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Spatio-Temporal Modeling of Nonlinear Distributed Parameter Systems A Time Space Separation Based Approach-[1]-[2011]-[pdf]-[Han-Xiong Li, Chenkun Qi (auth.)]

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书籍信息:
书名: Spatio-Temporal Modeling of Nonlinear Distributed Parameter Systems: A Time/Space Separation Based Approach
语言: English
格式: pdf
大小: 2.9M
页数: 175
年份: 2011
作者: Han-Xiong Li, Chenkun Qi (auth.)
版次: 1
系列: Intelligent Systems, Control and Automation: Science and Engineering 50
出版社: Springer Netherlands

简介

The purpose of this volume is to provide a brief review of the previous work on model reduction and identifi cation of distributed parameter systems (DPS), and develop new spatio-temporal models and their relevant identifi cation approaches.
In this book, a systematic overview and classifi cation on the modeling of DPS is presented fi rst, which includes model reduction, parameter estimation and system identifi cation. Next, a class of block-oriented nonlinear systems in traditional lumped parameter systems (LPS) is extended to DPS, which results in the spatio-temporal Wiener and Hammerstein systems and their identifi cation methods. Then, the traditional Volterra model is extended to DPS, which results in the spatio-temporal Volterra model and its identification algorithm. All these methods are based on linear time/space separation. Sometimes, the nonlinear time/space separation can play a better role in modeling of very complex processes.
Thus, a nonlinear time/space separation based neural modeling is also presented for a class of DPS with more complicated dynamics. Finally, all these modeling approaches are successfully applied to industrial thermal processes, including a catalytic rod, a packed-bed reactor and a snap curing oven. The work is presented giving a unifi ed view from time/space separation. The book also illustrates applications to thermal processes in the electronics packaging and chemical industry. This volume assumes a basic knowledge about distributed parameter systems, system modeling and identifi cation. It is intended for researchers, graduate students and engineers interested in distributed parameter systems, nonlinear systems, and process modeling and control.













目录
Front Matter....Pages -
Introduction....Pages 1-12
Modeling of Distributed Parameter Systems: Overview and Classification....Pages 13-49
Spatio-Temporal Modeling for Wiener Distributed Parameter Systems....Pages 51-72
Spatio-Temporal Modeling for Hammerstein Distributed Parameter Systems....Pages 73-94
Multi-channel Spatio-Temporal Modeling for Hammerstein Distributed Parameter Systems....Pages 95-121
Spatio-Temporal Volterra Modeling for a Class of Nonlinear DPS....Pages 123-147
Nonlinear Dimension Reduction Based Neural Modeling for Nonlinear Complex DPS....Pages 149-165
Conclusions....Pages 167-171
Back Matter....Pages -

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