给定电网中基于梯度投影法的发电成本最小化优化模型

Shuo Yang
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引用次数: 0

摘要

在电网系统中,控制发电机的供电量以满足需求是至关重要的。经济调度问题旨在优化发电成本,同时产生足够的电力供电网使用。非线性规划(NLP)是在约束条件下对这类问题进行优化的方法。然而,目前的算法时间复杂度高,精度低,会造成不必要的费用和能源浪费。本文提出了一种基于梯度投影法的优化模型算法,可以实时计算每台发电机的优化结果。实验结果表明,该算法在保持相对较短的时间成本的情况下,在将精确的发电量分配给不同的发电机方面取得了优异的性能。同样的算法还可以提供适应不同电网设置的高精度结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Optimization Model Based on Gradient Projection Method to Minimize Generation Cost in a Given Power Grid
In systems of power grid, controlling the supply from generators to match the demand is crucial. An Economic dispatch problem then aims to optimize the cost of power generation while producing enough power to supply into power grid. Non-Linear Programming (NLP) is utilized for optimizing such problems under constraints. However, current algorithms with high time complexity and less accuracy can result in unnecessary expenses and energy waste. This paper proposed an optimization model algorithm utilizing the Gradient Projection Method, which can be used to calculate real-time optimized results for each generator. The experimental results demonstrated that the proposed algorithm achieved superior performance in distributing precise amounts of power generation to various generators while maintaining a relatively short cost of time. The same algorithm can also provide results adapting to different power grid setup with high precision.
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