中国电机工程学报
中國電機工程學報
중국전궤공정학보
ZHONGGUO DIANJI GONGCHENG XUEBAO
2014年
19期
3178-3186
,共9页
王亚俊%王波%唐飞%陈得治%王静%王乙斐%周雨田
王亞俊%王波%唐飛%陳得治%王靜%王乙斐%週雨田
왕아준%왕파%당비%진득치%왕정%왕을비%주우전
暂态稳定评估%响应轨迹%核心向量机%人工智能%故障筛选
暫態穩定評估%響應軌跡%覈心嚮量機%人工智能%故障篩選
잠태은정평고%향응궤적%핵심향량궤%인공지능%고장사선
transient stability assessment (TSA)%response trajectory%core vector machine (CVM)%artificial intelligence%contingency screening
针对现行调度需求提出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方法。首先将响应数据构建的原始特征集映射至高维特征空间,然后将暂态稳定评估问题定义为核心向量机中的最小闭包球问题,通过最优近似求解进行故障筛选和快速暂态稳定判别,且离线的训练和在线的匹配保证了暂态稳定评估过程能够满足在线计算的要求。10机39节点和某实际省级电网算例的计算结果表明,所提方法具有更低的时间和空间复杂度,并具有更高的评估精度。
針對現行調度需求提齣基于響應軌跡和覈心嚮量機的電力繫統在線暫態穩定評估方法。首先將響應數據構建的原始特徵集映射至高維特徵空間,然後將暫態穩定評估問題定義為覈心嚮量機中的最小閉包毬問題,通過最優近似求解進行故障篩選和快速暫態穩定判彆,且離線的訓練和在線的匹配保證瞭暫態穩定評估過程能夠滿足在線計算的要求。10機39節點和某實際省級電網算例的計算結果錶明,所提方法具有更低的時間和空間複雜度,併具有更高的評估精度。
침대현행조도수구제출기우향응궤적화핵심향량궤적전력계통재선잠태은정평고방법。수선장향응수거구건적원시특정집영사지고유특정공간,연후장잠태은정평고문제정의위핵심향량궤중적최소폐포구문제,통과최우근사구해진행고장사선화쾌속잠태은정판별,차리선적훈련화재선적필배보증료잠태은정평고과정능구만족재선계산적요구。10궤39절점화모실제성급전망산례적계산결과표명,소제방법구유경저적시간화공간복잡도,병구유경고적평고정도。
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.