Adaptive controller system based on genetic algorithm processor

被引:0
|
作者
Salami, Mehrdad [1 ]
Zayegh, Aladin [1 ]
机构
[1] Victoria Univ of Technology, Melbourne, Australia
来源
Advances in Modeling and Analysis B | 2000年 / 43卷 / 1-2期
关键词
Computer hardware description languages - Computer simulation - Digital devices - Genetic algorithms - High level languages - Optimization - Reliability - Three term control systems;
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学科分类号
摘要
The possibility of constructing a digital logic device has been investigated, which directly executes a family of search and optimization procedures known as genetic algorithms. These algorithms are significant to engineering applications as a means of providing additional adaptive capability to known and existing control mechanisms. This paper discusses the mechanism of genetic algorithms and a model of a computing architecture which implements these features. The model has been developed and simulated using the hardware descriptive language VHDL. The model has been tested under the DeJong test suite. A new configuration of the system based on multiple genetic algorithm processors has been applied to a typical dynamic PID Controller. Test results show that, the Genetic Algorithm Processor is capable of optimizing static and dynamic problems with high reliability.
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页码:49 / 62
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