By Yiannis Boutalis,Dimitrios Theodoridis,Theodore Kottas,Manolis A. Christodoulou
Presenting present tendencies within the improvement and purposes of clever platforms in engineering, this monograph makes a speciality of contemporary examine leads to procedure id and regulate. The recurrent neurofuzzy and the bushy cognitive community (FCN) types are presented. Both types are appropriate 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 provided. The neurofuzzy version combines ideas from fuzzy platforms and recurrent high-order neural networks to supply strong method approximations which are used for adaptive regulate. The FCN model stems from fuzzy cognitive maps and makes use of the proposal of “concepts” and their causal relationships to seize the habit of advanced structures. The ebook exhibits how, with the good thing about right education algorithms, those types are effective approach emulators compatible to be used in engineering systems. All chapters are supported by way of illustrative simulation experiments, whereas separate chapters are dedicated to the aptitude commercial purposes of every version together with initiatives in:
• modern strength generation;
• method keep an eye on and
• traditional benchmarking problems.
Researchers and graduate scholars operating in adaptive estimation and clever regulate will locate Neurofuzzy Adaptive keep an eye on of curiosity either for the forex of its versions and since it demonstrates their relevance for genuine platforms. The monograph additionally exhibits commercial engineers tips on how to try out clever adaptive keep an eye on simply utilizing confirmed theoretical results.
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Extra resources 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