Debasish Roy

eBook, PDF

Stochastic Dynamics, Filtering and Optimization (eBook, PDF)

Beschreibung

Targeted at graduate students, researchers and practitioners in the field of science and engineering, this book gives a self-contained introduction to a measure-theoretic framework in laying out the definitions and basic concepts of random variables and stochastic diffusion processes. It then continues to weave into a framework of several practical tools and applications involving stochastic dynamical systems. These include tools for the numerical integration of such dynamical systems, nonlinear stochastic filtering and generalized Bayesian update theories for solving inverse problems and a new stochastic search technique for treating a broad class of non-convex optimization problems. MATLAB(R) codes for all the applications are uploaded on the companion website.

Technische Details

• Geräte: PC
• mit Kopierschutz
• Größe: 6.74MB
• FamilySharing(5)

Barrierefreiheit

• Text-to-Speech

Autor

Debasish Roy is currently working as Professor in the Computational Mechanics Laboratory at the Indian Institute of Science, Bangalore. He obtained his Ph.D. from the Indian Institute of Science, followed by post-doctoral research at the University of Innsbruck, Austria. Besides being a fellow of the Indian National Academy of Engineering, he has also held an Honorary Professorship in the School of Engineering, University of Aberdeen, and a distinguished visiting fellowship of the Royal Academy of Engineering, London. His areas of research include computational mechanics of non-classical continua, stochastic dynamical systems and optimization/inverse problems. He has published over 120 papers in journals of international repute, delivered keynote/invited lectures at many international conferences and served on editorial boards.

Produktdetails

• Verlag: Cambridge University Press
• Erscheinungstermin: 4. Mai 2017
• Englisch
• ISBN-13: 9781316996195
• Artikelnr.: 48411201