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Kniha Filtering Techniques for Stochastic Hybrid Systems Vishvjit Thakar

Filtering Techniques for Stochastic Hybrid Systems

Autor: Vishvjit Thakar, Hetal Patel
Jazyk: Angličtina
Väzba: Brožovaná
Vydavateľ: LAP LAMBERT Academic Publishing
Dostupnosť: Skladom u dodávateľa
Odosielame za 8-11 dní
52.55 €
Stochastic Hybrid Systems (SHS) blend continuous and discrete dynamics, relevant to communication, v...

Informácie o knihe

Autor
Vishvjit Thakar, Hetal Patel
Jazyk
Angličtina
Väzba
Kniha - Brožovaná
Vydalo
2023
Stránok
104
EAN
9786206787136
ISBN
6206787133
Enbook ID
44304940
Vydavateľ
LAP LAMBERT Academic Publishing
Hmotnosť
173
Rozmery
150 x 220 x 7

Kompletný popis

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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