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基于免疫遗传和RBF网络的火灾探测器温箱自适应控制 被引量:1

Adaptive Control Based on Immune Genetic and RBF Network for Heat Tunnel of Fire Detector
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摘要 为了解决火灾探测器闭环温箱的控制,提出了一种基于免疫遗传优化的RBF网络参数整定PID算法。首先利用免疫遗传算法对初始PID参数及其学习率进行优化;然后在RBF辨识网络基础上实现了PID参数的在线调整。实验表明该算法能实现火灾探测器温箱系统的PID自适应控制,具有控制精度高、抑制噪声及扰动能力强的优点。 To resolve the control for heat tunnel of fire detector, a RBF network parameters tuning algorithm for PID based on immune genetic optimization is presented. Firstly,the original PID parameters and their learning rates are optimized with immune genetic algorithm, secondly, the PID parameters are adjusted on line based on the RBF identification network. Experiment results show that this control algorithm can realize PID adaptive control. The proposed algorithm owns high control precision, suppression capacity to noise and disturbance.
作者 申燚
出处 《机械与电子》 2008年第5期39-42,共4页 Machinery & Electronics
基金 院重点科研基金项目(HG0406)
关键词 免疫遗传算法 径向基函数 PID控制器 温度控制 immune genetic algorithm; radial basis function; PID control; temperature control
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  • 1吴曦,蒋烈辉.蓝牙底层安全机制研究与实现[J].微计算机信息,2005,21(07X):87-89. 被引量:9
  • 2Albus J.S., A new approach to manipulator control, the cerebellar model articulation controller (CMAC). Journal of Dynamic Systems. Measurement and Control, 1975,97,220-227. 被引量:1
  • 3Commuri S., Lewis F L... CMAC Networks for Control of Nonlinear Dynamic System: Structure, Stability and Passivity. Automatica,1997,33(4):635-641. 被引量:1
  • 4WHITEHEAD B A.Genetic evolution of radial basis function coverage using orthogonal niches[J].IEEE Trans on Neural Networks,1996,7(6):869-880. 被引量:1
  • 5WANG H S.Automatic design of fuzzy rule base for modeling and control using evolutionary programming[J].IEEE Proc-control Theory,1999,146(1):1-15. 被引量:1
  • 6CHANG W D,HWANG R C,HSIEH J G.A multivariable on-line adaptive PID controller using auto-tuning neurons[J].Engineering Applications of Artificial Intelligence,2003 (16):57-63. 被引量:1
  • 7Junghui Chen,Tien-Chih Huang.Applying neural network to on-line updated PID controllers for nonlinear process control[J].Journal of Process Control,2004,(14). 被引量:1
  • 8Pillay P and Krishnan R.Modeling,simulation,and analysis of permanent-magnet motor drives(part Ⅱ):The Brushless DC Motor Drive[J].IEEE Transactions on Industry Applications,1989. 被引量:1
  • 9Dave M,Heidar A M,Guanrong C.Design and analysis of a fuzzy proportional-integral-derivative controller[J].Elsevier Science on Fuzzy Sets and Systems,1996,79. 被引量:1
  • 10张旭,于士军.电动汽车制动能量回收系统设计[J].河北农机,2016,0(12):50-50. 被引量:2

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