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Nonlinear Model Predictive Control

Theory and Algorithms

Language EnglishEnglish
Book Hardback
Book Nonlinear Model Predictive Control Lars Grüne
Libristo code: 01399995
Publishers Springer London Ltd, April 2011
Nonlinear model predictive control (NMPC) is widely used in the process and chemical industries and... Full description
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Nonlinear model predictive control (NMPC) is widely used in the process and chemical industries and increasingly for applications, such as those in the automotive industry, which use higher data sampling rates.§Nonlinear Model Predictive Control is a thorough and rigorous introduction to NMPC for discrete-time and sampled-data systems. NMPC is interpreted as an approximation of infinite-horizon optimal control so that important properties like closed-loop stability, inverse optimality and suboptimality can be derived in a uniform manner. These results are complemented by discussions of feasibility and robustness. NMPC schemes with and without stabilizing terminal constraints are detailed and intuitive examples illustrate the performance of different NMPC variants. An introduction to nonlinear optimal control algorithms gives insight into how the nonlinear optimisation routine the core of any NMPC controller works. An appendix covering NMPC software and accompanying software in MATLAB® and C++(downloadable from www.springer.com/978-0-85729-500-2) enables readers to perform computer experiments exploring the possibilities and limitations of NMPC.§Nonlinear Model Predictive Control is primarily aimed at academic researchers and practitioners working in control and optimisation but the text is self-contained featuring background material on infinite-horizon optimal control and Lyapunov stability theory which makes the book accessible to graduate of control engineering and applied mathematics.§The Communications and Control Engineering series reports major technological advances which have potential for great impact in the fields of communication and control. It reflects research in industrial and academic institutions around the world so that the readership can exploit new possibilities as they become available.

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