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Book
Stochastic dynamics, filtering, and optimization
Authors: ---
ISBN: 9781107182646 9781316863107 Year: 2017 Publisher: Cambridge Cambridge University Press

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Abstract

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® codes for all the applications are uploaded on the companion website. [Publisher]


Book
Stochastic dynamics, filtering, and optimization
Authors: ---
ISBN: 1316996190 1316863107 Year: 2017 Publisher: Cambridge : Cambridge University Press,

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Abstract

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® codes for all the applications are uploaded on the companion website.


Book
Ultrasound-mediated imaging of soft materials
Authors: --- ---
ISBN: 0750317493 0750317507 Year: 2018 Publisher: Bristol [England] (Temple Circus, Temple Way, Bristol BS1 6HG, UK) : IOP Publishing,

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Abstract

Ultrasound-mediated imaging in scattering media has deeper roots than hitherto imagined, with roots in condensed matter physics. Professors Vasu and Roy discuss these in order to establish a firm connection between measurement and a host of parameters in the medium, mechanical and optical. These connections are verified through recovery of parameters using simulations and experiments. Explaining their research, inter alia the authors explore problems such as noise-assisted small-signal amplification, stochastic search schemes for optimization and anisotropic particle diffusion. For graduates and researchers in the field, this book will highlight key features of the developing science and will enable practitioners to adopt the simulation algorithms and experimental modalities presented. Part of IOP Series in Advances in Optics, Photonics and Optoelectronics

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