Predictive Approaches to Control of Complex Systems

Content: 
Front Matter....Pages 1-10
Front Matter....Pages 1-1
Introduction....Pages 3-8
Front Matter....Pages 9-9
Hybrid Dynamics....Pages 11-21
Piecewise Affine and Equivalent Models....Pages 23-32
Hybrid Fuzzy Model....Pages 33-47
Unsupervised Learning Methods for Identification of Complex Systems....Pages 49-98
Front Matter....Pages 99-99
Batch Reactor....Pages 101-104
Modeling and Identification of the Batch Reactor: The PWA Approach....Pages 105-130
Modeling and Identification of the Batch Reactor: The HFM Approach....Pages 131-144
Front Matter....Pages 145-145
Introduction to Predictive Control of Complex Systems....Pages 147-156
Solving Mixed-Integer Optimization Problems....Pages 157-168
Predictive Control Based on a Reachability Analysis....Pages 169-191
Predictive Control Based on a Genetic Algorithm....Pages 193-214
Self-adaptive Predictive Control with an Online Local-Linear-Model Identification....Pages 215-234
Control Using an Inverse Hybrid Fuzzy Model....Pages 235-252
Front Matter....Pages 253-253
Conclusion....Pages 255-256
Back Matter....Pages 0--1