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A general constrained optimization framework for the eco-routing problem: Comparison and analysis of solution strategies for hybrid electric vehicles

机译:生态路由问题的一般约束优化框架:混合动力电动汽车解决方案策略的比较与分析

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摘要

Vehicles electrification marks a very important step towards sustainable mobility. However, energy efficiency and driving range of electrified vehicles are nowadays a major concern. From an algorithmic perspective, eco-routing opens up new possibilities regarding the strategies and tools aimed at improving energy efficiency by finding an energy-minimal route under different constraints coming from vehicle characteristics (powertrain, battery capacity, etc.) and user preferences (travel time, etc.). In this work, a powertrain-independent speed prediction model is presented. This model is then used to derive a fast numerical solution of the powertrain energy management for hybrid electric vehicles. Furthermore, a new general formulation is derived for the minimum-energy navigation problem, with a focus on the specific complexity introduced by electrified vehicles. The general constrained optimization problem is reformulated in several alternative ways in order to achieve a solution in limited computation time. The most commonly used approaches nowadays in the literature (integer programming and shortest path algorithms on directed graphs) are compared and benchmarked in terms of solution accuracy and computational effort. The objective is to identify best-practices in accurately and efficiently solving the constrained eco-routing problem.
机译:车辆电气化标志着可持续移动性的非常重要的一步。然而,现在是电气化车辆的能效和驾驶范围。从算法的角度来看,通过在来自车辆特性(动力总成,电池容量等)和用户偏好(旅行的不同约束下,通过在不同的限制下找到能量最小的路线来开辟了关于旨在提高能源效率的策略和工具的新可能性。时间等)。在这项工作中,提出了一个独立的速度预测模型。然后,该模型用于推导出用于混合动力电动车辆的动力总成能量管理的快速数值解决方案。此外,为最小能量导航问题推导出新的一般配方,重点是电气化车辆引入的特定复杂性。一般约束优化问题以几种替代方式重新重整,以便在有限的计算时间内实现解决方案。比较了在文献中最常用的方法(关于定向图的整数编程和最短路径算法),并在解决方案准确性和计算工作方面进行基准。目标是准确,有效地解决受约束的生态路由问题的最佳实践。

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