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Power Network Parameter Estimation Method Based on Data Mining Technology

Power Network Parameter Estimation Method Based on Data Mining Technology
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摘要 The parameter values which actually change with the circumstances, weather and load level etc. produce great effect to the result of state estimation. A new parameter estimation method based on data mining technology was proposed. The clustering method was used to classify the historical data in supervisory control and data acquisition (SCADA) database as several types. The data processing technology was implied to treat the isolated point, missing data and yawp data in samples for classified groups. The measurement data which belong to each classification were introduced to the linear regression equation in order to gain the regression coefficient and actual parameters by the least square method. A practical system demonstrates the high correctness, reliability and strong practicability of the proposed method. The parameter values which actually change with the circumstances, weather and load level etc. produce great effect to the result of state estimation. A new parameter estimation method based on data mining technology was proposed. The clustering method was used to classify the historical data in supervisory control and data acquisition (SCADA) database as several types. The data processing technology was implied to treat the isolated point, missing data and yawp data in samples for classified groups. The measurement data which belong to each classification were introduced to the linear regression equation in order to gain the regression coeffcient and actual parameters by the least square method. A practical system demonstrates the high correctness, reliability and strong practicability of the proposed method.
出处 《Journal of Shanghai Jiaotong university(Science)》 EI 2008年第4期468-472,共5页 上海交通大学学报(英文版)
基金 the National High Technology Research and Development (863) Program of China(No. 2006AA05Z214)
关键词 parameter estimation data processing data mining clustering analysis linear regression 电力系统 参数评价 数据处理 聚类分析
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