计及低碳需求响应的主动配电网有功无功协同优化
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1.三峡大学电气与新能源学院 宜昌 443002; 2.国网湖北省电力有限公司宜昌供电公司 宜昌 443000

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TM732.3;TN92

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国家自然科学基金(52377191)、国家自然科学基金青年基金(52107108)项目资助


Active and reactive power coordinated optimization of active distribution network considering low-carbon demand response
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1.School of Electrical Engineering and New Energy, Three Gorges University, Yichang 443002, China; 2.State Grid Hubei Electric Power Co., Ltd., Yichang Power Supply Company, Yichang 443000, China

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    摘要:

    针对高比例新能源接入配电网引起的电压越限等问题,提出一种考虑低碳需求响应的主动配电网有功无功协同优化策略。首先,为充分挖掘系统碳减排潜力,建立阶梯碳交易模型,激发荷侧调整用电行为实现低碳响应。然后考虑配网运行需求,构建以网损、电压偏差和综合运行成本最小为目标,补偿设备和柔性负荷为决策变量的协同优化模型。为克服鹈鹕算法收敛速度慢且易陷入局部最优等缺陷,提出一种改进鹈鹕算法。在算法前期,采用Bernoulli混沌映射初始化种群并引入麻雀警戒者机制及非线性惯性权重,均衡并提升算法的探索和开发能力。在迭代后期,通过柯西扰动提升算法跳出局部最优的能力。最后通过改进的IEEE33节点系统仿真,验证所提策略和算法的有效性。

    Abstract:

    A proactive active and reactive power collaborative optimization strategy considering low-carbon demand is proposed to address issues such as voltage exceeding limits caused by the high proportion of new energy connected to the distribution network. Firstly, in order to fully tap into the potential of carbon reduction in the system, a tiered carbon trading model is established to stimulate load side adjustment of electricity consumption behavior and achieve low-carbon response. Then, considering the operational requirements of the distribution network, a collaborative optimization model is constructed with the goal of minimizing network loss, voltage deviation, and comprehensive operating costs, and compensating equipment and flexible loads as decision variables. To overcome the drawbacks of slow convergence speed and susceptibility to local optima in the Pelican algorithm, an improved Pelican algorithm is proposed. In the early stage of the algorithm, Bernoulli chaotic mapping is used to initialize the population and sparrow vigilance mechanism and nonlinear inertia weights are introduced to balance and enhance the exploration and development capabilities of the algorithm. In the later stage of iteration, the Cauchy perturbation is used to enhance the algorithm′s ability to escape from local optima. Finally, the effectiveness of the proposed strategy and algorithm was verified through simulation of an improved IEEE33 node system.

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魏业文,王潇,雷明,谭林,徐涛.计及低碳需求响应的主动配电网有功无功协同优化[J].电子测量技术,2025,48(23):87-97

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  • 在线发布日期: 2026-01-23
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