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基于改進(jìn)型PSO算法的汽車轉(zhuǎn)閥參數(shù)優(yōu)化
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國家自然科學(xué)基金資助項(xiàng)目(51275211)、江蘇省第四期“333工程”科研資助項(xiàng)目(BRA2013217)、江蘇省普通高校研究生科研創(chuàng)新計(jì)劃資助項(xiàng)目(CXZZ12_0665)和江蘇省高校自然科學(xué)基金資助項(xiàng)目(14KJB580003)


Optimization of Rotary Valve Parameters Based on Improved PSO Algorithm
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    摘要:

    提出了基于模擬退火(SA)修正的改進(jìn)型粒子群算法(SA-PSO)的轉(zhuǎn)閥參數(shù)優(yōu)化方法。建立了整車動(dòng)力學(xué)模型、轉(zhuǎn)向系統(tǒng)模型、高速“路感”模型和轉(zhuǎn)閥能耗模型,并對(duì)模型進(jìn)行了驗(yàn)證;給出了低速轉(zhuǎn)向輕便性、高速轉(zhuǎn)向“路感”和能耗的量化指標(biāo);提出了以輕便性、“路感”和能耗量化指標(biāo)的平方和根最小值為目標(biāo)函數(shù),以各參數(shù)取值范圍為約束條件的最優(yōu)化問題;構(gòu)建了基于模擬退火修正的改進(jìn)型粒子群優(yōu)化算法(SA-PSO)的自適應(yīng)度函數(shù),運(yùn)用改進(jìn)型粒子群算法獲得了轉(zhuǎn)閥參數(shù)的全局最優(yōu)解;SA-PSO與PSO的優(yōu)化結(jié)果對(duì)比表明,SA-PSO的全局收斂性強(qiáng)、收斂速度快;通過優(yōu)化參數(shù)與另外兩組參數(shù)雙紐線、高速中間位置小轉(zhuǎn)角轉(zhuǎn)向、轉(zhuǎn)閥能耗仿真驗(yàn)證了優(yōu)化方法的有效性和優(yōu)化結(jié)果的正確性,最后分別進(jìn)行了轉(zhuǎn)閥參數(shù)優(yōu)化前、后的雙紐線、高速中間位置小轉(zhuǎn)角轉(zhuǎn)向、轉(zhuǎn)閥能耗試驗(yàn),結(jié)果表明,優(yōu)化后的轉(zhuǎn)閥使轉(zhuǎn)向輕便性、高速轉(zhuǎn)向“路感”和節(jié)能性均得到改善。

    Abstract:

    In order to improve comprehensive steering performance, the approach based on simulated annealing modified particle swarm algorithm (SA-PSO) for parameters optimization of rotary valve was proposed. Models of vehicle dynamics, steering system, high-speed road feel and energy consumption were built. The quantitative indexes of low-speed steering portability, high-speed road feel, energy consumption of rotary valve were derived. Optimization problem with minimal root of quadratic sum of the indexes of steering portability, road feel and energy consumption were defined as objective function, and the scope of the parameters as constraints was put forward. The fitness function of particle swarm optimization algorithm (PSO) modified by simulated annealing theory was constructed. The global optimal solution of rotary valve parameters was obtained by using the improved PSO algorithm. SA-PSO and PSO optimization results were presented, which indicated that the improved PSO provided stronger global convergence and faster convergence speed. The correctness of optimization method was verified through contrastive analysis of the steering performance above-mentioned under optimized parameters and other two sets of parameters. Finally, the experiments of lemniscate steering, high-speed steering and energy consumption were carried out. The results demonstrate that comprehensive steering performance is optimal with optimized parameters of rotary valve.

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唐斌,江浩斌,陳龍,耿國慶.基于改進(jìn)型PSO算法的汽車轉(zhuǎn)閥參數(shù)優(yōu)化[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2015,46(8):319-326. Tang Bin, Jiang Haobin, Chen Long, Geng Guoqing. Optimization of Rotary Valve Parameters Based on Improved PSO Algorithm[J]. Transactions of the Chinese Society for Agricultural Machinery,2015,46(8):319-326.

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  • 收稿日期:2014-10-14
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  • 在線發(fā)布日期: 2015-08-10
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