Hybrid dynamical systems (HDS) models are backbone of modeling a myriad of systems found in systems engineering, buildings, manufacturing, auto-pilot control, and chemical processes domains among others. Uncertainty quantification (UQ) techniques to ascertain output variability in HDS with parametric uncertainty is relatively understudied topic. In this paper, we present a novel method to enable UQ of HDSs. Specifically, we outline a computational pipeline to solve different types of Stochastic Hybrid Systems (SHS) with uncertainty in initial conditions. The developed method is based on a numerical integration technique Conjugate Unscented Transform (CUT) and discrete UQ technique. The developed method has been applied to different range of problems including theoretical problems and real life mechanical systems modeled in Simulink environment. Performance of the proposed method has been compared against Monte Carlo and Unscented Transform methods. Results indicate superior performance of the proposed technique over the existing methods.
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ASME 2015 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
August 2–5, 2015
Boston, Massachusetts, USA
Conference Sponsors:
- Design Engineering Division
- Computers and Information in Engineering Division
ISBN:
978-0-7918-5704-5
PROCEEDINGS PAPER
Analysis of Hybrid Dynamical Systems With Uncertainty in Initial Conditions
Yuhua He,
Yuhua He
University at Buffalo - SUNY, Buffalo, NY
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Arpan Mukherjee,
Arpan Mukherjee
University at Buffalo - SUNY, Buffalo, NY
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Rahul Rai
Rahul Rai
University at Buffalo - SUNY, Buffalo, NY
Search for other works by this author on:
Yuhua He
University at Buffalo - SUNY, Buffalo, NY
Arpan Mukherjee
University at Buffalo - SUNY, Buffalo, NY
Rahul Rai
University at Buffalo - SUNY, Buffalo, NY
Paper No:
DETC2015-46111, V01AT02A065; 9 pages
Published Online:
January 19, 2016
Citation
He, Y, Mukherjee, A, & Rai, R. "Analysis of Hybrid Dynamical Systems With Uncertainty in Initial Conditions." Proceedings of the ASME 2015 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Volume 1A: 35th Computers and Information in Engineering Conference. Boston, Massachusetts, USA. August 2–5, 2015. V01AT02A065. ASME. https://doi.org/10.1115/DETC2015-46111
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