| 堆垛机速度智能控制的优化研究 |
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| 引用本文： | 李新明,王好臣,林春梅,张德军.堆垛机速度智能控制的优化研究[J].机械工程与自动化,2012(3):112-114. |
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| 作者姓名： | 李新明 王好臣 林春梅 张德军 |
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| 作者单位： | 1. 山东理工大学机械工程学院,山东淄博,255049
2. 烟台南山学院机械工程学院,山东烟台,265713 |
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| 摘 要： | 采用模糊控制技术与小脑模型神经网络(CMAC)相结合的方式进行堆垛机的速度控制,克服单独运用模糊控制或CMAC神经网络的缺点,使系统既具有模糊控制的灵活性和强适应性,又兼具神经网络的学习能力,并且采用遗传算法对控制器的输入输出比例因子及连接权值进行寻优.仿真结果表明:该控制系统提高了系统的稳定性、鲁棒性和控制精度,使系统的综合性能得到显著改善.
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| 关 键 词： | 智能控制 模糊控制 CMAC网络 遗传算法 立体仓库 堆垛机 |
Optimization Research of Intelligent Control in Stacker's Speed |
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| LI Xin-ming
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WANG Hao-chen
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LIN Chun-mei
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ZHANG De-jun.Optimization Research of Intelligent Control in Stacker's Speed[J].Mechanical Engineering & Automation,2012(3):112-114. |
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| Authors: | LI Xin-ming WANG Hao-chen LIN Chun-mei ZHANG De-jun |
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| Affiliation: | 1.College of Mechanical Engineering,Shandong University of Technology,Zibo 255049,China;2.College of Mechanical Engineering,Yantai Nanshan University,Yantai 265713,China) |
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| Abstract: | A control system combining fuzzy control with CMAC neural network is designed to control the speed of a stacker,which can overcome the disadvantages of fuzzy control or CMAC neural network when used alone.The control system has not only the flexibility and adaptability of fuzzy control but also the studying ability of neural network.Genetic algorithm(GA) is introduced to control system to optimize the parameters of fuzzy controller and CMAC neural network.The results of simulation show the proposed control system can improve the stability,robustness and precision of the controller,to make the system have better comprehensive performance. |
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| Keywords: | intelligent control fuzzy control CMAC neural network GA stereoscopic warehouse stacker |
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