基于信息间隙决策理论和电动汽车有序充放电的微电网优化调度
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TM732

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国家自然科学基金项目(面上项目,重点项目,重大项目)(51907104)


Optimization scheduling of microgrid based on IGDT and orderly charging and discharging strategy for electric vehicles
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    摘要:

    本文计及区域微电网源-荷两方面不确定性,针对电动汽车(electric vehicles,EV)接入微电网充电所导致的负荷侧波动不确定性问题,提出有序充放电策略进行削峰填谷并构建多目标规划模型;针对新能源机组发电量不确定性问题,引入信息间隙决策理论(Information Gap Decision Theory,IGDT)进行模拟分析。首先构建多目标规划函数并对其模糊归一化处理,然后引入改进混沌映射粒子群算法(Improved Chaos Map Particle Swarm Optimization,CMPSO),求得微电网综合运行成本和负荷需求波动量的最优值,最后对经信息间隙决策法优化后的多目标模型进行仿真分析。算例结果验证了优化后的模型对EV入网所带来的负荷波动起到了较好的削峰填谷作用,所采用的IGDT优化模型相较于其他优化方法,能更好的适应严重奈特式不确定性场景,有效协调所搭建模型的鲁棒性与优化调度经济性之间的矛盾。

    Abstract:

    In this paper, the uncertainty of the source and load of the microgrid is considered to be studied. Aiming at the uncertainty of load side fluctuation caused by electric vehicles connected to microgrid charging, the orderly charge-discharge strategy is proposed for peak clipping and valley filling and a multi-objective programming model is constructed. Information Gap Decision Theory (IGDT) is introduced to simulate and analyze the uncertainty of generating capacity of new energy units. Firstly, a multi-objective programming function is constructed, then processed by fuzzy normalization. Secondly, the Improved Chaotic Mapping Particle Swarm Optimization algorithm is introduced to obtain the optimal value of the comprehensive operation cost and load demand fluctuation of microgrid. Finally, the multi-objective model optimized by IGDT is simulated and analyzed. The results of the example verify that the optimized model plays a better role in peak-cutting and valley filling for the load fluctuation caused by electric vehicles entering the network. Compared with other optimization methods, the proposed IGDT optimization model can better adapt to the severe Knightian uncertainty scenario and coordinate the contradictory relationship between robustness and economy.

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王凌云,王易雯,张涛,等. 基于信息间隙决策理论和电动汽车有序充放电的微电网优化调度[J]. 科学技术与工程, 2023, 23(8): 3306-3315.
Wang Lingyun, Wang Yiwen, Zhang Tao, et al. Optimization scheduling of microgrid based on IGDT and orderly charging and discharging strategy for electric vehicles[J]. Science Technology and Engineering,2023,23(8):3306-3315.

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  • 收稿日期:2022-07-08
  • 最后修改日期:2023-01-03
  • 录用日期:2022-11-18
  • 在线发布日期: 2023-04-10
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