书目名称 | Neural Networks for Identification, Prediction and Control | 编辑 | Duc Truong Pham,Xing Liu | 视频video | http://file.papertrans.cn/664/663717/663717.mp4 | 图书封面 |  | 描述 | In recent years, there has been a growing interest in applying neural networks to dynamic systems identification (modelling), prediction and control. Neural networks are computing systems characterised by the ability to learn from examples rather than having to be programmed in a conventional sense. Their use enables the behaviour of complex systems to be modelled and predicted and accurate control to be achieved through training, without a priori information about the systems‘ structures or parameters. This book describes examples of applications of neural networks In modelling, prediction and control. The topics covered include identification of general linear and non-linear processes, forecasting of river levels, stock market prices and currency exchange rates, and control of a time-delayed plant and a two-joint robot. These applications employ the major types of neural networks and learning algorithms. The neural network types considered in detail are the muhilayer perceptron (MLP), the Elman and Jordan networks and the Group-Method-of-Data-Handling (GMDH) network. In addition, cerebellar-model-articulation-controller (CMAC) networks and neuromorphic fuzzy logic systems are als | 出版日期 | Book 1995 | 关键词 | backpropagation; control; evolution; fuzzy; fuzzy logic; identification; learning; logic; modeling; network; n | 版次 | 1 | doi | https://doi.org/10.1007/978-1-4471-3244-8 | isbn_softcover | 978-1-4471-3246-2 | isbn_ebook | 978-1-4471-3244-8 | copyright | Springer-Verlag London Limited 1995 |
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