基于ADASYN和GRU的电力系统暂态稳定评估方法
Transient Stability Assessment Method of Power Systems Based on ADASYN and GRU
肖兵 1刘旭2
作者信息
- 1. 宜都兴发化工有限公司,湖北宜都 443300
- 2. 国网浙江省电力有限公司超高压分公司,浙江杭州 311121;三峡大学电气与新能源学院,湖北 宜昌 443002
- 折叠
摘要
随着电力系统的广域互联,结构愈发复杂,电力系统暂态稳定性的准确评估受到了更多的关注.提出了基于自适应综合过采样和门控循环单元的电力系统暂态稳定评估方法.首先,利用自适应综合过采样算法处理电力系统样本类别不平衡问题,合成少数类样本.然后,使用得到的平衡样本集对门控循环单元评估模型进行训练.最后,在线应用时,输入相量测量单元采集的实时数据,通过训练好的门控循环单元快速评估电力系统暂态稳定性.在电力系统仿真软件PSS/E提供的23节点系统上进行仿真测试,仿真结果验证了所提方法的有效性.
Abstract
With the wide-area interconnection of power systems and the increasing complexity of structures,the accurate assess-ment of transient stability of power systems has received more attention.Therefore,a transient stability evaluation method of power system based on adaptive synthetic sampling and gated recurrent unit is proposed.Firstly,the adaptive synthetic sampling algorithm was used to deal with the imbalance of power system sample categories,and minority samples were synthesized.Then,the gated recurrent unit evaluation model was trained using the resulting balanced sample set.Finally,when applied on-line,the real-time data collected by the phasor measurement unit was input to quickly evaluate the transient stability of the pow-er system through the trained gated recurrent unit.The simulation test was conducted on the 23-node system provided by the power system simulation software PSS/E,and the simulation results confirmed the effectiveness of the proposed method.
关键词
暂态稳定评估/样本不平衡/自适应综合过采样/门控循环单元/相量测量单元Key words
transient stability assessment/sample imbalance/ADASYN/gated recurrent unit/phasor measurement unit引用本文复制引用
基金项目
国家自然科学基金资助项目(52007103)
出版年
2024
NETL
NSTL
万方数据