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Improved Implementation of Dynamic Programming on the Example of Hybrid Electric Vehicle Control

机译:混合动力电动汽车控制实例中动态规划的改进实现

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摘要

Hybrid electric drivetrains are an example of systems that can enable discrete switching between states with very distinct continuous behavior. For the design of these drivetrains, the required computation time for optimizing the control over a driving cycle is critical. To reduce computation time, we propose two methods to improve the implementation of dynamic programming by reducing the number of grid points that computationally demanding sub-models are evaluated for. The proposed methods do not require surrogate models and can be applied to arbitrary drivetrain topologies. A case study on a parallel, a series-parallel, and a power-split hybrid drivetrain is performed, and a reduction in computation time of up to 66% is shown.
机译:混合动力传动系统是系统的一个示例,该系统可以实现具有非常不同的连续行为的状态之间的离散切换。对于这些传动系的设计,优化驾驶循环控制所需的计算时间至关重要。为了减少计算时间,我们提出了两种方法,可以通过减少为计算要求较高的子模型进行评估的网格点的数量来改进动态编程的实现。所提出的方法不需要替代模型,并且可以应用于任意的传动系统拓扑。进行了并联,串联-并联和动力分配混合动力总成的案例研究,计算时间减少了多达66%。

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