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A Methodology for the Reverse Engineering of the Energy Management Strategy of a Plug -In Hybrid Electric Vehicle for Virtual Test Rig Development

机译:的逆向工程的方法能量管理策略的插头——混合动力车电动汽车虚拟试验装置开发

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摘要

Nowadays, the need for more sustainable mobility is fostering powertrain electrification as a way of reducing the carbon footprint of conventional vehicles. On the other side, the presence of multiple energy sources significantly increases the powertrain complexity and requires the development of a suitable Energy Management System (EMS) whose performance can strongly affect the fuel economy potential of the vehicle. In such a framework, this article proposes a novel methodology to reverse engineer the control strategy of a test case P2 Plug-in Hybrid Electric Vehicle (PHEV) through the analysis of experimental data acquired in a wide range of driving conditions. In particular, a combination of data obtained from On-Board Diagnostic system (OBD), Controller Area Network (CAN)-bus protocol, and additional sensors installed on the High Voltage (HV) electric net of the vehicle is used to point out any dependency of the EMS decisions on the powertrain main operating variables. Furthermore, the impact that Vehicle-to-Infrastructure (V2I) connections have on the control law is assessed on several tests performing the same real-world route with the vehicle navigation system alternatively switched on and off. Finally, a virtual test rig of the tested vehicle, developed in the GT- SUITE environment, is used to validate the set of extracted rules against the experimental data. An error of about 1-2% on the prediction of the vehicle CO2 emissions and good matching of the State of Charge (SoC) profile in both Charge Depleting (CD) and Charge Sustaining (CS) phases prove the effectiveness of the proposed methodology.
机译:如今,需要更多的可持续机动性培养动力系统电气化的方式吗减少传统的碳足迹车辆。多种能源显著增加动力系统的复杂性和要求一个合适的能源管理的发展系统(EMS)的强劲性能影响汽车燃油经济性的潜力。在这样一个框架,本文提出了一个逆向工程控制新方法测试用例P2插电式混合动力车的策略通过分析电动汽车(PHEV)在一系列的实验数据获得驾驶条件。从车载诊断系统获得的数据(OBD),控制器区域网络(可以)总线协议,和额外的传感器安装在高电压(高压)电动车辆的净用来指出EMS的任何依赖项决定动力系统主要操作变量。Vehicle-to-Infrastructure (V2I)连接控制律是评估在几个测试执行相同的现实途径车辆导航系统或者交换打开和关闭。测试工具,开发了GT -套件环境,用于验证的集合针对实验数据的提取规则。误差约1 - 2%的预测汽车二氧化碳排放和良好匹配的电荷状态(SoC)概要文件在两个电荷消耗(CD)和电荷保持(CS)阶段证明的有效性方法。

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