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Global COR iDOE Methodology: An Efficient Way to Calibrate Medium Heavy Commercial Vehicle Engine Emission and Fuel Consumption Calibration

机译:Global Cor Idoe方法:校准中型和重型商业车发动机发射和燃料消耗校准的有效方法

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Modern day diesel engines use systems like Exhaust Gas Recirculation (EGR), Variable Geometric Turbo Charger (VGT), inlet throttle for air regulation, multiple injection strategies, high pressure rail systems for fuel regulation to optimize the combustion for meeting the strict emission and fuel consumption demands. Torque based ECU structures which are commonly used for diesel engines require a large amount of calibration work. Conventional manual methods for emission and fuel consumption optimization (Full factorial or Line search method) results in increased test bed usage and it is almost impossible to use these methods as the number of parameters to optimize are very high. The conventional DoE tests have been limited by the necessity of calibration engineer’s expertise and manual prescreening of test points to be within thermal & mechanical limits of engine systems. This subsequently leads to excessive screening of variables; which is time consuming. Moreover, model output quality is also badly affected as measurement points are missing in relevant areas. At the Engine Development Center of TATA Motors, together with AVL List GmbH, a pilot project was initiated to overcome aforesaid limitations with a new Online DoE process called Global COR iDoE to calibrate several power ratings of an engine. In this approach, the DoE is applied to produce incremental improvements in designs and at the same time models are evolved in parallel for the ongoing experiment, which also improve while more and more data points are measured.
机译:现代柴油发动机使用诸如废气再循环(EGR)等系统,可变几何涡轮充电器(VGT),用于空气调节的入口油门,多次喷射策略,用于燃料调节的高压轨道系统,优化燃烧以满足严格的排放和燃料消费需求。常用于柴油发动机的扭矩的ECU结构需要大量的校准工作。用于发射和燃料消耗优化的常规手动方法(完整因子或线路搜索方法)导致试验床的使用增加,几乎不可能使用这些方法,因为优化的参数数量非常高。传统的DOE测试受到校准工程师的专业知识和手动预调用的必要性,以在发动机系统的热和机械限制范围内。随后导致过度筛选变量;这是耗时的。此外,由于相关领域缺少测量点,模型输出质量也受到严重影响。在Tata Motors的发动机开发中心以及AVL List GmbH一起,启动了一个试点项目,以克服上述限制,其中包含一个名为全球Cor IDOE的新的在线DoE进程,以校准发动机的几个电力额定值。在这种方法中,DOE被应用于在设计中产生增量改进,并且在同一时间模型并行地演化,以便正在进行的实验,这也有所改善,而测量越来越多的数据点。

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