书目名称 | Intelligent Control |
副标题 | A Stochastic Optimiz |
编辑 | Kaushik Das Sharma,Amitava Chatterjee,Anjan Rakshi |
视频video | http://file.papertrans.cn/470/469540/469540.mp4 |
概述 | Reinforces the concepts of hybridizing stochastic optimization techniques.Elaborates on how to tackle the process of transport delay with variable disturbances employing hybrid adaptive fuzzy controll |
丛书名称 | Cognitive Intelligence and Robotics |
图书封面 |  |
描述 | This book discusses systematic designs of stable adaptive fuzzy logic controllers employing hybridizations of Lyapunov strategy-based approaches/H.∞. theory-based approaches and contemporary stochastic optimization techniques. The text demonstrates how candidate stochastic optimization techniques like Particle swarm optimization (PSO), harmony search (HS) algorithms, covariance matrix adaptation (CMA) etc. can be utilized in conjunction with the Lyapunov theory/H∞ theory to develop such hybrid control strategies. The goal of developing a series of such hybridization processes is to combine the strengths of both Lyapunov theory/H.∞. theory-based local search methods and stochastic optimization-based global search methods, so as to attain superior control algorithms that can simultaneously achieve desired asymptotic performance and provide improved transient responses. The book also demonstrates how these intelligent adaptive control algorithms can be effectively utilized in real-life applications such as in temperature control for air heater systems with transportation delay, vision-based navigation of mobile robots, intelligent control of robot manipulators etc.. |
出版日期 | Book 2018 |
关键词 | Adaptive Control; Fuzzy Control; Stochastic Optimization; Control of Robot Manipulators; Vision based Mo |
版次 | 1 |
doi | https://doi.org/10.1007/978-981-13-1298-4 |
isbn_softcover | 978-981-13-4603-3 |
isbn_ebook | 978-981-13-1298-4Series ISSN 2520-1956 Series E-ISSN 2520-1964 |
issn_series | 2520-1956 |
copyright | Springer Nature Singapore Pte Ltd. 2018 |