计算技术与自动化2024,Vol.43Issue(1) :142-147.DOI:10.16339/j.cnki.jsjsyzdh.202401024

基于双向长短时记忆网络的并网微电网能量供需平衡优化

Optimization of Energy Supply and Demand Balance in Grid-connected Microgrid Based on Bidirectional Short and Long Time Memory Network

王学兵 张国生 宋宸 张红权 张雪成
计算技术与自动化2024,Vol.43Issue(1) :142-147.DOI:10.16339/j.cnki.jsjsyzdh.202401024

基于双向长短时记忆网络的并网微电网能量供需平衡优化

Optimization of Energy Supply and Demand Balance in Grid-connected Microgrid Based on Bidirectional Short and Long Time Memory Network

王学兵 1张国生 1宋宸 1张红权 2张雪成3
扫码查看

作者信息

  • 1. 国网新疆电力有限公司吐鲁番供电公司,新疆吐鲁番 838000
  • 2. 国网吐鲁番供电公司经济技术研究所,新疆 吐鲁番 838000
  • 3. 天津市普迅电力信息技术有限公司,天津 300000
  • 折叠

摘要

为保证并网微电网的稳定运行,针对微电网负荷波动较大,稳定性较差的问题,提出基于双向长短时记忆网络的并网微电网能量供需平衡优化方法.该方法通过双向长短时记忆网络划分并网微电网中的负荷类别,并引入注意力机制优化分类结果,获取并网微电网中的可控负荷结果;结合该结果和储能系统的能量损失情况、风光综合功率波动水平,构建目标函数并确定约束条件,采用改进帝国竞争算法求解目标函数,获取保证获取全局负荷调度最佳结果,实现并网微电网能量供需平衡优化.测试结果显示:该方法能够有效调度并网微电网中负荷,调整并网微电网供需侧有功和无功功率的结果,使其在±0.50kvar内范围波动,优化后满足微电网中的而负荷需求;保证微电网的稳定运行.

Abstract

In order to ensure the stable operation of the grid connected microgrid,aiming at the problems of large load fluctuation and poor stability of the microgrid,an optimization method of energy supply and demand balance of the grid con-nected microgrid based on bidirectional long-term and short-term memory network is proposed.This method divides the load categories in the grid connected microgrid through the bidirectional long-term and short-term memory network,and intro-duces the attention mechanism to optimize the classification results,so as to obtain the controllable load results in the grid connected microgrid.Combining this result with the energy loss of the energy storage system and the fluctuation level of the integrated wind and solar power,the objective function is constructed and the constraint conditions are determined.The im-proved Empire competition algorithm is used to solve the objective function to obtain the best result of the global load sched-uling,so as to realize the optimization of the energy supply and demand balance of the grid connected microgrid.The test re-sults show that this method can effectively dispatch the load in the grid connected microgrid,adjust the results of active and reactive power on the supply and demand side of the grid connected microgrid,make it fluctuate within the range of±0.50 kvar,and meet the load demand in the microgrid after optimization,ensure the stable operation of microgrid.

关键词

双向长短时/记忆网络/并网微电网/能量供需/平衡优化/可控负荷

Key words

bidirectional long and short hours/memory network/grid-connected microgrid/energy supply and demand/balance optimization/controllable load

引用本文复制引用

基金项目

吐鲁番市港城物流园区源网荷储一体化研究项目(3022024-FW02)

出版年

2024
计算技术与自动化
湖南大学

计算技术与自动化

CSTPCD
影响因子:0.295
ISSN:1003-6199
参考文献量15
段落导航相关论文