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Model-Based Technique for Air-Intake-System Control Using Thermo-Fluid Dynamic Simulation of SI Engines and Multiple-Objective Optimization

机译:基于模型的空气进气系统控制技术使用SI发动机的热流体动态模拟和多目标优化

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We have developed a model-based control for the air intake system in a variable valve engine, employing total engine simulation, the response surface method and multi-objective optimization scheme. In our technique, we performed the simulation model tuning and validation, followed by the creation of a dataset for the polynomial regression analysis of the charging efficiency. A Doptimal design, robust least squares method, and likelihood-ratio test were demonstrated to yield a robust and accurate control model. Coupling the total engine simulator with a genetic algorithm, model based calibration for optimal valve timing stored in lookup table was carried out under multiple objectives and restrictions. The reliability of the implementation control model, which considers the effect of gas dynamics in the intake system, was confirmed using a model-in-the-loop simulation.
机译:我们开发了一种基于模型的可变阀发动机进气系统的控制,采用总发动机仿真,响应面法和多目标优化方案。在我们的技术中,我们执行了模拟模型调谐和验证,然后创建了用于计费效率的多项式回归分析的数据集。对DOPTIMAL设计,鲁棒最小二乘法和似然比测试进行说明,以产生坚固且精确的控制模型。通过遗传算法耦合总引擎模拟器,基于模型的基于阀门定时的模型校准,在查找表中进行了多种目标和限制。通过型号仿真确认,通过环路模拟确认了实施控制模型的可靠性,其考虑了进气系统中的气体动力学的影响。

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