基于模糊最小二乘支持向量机的微电网群状态评估方法

CHEN Weidong

您当前的位置：

首页 >

文章列表页 >

基于模糊最小二乘支持向量机的微电网群状态评估方法

更新时间：2025-08-13

- 基于模糊最小二乘支持向量机的微电网群状态评估方法
- Automation of Electric Power Systems Vol. 43, Issue 2, Pages: 76-82(2019)
- 作者机构：
  
  广西电网有限责任公司电力科学研究院, 广西壮族自治区南宁市,530023
- 作者简介：
- 基金信息：
- DOI：
  CLC：
- Published：2019
- 稿件说明：
移动端阅览
CHEN Weidong. [J]. Automation of electric power systems, 2019, 43(2): 76-82.
DOI：

CHEN Weidong. [J]. Automation of electric power systems, 2019, 43(2): 76-82. DOI：

摘要

针对微电网群能量管理与协调控制系统适应多微电网间多工况控制策略灵活调整的需要，提出了一种基于模糊最小二乘支持向量机(FLS-SVM)的低压微电网群运行状态实时评估模型。该模型基于传统电力系统运行状态描述方法，建立了微电网群及子微电网安全正常运行的边界条件，以电压偏移率、储能剩余容量及充放电时间、发用电功率等多维度特征向量对子微电网状态分类，应用FLS-SVM对子微电网的实时运行状态进行评估，最后判别出微电网群运行状态。实例计算分析表明，该模型可跟随系统采样周期实时评估，对离、并网条件下子微电网运行状态均能实现准确有效地分类，为微电网群快速判断网内状态并灵活调整控制策略提供依据。

Abstract

Aiming at energy management system(EMS)and coordination control system(CCS)for adapting to flexible adjustment of microgrid cluster control strategy at variable operation states

a real-time operation state evaluation model of low-voltage microgrid cluster based on fuzzy least squares support vector machine(FLS-SVM)is proposed. With traditional power system operation state description method

the proposed model builds constraints in secure and normal operation of microgrid cluster and microgrid. Microgrid states are classified in view of multi-dimensional eigenvector including voltage deviation rate

energy storage state of charge

energy storage charge and discharge time

power generation and load. The real-time operation states of microgrids are evaluated with FLS-SVM

and then the operation states of microgrid cluster can be determined. Case study shows that the method can conduct the real-time evaluation within the sampling period of the system

and classify the operation states of microgrids accurately and effectively under the conditions of both off-grid and on-grid. It can provide the basis for microgrid cluster to quickly determine the operation state and flexibly adjust control strategy.

关键词

Keywords

references

Views

1584

下载量

CSCD

Alert me when the article has been cited

提交

Tools

Publicity Resources

Low-carbon Economic Dispatch of Distribution Network-Microgrid Clusters Considering Flexible Clustering

Economic, Low-carbon and Reliable Multi-objective Optimal Configuration Method of Cloud Energy Storage for Microgrid Clusters

Distributed Dynamic Cooperative Control Strategy for Microgrid Clusters Considering Equalization of Mobile Energy Storage

Collaborative Optimization Operation and Strategy Evolution of Microgrid Cluster Based on Vertical Federated Learning

Distributed Optimal Dispatch for Microgrid Cluster Considering False Information Injection Under System of Systems Architecture

Related Author

PANG Xuanpei

LIAO Siyang

XU Jian

ZHAO Bo

YAO Liangzhong

LIU Yunxin

LI Yaowang

ZHANG Shixu

Related Institution

Electric Power Research Institute of State Grid Zhejiang Electric Power Co., Ltd.

School of Electrical Engineering and Automation, Wuhan University

Hubei Engineering and Technology Research Center for AC/DC Intelligent Distribution Network

State Grid Shandong Electric Power Company

Sichuan Energy Internet Research Institute, Tsinghua University

⁰