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基于改进遗传算法的电子设备多级协调控制方法

Multi Level Coordinated Control Method for Electronic Devices Based on Improved Genetic Algorithm

  • 摘要: 针对电子设备多级协调控制实践中存在的电压波动异常和谐波畸变率较高的问题,提出基于改进遗传算法的电子设备多级协调控制方法。构建以配电网电子设备为一级、分布式光伏电网电子设备为二级的多级协调控制模型,目标函数综合考虑系统网损、电子设备电压稳定性及运行成本,并计及电子设备电压、交互功率、光伏出力等多重约束条件,形成一类高维非线性优化问题。针对该模型求解难题,设计一种改进遗传算法,采用自然数编码表征控制策略,结合启发式规则生成高质量初始种群,引入自适应变异概率与互换变异算子增强全局搜索能力,并利用罚函数法处理复杂约束,通过迭代求解,实现基于改进遗传算法的电子设备多级协调控制。以某典型分布式光伏配电网为对象,通过仿真证明所提方法能有效抑制电压波动,将谐波畸变率控制在1%以下,验证了其在实现电子设备多级协调精确控制方面的有效性与优越性。

     

    Abstract: In response to the problems of abnormal voltage fluctuations and high harmonic distortion rates in the practice of multi-level coordinated control of electronic devices, an improved genetic algorithm based multi-level coordinated control method for electronic devices is proposed. Construct a multi-level coordinated control model with distribution network electronic equipment as the first level and distributed photovoltaic network electronic equipment as the second level. The objective function comprehensively considers system network loss, electronic equipment voltage stability, and operating costs, and takes into account multiple constraint conditions such as electronic equipment voltage, interactive power, and photovoltaic output, forming a high-dimensional nonlinear optimization problem. Aiming at the problem of solving the model, an improved genetic algorithm is designed, which adopts natural number encoding to represent the control strategy, combines heuristic rules to generate high-quality initial population, introduces adaptive mutation probability and interchangeable mutation operator to enhance global search ability, and uses penalty function method to handle complex constraints. Through iterative solution, multi-level coordinated control of electronic devices based on the improved genetic algorithm is achieved. The experiment takes a typical distributed photovoltaic distribution network as the object, and the simulation results show that the proposed method can effectively suppress voltage fluctuations, control harmonic distortion rate below 1%, and verify its effectiveness and superiority in achieving multi-level coordinated precise control of electronic devices.

     

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