Load Modeling Based on Power Quality Monitoring System Applied Compressed Sensing

被引:0
作者
Bu Yan [1 ]
Tian Lijun [1 ]
Gao Yunxing [2 ]
Hou Yanwen [2 ]
机构
[1] Shandong Univ, Sch Elect Engn, Jinan, Shandong, Peoples R China
[2] State Grid Shandong Elect Power Co, Taian Power Supply Co, Jinan, Shandong, Peoples R China
来源
2017 IEEE TRANSPORTATION ELECTRIFICATION CONFERENCE AND EXPO, ASIA-PACIFIC (ITEC ASIA-PACIFIC) | 2017年
关键词
power quality; load modeling; compressed sensing; data reconstruction;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Power quality disturbances carry a large amount of information reflecting the operating conditions of the system and equipment, providing a data source for load modeling. Avoiding high complexity of computation in sampling side and waste of hardware, the compressed sensing (CS) theory is applied to processing the power quality monitoring signal. On the basis of the disturbance data processed by compressed sensing, the approach to data processing and load modeling is analyzed. Moreover, considering the correlation among power quality signals, an improved SP recovery algorithm is proposed. The method realizes the accurate reconstruction of the power quality disturbance data and shortens the reconstruction period. Finally, the experiment simulation results verify that the load model identified by the recovered data is effective in good self-fitting ability and adaptability.
引用
收藏
页码:1529 / 1533
页数:5
相关论文
共 25 条
[1]  
[Anonymous], EV COMP 1999 CEC 99
[2]  
[Anonymous], P 14 INT C HARM QUAL
[3]   IEEE-SPS and connexions - An open access education collaboration [J].
Baraniuk, Richard G. ;
Burrus, C. Sidney ;
Thierstein, E. Joel .
IEEE SIGNAL PROCESSING MAGAZINE, 2007, 24 (06) :6-+
[4]  
[曹思扬 Cao Siyang], 2017, [电力系统保护与控制, Power System Protection and Control], V45, P7
[5]   Subspace Pursuit for Compressive Sensing Signal Reconstruction [J].
Dai, Wei ;
Milenkovic, Olgica .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2009, 55 (05) :2230-2249
[6]  
Guan Chun, 2012, RES COMPREHENSIVE PO
[7]  
Li X. M., 2011, ELECT MEASUREMENT IN, V48, P14
[8]  
Liu Qi, 2012, RES TRANSIENT POWER
[9]  
Liu Yi, 2010, Power System Technology, V34, P199
[10]  
Liu Ying, 2011, Proceedings of the CSU-EPSA, V23, P1