首页 | 本学科首页   官方微博 | 高级检索  
     

基于改进QGA的T-S模糊控制器设计
引用本文:李盼池,穆殿宝,张巧翠.基于改进QGA的T-S模糊控制器设计[J].计算机工程,2011,37(11):22-24,27.
作者姓名:李盼池  穆殿宝  张巧翠
作者单位:1. 东北石油大学石油与天然气工程博士后科研流动站,黑龙江,大庆,163318;东北石油大学计算机与信息技术学院,黑龙江,大庆,163318
2. 大庆油田有限责任公司信息中心,黑龙江,大庆,163453
3. 东北石油大学计算机与信息技术学院,黑龙江,大庆,163318
基金项目:中国博士后科学基金,黑龙江省博士后科学基金,黑龙江省教育厅科学技术研究基金
摘    要:利用基于量子位测量的二进制量子遗传算法(QGA)对连续问题进行优化时,频繁的解码运算严重降低了优化效率。针对该问题,提出一种基于量子位相位编码的QGA。该算法直接采用量子位的相位对染色体进行编码,利用量子旋转门实现染色体上相位的更新,通过Pauli-Z门实现染色体的变异,由于优化过程统一在 空间进行,因此对不同尺度空间的优化问题具有良好的适应性。以单级倒立摆T-S模糊控制器参数的优化设计为例进行仿真,证明该算法在搜索能力和优化效率方面的优势。

关 键 词:量子遗传算法  相位编码  T-S模糊控制器  参数优化  倒立摆控制
收稿时间:2010-11-03

Design of Takagi-Sugeno Fuzzy Controller Based on Improved Quantum Genetic Algorithm
LI Pan-chi,MU Dian-bao,ZHANG Qiao-cui.Design of Takagi-Sugeno Fuzzy Controller Based on Improved Quantum Genetic Algorithm[J].Computer Engineering,2011,37(11):22-24,27.
Authors:LI Pan-chi  MU Dian-bao  ZHANG Qiao-cui
Affiliation:1b(1a.Post-doctoral Research Centers of Oil and Gas Engineering;1b.School of Computer & Information Technology,Northeast Petroleum University,Daqing 163318,China;2.Information Center of Daqing Oilfield Co.Ltd.,Daqing 163453,China)
Abstract:Frequent decoding operations severely reduce the optimization efficiency when the binary Quantum Genetic Algorithm(QGA) based on qubits measure is applied to the continuous space optimization.Aiming at the problem,an improved QGA based on phase of qubits encoding is proposed.The chromosomes are encoded by the phase of qubits,updated by quantum rotation gates,and mutated by quantum Pauli-Z gates.As the optimization process is performed in,the algorithm has good adaptability for a variety of optimization problems in the different scale space.Taking parameter optimization of Takagi-Sugeno(T-S) fuzzy controller of single level inverted pendulum as example,the simulation results show that the algorithm has advantages in search ability and optimize efficiency.
Keywords:Quantum Genetic Algorithm(QGA)  phase encoding  Takagi-Sugeno(T-S) fuzzy controller  parameter optimization  inverted pendulum control
本文献已被 CNKI 维普 万方数据 等数据库收录!
点击此处可从《计算机工程》浏览原始摘要信息
点击此处可从《计算机工程》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号