Neural Network Control and Optimization: for Heating, Ventilating, and Air-Conditioning Systems - Softcover

Song, Qing

 
9783639181791: Neural Network Control and Optimization: for Heating, Ventilating, and Air-Conditioning Systems
Softcover
ISBN 10: 3639181794 ISBN 13: 9783639181791
Publisher: VDM Verlag, 2009

Synopsis

This book presents the development of intelligent control and optimization technologies for Heating, Ventilating, and Air-Conditioning (HVAC) systems. The HVAC industry expects the automation and control systems to perform well through the years without the requirement to re-tune the system. A novel neural network assisted control scheme is proposed. By taking advantage of neural network technology, the deficiency of traditional fixed controller (PID type) can be compensated to certain degree and better performance is achieved in term of set point tracking performance and disturbance rejection ability. Another important contribution of this book is that two robust neural network training algorithms are proposed. The neural network is trained in an online fashion and convergence of the network weights is guaranteed. For a neural network based control system, the stability issue is always the main concern in term of the closed control loop.

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About the Author

Qing Song is with the School of Electrical and Electronic Engineering, Nanyang Technological University an associate Professor. He held short visiting research positions at Johns Hopkins University and Tsinghua University, respectively.

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Publisher
VDM Verlag
Publication date
2009
Language
English
ISBN 10 
3639181794
ISBN 13 
9783639181791
Binding
Paperback
Number of pages
144