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Comparison of Piecewise Linearization Techniques to Model Electric Motor Efficiency Maps: A Computational Study

机译:分段线性化技术与模型电机效率图的比较:计算研究

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To maximize the travel distances of battery electric vehicles such as cars or buses for a given amount of stored energy, their powertrains are optimized energetically. One key part within optimization models for electric powertrains is the efficiency map of the electric motor. The underlying function is usually highly nonlinear and nonconvex and leads to major challenges within a global optimization process. To enable faster solution times, one possibility is the usage of piecewise linearization techniques to approximate the nonlinear efficiency map with linear constraints. Therefore, we evaluate the influence of different piecewise linearization modeling techniques on the overall solution process and compare the solution time and accuracy for methods with and without explicitly used binary variables.
机译:为了最大限度地提高电池电动车的行进距离,例如汽车或公共汽车的给定量的储能量,其动力条件优先优化。 用于电动动力驱动器的优化模型中的一个关键部分是电动机的效率图。 底层功能通常是高度非线性和非渗透性,并导致全局优化过程中的主要挑战。 为了实现更快的解决方案时间,一种可能性是使用分段线性化技术来实现具有线性约束的非线性效率图。 因此,我们评估了不同分段线性化建模技术对整体解决方案过程的影响,并比较了具有和无明确使用二进制变量的方法的解决时间和准确性。

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