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基于响应轨迹和核心向量机的电力系统在线暂态稳定评估

王亚俊 王波 唐飞 陈得治 王静 王乙斐 周雨田

中国电机工程学报Issue(19):3178-3186,9.
中国电机工程学报Issue(19):3178-3186,9.DOI:10.13334/j.0258-8013.pcsee.2014.19.018

基于响应轨迹和核心向量机的电力系统在线暂态稳定评估

Power System On-line Transient Stability Assessment Based on Response Trajectory and Core Vector Machine

王亚俊 1王波 1唐飞 1陈得治 2王静 1王乙斐 1周雨田1

作者信息

  • 1. 武汉大学电气工程学院,湖北省 武汉市 430072
  • 2. 中国电力科学研究院,北京市 海淀区 100192
  • 折叠

摘要

Abstract

On the issue of operation and scheduling, this paper proposed the assessment method for the power system on-line transient stability, based on response trajectory and core vector machine (CVM). In the assessment, original feature sets structured by response trajectory was mapped to a higher dimensional space, so that the assessment was reformed as minimum enclosing ball problem, whose solution could be achieved by approximation algorithm. Meanwhile, a CVM was used to the off-line training and on-line test process to accomplish contingency screening and classify the system transient status. Experiment results on IEEE New England 39-bus system and a real world system demonstrated the proposed CVM based assessment algorithm has the best precision and the least time and space complexities.

关键词

暂态稳定评估/响应轨迹/核心向量机/人工智能/故障筛选

Key words

transient stability assessment (TSA)/response trajectory/core vector machine (CVM)/artificial intelligence/contingency screening

分类

信息技术与安全科学

引用本文复制引用

王亚俊,王波,唐飞,陈得治,王静,王乙斐,周雨田..基于响应轨迹和核心向量机的电力系统在线暂态稳定评估[J].中国电机工程学报,2014,(19):3178-3186,9.

基金项目

国家863高技术基金项目(2011AA05A119);国家电网公司大电网重大专项资助项目(SGCC-MPLG001-029-2012)。The National High Technology Research and Development of China 863 Program (2011AA05A119);Supported by State Grid Corporation of China, Major Project on Planning and Operation Control of Large Scale Grid (SGCC-MPLG001-029-2012) (2011AA05A119)

中国电机工程学报

OA北大核心CSCDCSTPCD

0258-8013

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