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基于遗传算法的柴油机喷油系统模型参数辨识 被引量:2

Parameter identification of diesel fuel injection system model using genetic algorithms
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摘要 柴油机喷油系统中压力的变化会引起气泡的产生和溃灭,而气泡的变化会对燃油的流动和压力波的传播产生影响.为了更准确预测喷油系统中的初始含气率以及变化情况,提出了应用改进遗传算法对柴油机喷油系统模型中的柱塞腔、出油阀紧帽腔、高压油管和针阀腔初始含气率进行辨识的新方法.基于气泡模型,建立了气-液两相条件下的柴油机喷油系统模型,通过仿真数据和试验数据对比,构造了适应度函数,实现了对柴油机喷油系统模型的参数辨识,并得到了参数优化后的柴油机喷油系统模型.仿真结果与试验数据的比较验证了采用改进遗传算法对气-液两相条件下的柴油机喷油系统模型进行参数辨识的可行性. The changing of pressure in the diesel injection system results in the growth and collapse of gas bubbles,which affects the diesel flowing and pressure.In order to predict the initial void fraction and changes in the diesel injection system,the method using improved genetic algorithms in parameter identification for the model of diesel injection system was presented,including the initial void fraction of plunger chamber,delivery valve chamber,high-pressure oil pipe and needle valve chamber.The model of diesel injection system under the condition of gas-liquid was established based on the gas model,fitness function was built by comparing with the simulation results and the experimental data,so the parameter optimization of the model of diesel injection system was realized,and the model of diesel injection system of parameter identification was carried out.Comparisons between simulation results and experimental data show that the improved genetic algorithms are capable of estimating unknown parameters in the model of diesel injection system.
出处 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2012年第4期464-467,472,共5页 Journal of Beijing University of Aeronautics and Astronautics
关键词 柴油机 喷油系统 气泡模型 遗传算法 参数辨识 diesel engine fuel injection system gas bubble genetic algorithms parameter identification
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