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A new heuristic providing an effective initial solution for a simulated annealing approach to energy resource scheduling in smart grids

机译:一种新的启发式方法,为智能电网中的能源调度模拟退火方法提供了有效的初始解决方案

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摘要

An intensive use of dispersed energy resources is expected for future power systems, including distributed generation, especially based on renewable sources, and electric vehicles. The system operation methods and tool must be adapted to the increased complexity, especially the optimal resource scheduling problem. Therefore, the use of metaheuristics is required to obtain good solutions in a reasonable amount of time. This paper proposes two new heuristics, called naive electric vehicles charge and discharge allocation and generation tournament based on cost, developed to obtain an initial solution to be used in the energy resource scheduling methodology based on simulated annealing previously developed by the authors. The case study considers two scenarios with 1000 and 2000 electric vehicles connected in a distribution network. The proposed heuristics are compared with a deterministic approach and presenting a very small error concerning the objective function with a low execution time for the scenario with 2000 vehicles.
机译:预计未来的电力系统将大量使用分散的能源,包括分布式发电,尤其是基于可再生能源的分布式发电,以及电动汽车。系统操作方法和工具必须适应增加的复杂性,尤其是最优资源调度问题。因此,需要使用元启发法在合理的时间内获得良好的解决方案。本文提出了两种新的启发式方法,分别是基于成本的朴素电动汽车充放电分配和发电竞赛,旨在基于作者先前开发的模拟退火算法获得用于能源调度方法的初始解决方案。该案例研究考虑了在配电网中连接1000和2000辆电动汽车的两种情况。将拟议的启发式方法与确定性方法进行比较,并针对具有2000辆车的场景,以很小的执行时间就目标函数提出了非常小的误差。

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