Challenges and tool implementation of hybrid rapidly exploring random trees

S. Bak, S. Bogomolov, T.A. Henzinger, A. Kumar, in:, A. Abate, S. Bodo (Eds.), Springer, 2017, pp. 83–89.

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Conference Paper | Published | English
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Series Title
LNCS
Abstract
A Rapidly-exploring Random Tree (RRT) is an algorithm which can search a non-convex region of space by incrementally building a space-filling tree. The tree is constructed from random points drawn from system’s state space and is biased to grow towards large unexplored areas in the system. RRT can provide better coverage of a system’s possible behaviors compared with random simulations, but is more lightweight than full reachability analysis. In this paper, we explore some of the design decisions encountered while implementing a hybrid extension of the RRT algorithm, which have not been elaborated on before. In particular, we focus on handling non-determinism, which arises due to discrete transitions. We introduce the notion of important points to account for this phenomena. We showcase our ideas using heater and navigation benchmarks.
Publishing Year
Date Published
2017-01-01
Volume
10381
Page
83 - 89
Conference
NSV: Numerical Software Verification
Conference Location
Heidelberg, Germany
Conference Date
2017-07-22 – 2017-07-23
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Bak S, Bogomolov S, Henzinger TA, Kumar A. Challenges and tool implementation of hybrid rapidly exploring random trees. In: Abate A, Bodo S, eds. Vol 10381. Springer; 2017:83-89. doi:10.1007/978-3-319-63501-9_6
Bak, S., Bogomolov, S., Henzinger, T. A., & Kumar, A. (2017). Challenges and tool implementation of hybrid rapidly exploring random trees. In A. Abate & S. Bodo (Eds.) (Vol. 10381, pp. 83–89). Presented at the NSV: Numerical Software Verification, Heidelberg, Germany: Springer. https://doi.org/10.1007/978-3-319-63501-9_6
Bak, Stanley, Sergiy Bogomolov, Thomas A Henzinger, and Aviral Kumar. “Challenges and Tool Implementation of Hybrid Rapidly Exploring Random Trees.” edited by Alessandro Abate and Sylvie Bodo, 10381:83–89. Springer, 2017. https://doi.org/10.1007/978-3-319-63501-9_6.
S. Bak, S. Bogomolov, T. A. Henzinger, and A. Kumar, “Challenges and tool implementation of hybrid rapidly exploring random trees,” presented at the NSV: Numerical Software Verification, Heidelberg, Germany, 2017, vol. 10381, pp. 83–89.
Bak S, Bogomolov S, Henzinger TA, Kumar A. 2017. Challenges and tool implementation of hybrid rapidly exploring random trees. NSV: Numerical Software Verification, LNCS, vol. 10381. 83–89.
Bak, Stanley, et al. Challenges and Tool Implementation of Hybrid Rapidly Exploring Random Trees. Edited by Alessandro Abate and Sylvie Bodo, vol. 10381, Springer, 2017, pp. 83–89, doi:10.1007/978-3-319-63501-9_6.

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