Online determination of temperature model parameters of a Selective Catalytic Reduction System

C. Korbel, H. Zygmunt
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Abstract

Emission reduction, this expression is one of the most frequently used in the last years. Its meaning is known very well for the ordinary people, ordinary in the sense of being not associated with the automotive industry. One of the strategies for NOx emissions reduction in personal vehicles with combustion engine is the Selective Catalytic Reduction System. The critical issue of such systems can be too high urea temperature at the injector outlet. Engine compartment around the injector influences very much the injector temperature. This temperature can be estimated with a model based on interpolation maps and correlation factors. Parameters of the model can be evaluated using genetic algorithms. Main issue of this work was researching for best identification method of the parameters of the engine compartment. First, easy genetic algorithms has been designed and coupled to the temperature model, than two experiment have been defined to check various method, where changing of settings of genetic algorithms and then several runs have been performed. To evaluate which setting are most suitable, spread of the found parameters have been compared. In first two experiment absolute values of the parameters have not been exposed, third experiment has been introduced to validate short the chosen method. Output of this experiment are time course of the temperature throughout the whole simulation duration, population fitness and found parameters. The identification was running parallel to the process, e.g. during the system calibration phase in a car. Matlab Simulink environment was applied for design of the function. As a development platform for running of the algorithm and doing measurement a dedicated Rapid Prototyping System based on Micro Auto Box from dSpace was applied.
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选择性催化还原系统温度模型参数的在线测定
减排,这个表达是近年来使用最频繁的一个。它的意思对于普通人来说是非常熟悉的,普通的意思是与汽车工业无关。选择性催化还原系统是减少内燃机车辆氮氧化物排放的策略之一。这种系统的关键问题可能是喷射器出口的尿素温度过高。喷油器周围的发动机舱对喷油器温度影响很大。这个温度可以用一个基于插值图和相关因子的模型来估计。利用遗传算法对模型参数进行求解。本工作的主要问题是对发动机舱参数的最佳辨识方法进行研究。首先,设计了简单的遗传算法,并将其与温度模型耦合,然后定义了两个实验来检验各种方法,其中改变了遗传算法的设置,然后进行了多次运行。为了评估哪一种设置是最合适的,我们比较了所发现参数的分布。在前两次实验中没有给出参数的绝对值,第三次实验对所选方法进行了验证。该实验的输出是整个模拟过程中温度的时间过程、种群适应度和发现的参数。识别与过程并行运行,例如在汽车的系统校准阶段。采用Matlab Simulink环境进行功能设计。采用基于dSpace的Micro Auto Box专用快速成型系统作为算法运行和测量的开发平台。
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