基于改进Fireworks算法和风险理论的核心骨干网格构建方法

Yihui Chen, L. Lin, Wenxin Huang, Xin Tian, Jun Wu, Zihui Guo, Zichen Liu
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引用次数: 1

摘要

随着“双碳”目标的提出和新能源大规模入网,供电、电网和负荷存在不确定因素,电网运行风险显著增强。在此基础上,考虑到自然灾害的影响,核心骨干电网的建立和建设具有重要意义。提出了一种涉及多环节不确定因素的电网运行风险评估体系。以综合风险指数最小和总线路长度最小为目标函数,以电网连通性和电网安全运行为约束条件,构建了核心骨干电网搜索模型。为了提高传统烟花算法的搜索能力,算法引入了新的爆炸模式、新的高斯变分、新的映射规则和精英随机选择策略。最后,对改进后的ieee39系统进行了仿真,得到的骨干网帧满足搜索要求。通过对能量转换下网格变化的对比分析,通过搜索结果证明了目标函数的合理性和搜索系统的有效性。
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Construction Method of Core Backbone Grid Based on Improved Fireworks Algorithm and Risk Theory
With the proposal of the “dual carbon” goal and the large-scale integration of new energy into the grid, there are uncertain factors in power supply, power grid and load, which will significantly enhance the operation risk of power grid. On this basis, considering the impact of natural disasters, the establishment and construction of the core backbone grid is of great importance. This paper proposes a risk assessment system of power grid operation involving multi-link uncertain factors. And the search model of the core backbone grid is constructed with the minimum comprehensive risk index and the minimum total line length as the objective function, and the network connectivity and power network security operation as the constraints. For stronger searching ability, the traditional fireworks algorithm is improved by introducing new explosion mode, new Gaussian variation, new mapping rules and elite-random selection strategy. Finally, the improved IEEE 39 system is simulated and the obtained backbone network frame meets the search requirements. Through comparative analysis of the grid changes under energy transition, the rationality of the objective function and the validity of the search system can be proved by the search results.
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