یادداشتهای مربوط به کتابنامه ، واژه نامه و نمایه های داخل اثر
متن يادداشت
Includes bibliographical references and index.
یادداشتهای مربوط به مندرجات
متن يادداشت
Control systems and state estimation -- State observation and estimation -- Kalman filter and linear state estimations -- Jacobian-based nonlinear state estimation -- Cubature Kalman filter -- Variants of Cubature Kalman filter -- More estimation methods and beyond.
بدون عنوان
0
یادداشتهای مربوط به خلاصه یا چکیده
متن يادداشت
This book gives readers in-depth know-how on methods of state estimation for nonlinear control systems. It starts with an introduction to dynamic control systems and system states and a brief description of the Kalman filter. In the following chapters, various state estimation techniques for nonlinear systems are discussed, including the extended, unscented and cubature Kalman filters, etc. The cubature Kalman filter and its variants are introduced in particular detail because of their efficiency and their ability to deal with systems with Gaussian and/or non-Gaussian noise. The book also discusses information-filter and square-root-filtering algorithms, useful for state estimation in some real-time control system design problems. A number of case studies are included in the book to illustrate the application of various nonlinear filtering algorithms. Nonlinear Filtering is written for academic and industrial researchers, engineers and research students who are interested in nonlinear control systems analysis and design. The chief features of the book include: dedicated coverage of recently developed nonlinear, Jacobian-free, filtering algorithms; examples illustrating the use of nonlinear filtering algorithms in real-world applications; detailed derivation and complete algorithms for nonlinear filtering methods help readers to a fundamental understanding and easier coding of those algorithms; and MATLAB codes associated with case-study applications can be downloaded from the Springer Extra Materials website.
یادداشتهای مربوط به سفارشات
منبع سفارش / آدرس اشتراک
Springer Nature
شماره انبار
com.springer.onix.9783030017972
ویراست دیگر از اثر در قالب دیگر رسانه
عنوان
Nonlinear filtering.
شماره استاندارد بين المللي کتاب و موسيقي
9783030017965
موضوع (اسم عام یاعبارت اسمی عام)
موضوع مستند نشده
Filters (Mathematics)
موضوع مستند نشده
Stochastic processes.
موضوع مستند نشده
Automatic control engineering.
موضوع مستند نشده
Filters (Mathematics)
موضوع مستند نشده
Imaging systems & technology.
موضوع مستند نشده
MATHEMATICS-- Applied.
موضوع مستند نشده
MATHEMATICS-- Probability & Statistics-- General.
موضوع مستند نشده
Stochastic processes.
مقوله موضوعی
موضوع مستند نشده
MAT-- 003000
موضوع مستند نشده
MAT-- 029000
موضوع مستند نشده
TJFM
موضوع مستند نشده
TJFM
رده بندی ديویی
شماره
519
.
2/3
ويراست
23
رده بندی کنگره
شماره رده
QA274
نام شخص به منزله سر شناسه - (مسئولیت معنوی درجه اول )