首页> 外文会议>Applied simulation and modelling ; Artificial intelligence and soft computing >DEVELOPMENT OF PHYSICAL-EMPIRICAL CASCADE MODEL OF CERAMIC GLOW PLUG SURFACE TEMPERATURE IN A COMBUSTION CHAMBER
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DEVELOPMENT OF PHYSICAL-EMPIRICAL CASCADE MODEL OF CERAMIC GLOW PLUG SURFACE TEMPERATURE IN A COMBUSTION CHAMBER

机译:燃烧室中陶瓷辉光塞表面温度的物理-级联模型的建立

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摘要

A general multilayer model structure is proposed in this paper to capture the causal effect of the internal and external influences in a complex system with tolerances. Also present is the optimisation routine of the model structure to answer multiple objectives. The model development of the glow plug surface temperature in a combustion chamber is used as an example in combining a priori knowledge from a physically-based nominal model and a posteriori knowledge from the measurement data to develop a robust, accurate dynamic model suitable to be implemented in a glow control unit. The simulation model provides a feedback signal to a closed-loop temperature controller, which is a solution to eliminate the rigidity of the table-based regulation algorithm, to minimise the application effort, as well as to increase robustness against manufacturing tolerances. Implementations on the test bench and in the test vehicle show extremely accurate real-time temperature estimate and excellent control accuracy.
机译:本文提出了一种通用的多层模型结构,以捕获具有公差的复杂系统中内部和外部影响的因果关系。还提出了用于回答多个目标的模型结构优化例程。以燃烧室中电热塞表面温度的模型开发为例,结合了基于物理的名义模型的先验知识和测量数据的后验知识,以开发适合实施的稳健,准确的动态模型在发光控制单元中。仿真模型将反馈信号提供给闭环温度控制器,这是消除基于表的调节算法的刚性,最小化应用程序工作量以及提高针对制造公差的鲁棒性的解决方案。在测试台和测试车上的实施显示了非常准确的实时温度估算和出色的控制精度。

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