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Safeguarding a Lunar Rover with Wald's Sequential Probability Ratio TestThe virtual bumper is a safeguarding mechanism for autonomous and remotely operated robots. In this paper we take a new approach to the virtual bumper system by using an old statistical test. By using a modified version of Wald's sequential probability ratio test we demonstrate that we can reduce the number of false positive reported by the virtual bumper, thereby saving valuable mission time. We use the concept of sequential probability ratio to control vehicle speed in the presence of possible obstacles in order to increase certainty about whether or not obstacles are present. Our new algorithm reduces the chances of collision by approximately 98 relative to traditional virtual bumper safeguarding without speed control.
Document ID
20160006550
Acquisition Source
Ames Research Center
Document Type
Conference Paper
Authors
Furlong, Michael
(SGT, Inc. Moffett Field, CA, United States)
Dille, Michael
(SGT, Inc. Moffett Field, CA, United States)
Wong, Uland
(SGT, Inc. Moffett Field, CA, United States)
Nefian, Ara
(SGT, Inc. Moffett Field, CA, United States)
Date Acquired
May 24, 2016
Publication Date
May 16, 2016
Subject Category
Cybernetics, Artificial Intelligence And Robotics
Statistics And Probability
Report/Patent Number
ARC-E-DAA-TN29911
Meeting Information
Meeting: 2016 International Conference on Robotics and Automation (ICRA 2016)
Location: Stockholm
Country: Sweden
Start Date: May 16, 2016
End Date: May 21, 2016
Sponsors: Institute of Electrical and Electronics Engineers
Funding Number(s)
CONTRACT_GRANT: NNA14AA60C
Distribution Limits
Public
Copyright
Public Use Permitted.
Keywords
safeguarding
sequential probability ratio test
artificial intelligence
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