autonomous Systems
Committee:
Dr. Mukhopadhyay, Advisor
Dr. Krishna, Chair
Dr. Wolf
Abstract: The objective of this thesis is to design a closed loop autonomous system that can strike a balance between resource efficiency and end task accuracy. The resource utilization is measured in terms of active sensor usage, sensor bandwidth and computational load of perception algorithms and the end tasks analyzed in this work are object tracking and motion planning. Preliminary research indicates that a closed loop system can be designed to reduce resource consumption in early tasks with minimal effect on end task.