By Yiannis Boutalis,Dimitrios Theodoridis,Theodore Kottas,Manolis A. Christodoulou
Presenting present developments within the improvement and functions of clever platforms in engineering, this monograph specializes in fresh study ends up in process identity and keep watch over. The recurrent neurofuzzy and the bushy cognitive community (FCN) types are presented. Both types are compatible for partially-known or unknown advanced time-varying structures. Neurofuzzy Adaptive keep an eye on comprises rigorous proofs of its statements which bring about concrete conclusions for the choice of the layout parameters of the algorithms offered. The neurofuzzy version combines thoughts from fuzzy structures and recurrent high-order neural networks to supply strong process approximations which are used for adaptive regulate. The FCN model stems from fuzzy cognitive maps and makes use of the suggestion of “concepts” and their causal relationships to catch the habit of advanced structures. The publication exhibits how, with the good thing about right education algorithms, those versions are powerful approach emulators appropriate to be used in engineering systems. All chapters are supported by means of illustrative simulation experiments, whereas separate chapters are dedicated to the aptitude commercial purposes of every version together with initiatives in:
• modern strength generation;
• approach regulate and
• traditional benchmarking problems.
Researchers and graduate scholars operating in adaptive estimation and clever keep an eye on will locate Neurofuzzy Adaptive regulate of curiosity either for the foreign money of its versions and since it demonstrates their relevance for genuine structures. The monograph additionally indicates business engineers easy methods to try clever adaptive keep an eye on simply utilizing confirmed theoretical results.
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Additional info for System Identification and Adaptive Control: Theory and Applications of the Neurofuzzy and Fuzzy Cognitive Network Models (Advances in Industrial Control)
System Identification and Adaptive Control: Theory and Applications of the Neurofuzzy and Fuzzy Cognitive Network Models (Advances in Industrial Control) by Yiannis Boutalis,Dimitrios Theodoridis,Theodore Kottas,Manolis A. Christodoulou