System identification—a survey

KJ Åström, P Eykhoff - Automatica, 1971 - Elsevier
The field of identification and process-parameter estimation has developed rapidly during
the past decade. In this survey paper the state-of-the-art/science is presented in a systematic …

[图书][B] Applied stochastic differential equations

S Särkkä, A Solin - 2019 - books.google.com
Stochastic differential equations are differential equations whose solutions are stochastic
processes. They exhibit appealing mathematical properties that are useful in modeling …

[图书][B] Stochastic processes and filtering theory

AH Jazwinski - 2007 - books.google.com
This unified treatment of linear and nonlinear filtering theory presents material previously
available only in journals, and in terms accessible to engineering students. Its sole …

[图书][B] Statistics of random processes: I. General theory

RS Liptser, AN Shiryaev - 2013 - books.google.com
At the end of 1960s and the beginning of 1970s, when the Russian version of this book was
written, the'general theory of random processes' did not operate widely with such notions as …

[图书][B] Kalman filtering: Theory and Practice with MATLAB

MS Grewal, AP Andrews - 2014 - books.google.com
The definitive textbook and professional reference on Kalman Filtering–fully updated,
revised, and expanded This book contains the latest developments in the implementation …

[图书][B] Stochastic calculus and applications

SN Cohen, RJ Elliott - 2015 - Springer
This book aims to take a reader, with a basis in classical real analysis, through the theory of
stochastic processes, the stochastic calculus, applications in control and filtering. The aim is …

[图书][B] Fundamentals of stochastic filtering

A Bain, D Crisan - 2009 - Springer
Many aspects of phenomena critical to our lives can not be measured directly. Fortunately
models of these phenomena, together with more limited observations frequently allow us to …

[图书][B] Statistics of random processes II: Applications

RS Liptser, AN Shiryaev - 2013 - books.google.com
At the end of 1960s and the beginning of 1970s, when the Russian version of this book was
written, the'general theory of random processes' did not operate widely with such notions as …

On the optimal filtering of diffusion processes

M Zakai - Zeitschrift für Wahrscheinlichkeitstheorie und …, 1969 - Springer
Let x (t) be a diffusion process satisfying a stochastic differential equation and let the
observed process y (t) be related to x (t) by dy (t)= g (x (t))+ dw (t) where w (t) is a Brownian …

On unscented Kalman filtering for state estimation of continuous-time nonlinear systems

S Sarkka - IEEE Transactions on automatic control, 2007 - ieeexplore.ieee.org
This paper considers the application of the unscented Kalman filter (UKF) to continuous-time
filtering problems, where both the state and measurement processes are modeled as …