Filtering Techniques for Stochastic Hybrid Systems

Paul, Robinson; Thakar, Vishvjit; Patel, Hetal

ISBN 10: 6206787133 ISBN 13: 9786206787136
Published by LAP LAMBERT Academic Publishing, 2023
New Soft cover

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Stochastic Hybrid Systems (SHS) blend continuous and discrete dynamics, relevant to communication, vehicle control, finance, and tracking. Our research focuses on state estimation for linear and non-linear SHS, emphasizing solutions for missing measurements. Historically, SHS state estimation leaned towards deterministic models, overlooking issues like measurement loss. Researchers now explore probabilistic and guard condition-based state transitions. For example, in flying objects, SHS captures discrete flight modes and continuous dynamics. We introduce the Data Loss Detection Kalman Filter for linear SHS, bolstered by Chi-square statistics for measurement loss. In non-linear SHS, the Reallocation Resample Particle Filter and Systematic Resample Particle Filter excel in handling missing measurements. Our research illuminates state estimation intricacies, offering practical solutions.

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Bibliographic Details

Title: Filtering Techniques for Stochastic Hybrid ...
Publisher: LAP LAMBERT Academic Publishing
Publication Date: 2023
Binding: Soft cover
Condition: New

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