Burdick, Joel W. and Bouman, Amanda and Rimon, Elon (2021) From Multi-Target Sensory Coverage to Complete Sensory Coverage: An Optimization-Based Robotic Sensory Coverage Approach. In: 2021 IEEE International Conference on Robotics and Automation (ICRA). IEEE , Piscataway, NJ, pp. 10994-11000. ISBN 978-1-7281-9077-8. https://resolver.caltech.edu/CaltechAUTHORS:20211217-98144000
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Abstract
This paper considers progressively more demanding off-line shortest path sensory coverage problems in an optimization framework. In the first problem, a robot finds the shortest path to cover a set of target nodes with its sensors. Because this mixed integer nonlinear optimization problem (MINLP) is NP-hard, we develop a polynomial-time approximation algorithm with a bounded approximation ratio. The next problem shortens the coverage path when possible by viewing multiple targets from a single pose. Its polynomial-time approximation simplifies the coverage path geometry. Finally, we show how the complete sensory coverage problem can be formulated as a MINLP over a decomposition of a given region into arbitrary convex polygons. Extensions of the previously introduced algorithms provides a polynomial time solution with bounded approximation. Examples illustrate the methods.
Item Type: | Book Section | ||||||||
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Additional Information: | © 2021 IEEE. This work was supported in part by a grant from Beyond Limits and BP Inc. to the Caltech Center for Autonomous Systems and Technologies, as well as DARPA through the Subterranean Challenge program. | ||||||||
Group: | Center for Autonomous Systems and Technologies (CAST) | ||||||||
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DOI: | 10.1109/icra48506.2021.9561213 | ||||||||
Record Number: | CaltechAUTHORS:20211217-98144000 | ||||||||
Persistent URL: | https://resolver.caltech.edu/CaltechAUTHORS:20211217-98144000 | ||||||||
Official Citation: | J. W. Burdick, A. Bouman and E. Rimon, "From Multi-Target Sensory Coverage to Complete Sensory Coverage: An Optimization-Based Robotic Sensory Coverage Approach," 2021 IEEE International Conference on Robotics and Automation (ICRA), 2021, pp. 10994-11000, doi: 10.1109/ICRA48506.2021.9561213 | ||||||||
Usage Policy: | No commercial reproduction, distribution, display or performance rights in this work are provided. | ||||||||
ID Code: | 112509 | ||||||||
Collection: | CaltechAUTHORS | ||||||||
Deposited By: | George Porter | ||||||||
Deposited On: | 17 Dec 2021 21:55 | ||||||||
Last Modified: | 17 Dec 2021 21:55 |
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