| 书目名称 | Hybrid System Identification |
| 副标题 | Theory and Algorithm |
| 编辑 | Fabien Lauer,Gérard Bloch |
| 视频video | |
| 概述 | Provides a self-contained and comprehensive treatment on hybrid system identification.Presents readers with a broad view and introduction to state-of-the-art machine learning methods.Includes a detail |
| 丛书名称 | Lecture Notes in Control and Information Sciences |
| 图书封面 |  |
| 描述 | ..Hybrid System Identification. helps readers to build mathematical models of dynamical systems switching between different operating modes, from their experimental observations. It provides an overview of the interaction between system identification, machine learning and pattern recognition fields in explaining and analysing hybrid system identification. It emphasises the optimization and computational complexity issues that lie at the core of the problems considered and sets them aside from standard system identification problems. The book presents practical methods that leverage this complexity, as well as a broad view of state-of-the-art machine learning methods..The authors illustrate the key technical points using examples and figures to help the reader understand the material. The book includes an in-depth discussion and computational analysis of hybrid system identification problems, moving from the basic questions of the definition of hybrid systems and system identification to methods of hybrid system identification and the estimation of switched linear/affine and piecewise affine models. The authors also give an overview of the various applications of hybrid systems, d |
| 出版日期 | Book 2019 |
| 关键词 | Hybrid System Identification; Hybrid System; System Identification; Switched System; Piecewise Affine Sy |
| 版次 | 1 |
| doi | https://doi.org/10.1007/978-3-030-00193-3 |
| isbn_softcover | 978-3-030-13091-6 |
| isbn_ebook | 978-3-030-00193-3Series ISSN 0170-8643 Series E-ISSN 1610-7411 |
| issn_series | 0170-8643 |
| copyright | Springer Nature Switzerland AG 2019 |
发表于 2025-3-21 18:09:06
