Neural Networks for Identification, Prediction and Control 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Duc T. Pham 作者

Springer

译者

1995-07-07 出版日期

242 页数

USD 99.00 价格

Hardcover

丛书系列

9783540199595 图书编码

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This publication describes examples of applications of neural networks in modelling, prediction and control. Topics covered include identification of general linear and nonlinear processes, forecasting of river levels, stock market prices, currency exchange rates, and control of a time-delayed plant and a two-joint robot. The neural network types considered are the multilayer perceptron (MLP), the Elman and Jordan networks, the Group-Method-of-Data-Handling (GMDH), the cerebellar-model-articulation-controller (CMAC) networks and neuromorphic fuzzy logic systems. The algorithms presented are the standard backpropagation (BP) algorithm, the Widrow-Hoff learning, dynamic BP and evolutionary learning. Full listings of computer programs written in C for neural-network-based system identification and prediction to facilitate practical experimentation with neural network techniques are included.

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