Poster: HyRG: A random generation tool for affine hybrid automata
Nguyen L, Schilling C, Bogomolov S, Johnson T. 2015. Poster: HyRG: A random generation tool for affine hybrid automata, Association for Computing Machinery,p.
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Abstract
In this poster, we present methods for randomly generating hybrid automata with affine differential equations, invariants, guards, and assignments. Selecting an arbitrary affine function from the set of all affine functions results in a low likelihood of generating hybrid automata with diverse and interesting behaviors, as there are an uncountable number of elements in the set of all affine functions. Instead, we partition the set of all affine functions into potentially interesting classes and randomly select elements from these classes. For example, we partition the set of all affine differential equations by using restrictions on eigenvalues such as those that yield stable, unstable, etc. equilibrium points. We partition the components describing discrete behavior (guards, assignments, and invariants) to allow either time-dependent or state-dependent switching, and in particular provide the ability to generate subclasses of piecewise-affine hybrid automata. Our preliminary experimental results with a prototype tool called HyRG (Hybrid Random Generator) illustrate the feasibility of this generation method to automatically create standard hybrid automaton examples like the bouncing ball and thermostat.
Publishing Year
Date Published
2015-04-14
Proceedings Title
Proceedings of the 18th International Conference on Hybrid Systems: Computation and Control
Publisher
Association for Computing Machinery
Page
289 - 290
Conference
HSCC: International Conference on Hybrid Systems
Conference Location
Seattle, WA, United States
Conference Date
2015-04-14 – 2015-04-16
IST-REx-ID
Cite this
Nguyen L, Schilling C, Bogomolov S, Johnson T. Poster: HyRG: A Random Generation Tool for Affine Hybrid Automata. Association for Computing Machinery; 2015:289-290. doi:10.1145/2728606.2728650
Nguyen, L., Schilling, C., Bogomolov, S., & Johnson, T. (2015). Poster: HyRG: A random generation tool for affine hybrid automata. Proceedings of the 18th International Conference on Hybrid Systems: Computation and Control (pp. 289–290). Seattle, WA, United States: Association for Computing Machinery. https://doi.org/10.1145/2728606.2728650
Nguyen, Luan, Christian Schilling, Sergiy Bogomolov, and Taylor Johnson. Poster: HyRG: A Random Generation Tool for Affine Hybrid Automata. Proceedings of the 18th International Conference on Hybrid Systems: Computation and Control. Association for Computing Machinery, 2015. https://doi.org/10.1145/2728606.2728650.
L. Nguyen, C. Schilling, S. Bogomolov, and T. Johnson, Poster: HyRG: A random generation tool for affine hybrid automata. Association for Computing Machinery, 2015, pp. 289–290.
Nguyen L, Schilling C, Bogomolov S, Johnson T. 2015. Poster: HyRG: A random generation tool for affine hybrid automata, Association for Computing Machinery,p.
Nguyen, Luan, et al. “Poster: HyRG: A Random Generation Tool for Affine Hybrid Automata.” Proceedings of the 18th International Conference on Hybrid Systems: Computation and Control, Association for Computing Machinery, 2015, pp. 289–90, doi:10.1145/2728606.2728650.
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