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一种进化RBF神经网络的模型及其训练算法 被引量:4
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作者 解光军 庄镇泉 李海鹰 《小型微型计算机系统》 CSCD 北大核心 2001年第11期1315-1317,共3页
径向基函数神经网络 (RBFNN)具有最优逼近和全局逼近的特性 ,在函数拟合方面优于传统的 BP网络 ,因此被广泛应用于非线性时间序列分析等领域 .本文针对时间序列中的非平稳数据 ,结合差分平稳化与分阶遗传的思想 ,提出一个新的进化 RBF... 径向基函数神经网络 (RBFNN)具有最优逼近和全局逼近的特性 ,在函数拟合方面优于传统的 BP网络 ,因此被广泛应用于非线性时间序列分析等领域 .本文针对时间序列中的非平稳数据 ,结合差分平稳化与分阶遗传的思想 ,提出一个新的进化 RBF神经网络的模型及其训练算法 .通过实例分析表明 。 展开更多
关键词 径向基函数神经网络 分阶遗传算法 时间序列 进化RBF神经网络 训练算法
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Fractional order PID control for steer-by-wire system of emergency rescue vehicle based on genetic algorithm 被引量:7
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作者 XU Fei-xiang LIU Xin-hui +2 位作者 CHEN Wei ZHOU Chen CAO Bing-wei 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第9期2340-2353,共14页
Aiming at dealing with the difficulty for traditional emergency rescue vehicle(ECV)to enter into limited rescue scenes,the electro-hydraulic steer-by-wire(SBW)system is introduced to achieve the multi-mode steering of... Aiming at dealing with the difficulty for traditional emergency rescue vehicle(ECV)to enter into limited rescue scenes,the electro-hydraulic steer-by-wire(SBW)system is introduced to achieve the multi-mode steering of the ECV.The overall structure and mathematical model of the SBW system are described at length.The fractional order proportional-integral-derivative(FOPID)controller based on fractional calculus theory is designed to control the steering cylinder’s movement in SBW system.The anti-windup problem is considered in the FOPID controller design to reduce the bad influence of saturation.Five parameters of the FOPID controller are optimized using the genetic algorithm by maximizing the fitness function which involves integral of time by absolute value error(ITAE),peak overshoot,as well as settling time.The time-domain simulations are implemented to identify the performance of the raised FOPID controller.The simulation results indicate the presented FOPID controller possesses more effective control properties than classical proportional-integral-derivative(PID)controller on the part of transient response,tracking capability and robustness. 展开更多
关键词 steer-by-wire system emergency rescue vehicle fractional order proportional-integral-derivative(FOPID)controller parameter optimization genetic algorithm
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