中国电机工程学报2026，Vol.46Issue(10)：3937-3952,中插2,17.DOI:10.13334/j.0258-8013.pcsee.250968
基于潮流拓扑镜像化编码和Swin Transformer的电力系统暂态稳定评估
Transient Stability Assessment of Power Systems Based on Mirrored Encoding of Power Flow Topology and Swin Transformer
摘要
Abstract
In order to further improve the performance and generalization ability of the power system transient stability intelligent assessment model,this paper carries out research on transient stability intelligent assessment from three dimensions:data enhancement,machine learning model and learning mechanism.Firstly,in order to reflect the global spatial topological characteristics of the power grid and the correlation between variables,a data processing method based on the mirrored encoding of power flow topology is proposed,in which the electrical variables are mapped into a multidimensional matrix feature map containing the power system topology through the coding form.Secondly,a power system transient stability assessment method based on the Swin Transformer model is proposed,in which the global and local transient stability feature information can be effectively extracted through its hierarchical model structure and the self-attention mechanism under the window to enhance the performance of the intelligent assessment model.Finally,a power system transient stability adaptive assessment method based on the dynamic adversarial adaptation(DAA)is proposed,which utilizes an adversarial approach to dynamically adjust the relative weights of the marginal and conditional distributions of the inter-domain data to enhance the migration performance of the Swin Transformer model.Based on the IEEE 39-node standard system,the proposed method is validated by the arithmetic cases,and the results show that the proposed method can effectively improve the accuracy as well as the generalization ability of the intelligent assessment model of transient stability,which provides a new idea for the on-line stability assessment and analysis of the power system.关键词
电力系统/暂态稳定评估/潮流拓扑镜像化编码/Swin Transformer/动态对抗适配Key words
power system/transient stability assessment/mirrored encoding of power flow topology/Swin Transformer/dynamic adversarial adaptation分类
信息技术与安全科学引用本文复制引用
范士雄,赵泽宁,郭剑波,高正男,王铁柱,江克证..基于潮流拓扑镜像化编码和Swin Transformer的电力系统暂态稳定评估[J].中国电机工程学报,2026,46(10):3937-3952,中插2,17.基金项目
国家电网有限公司科技项目(5100-202355764A-3-5-YS).Science and Technology Project of State Grid Corporation of China(5100-202355764A-3-5-YS). （5100-202355764A-3-5-YS）
