Nontechnical Loss and Outage Detection Using Fractional-Order Self-Synchronization Error-Based Fuzzy Petri Nets in Micro-Distribution Systems

被引:48
作者
Chen, Shi-Jaw [1 ]
Zhan, Tung-Sheng [2 ]
Huang, Cong-Hui [3 ]
Chen, Jian-Liung [2 ]
Lin, Chia-Hung [2 ]
机构
[1] Kao Yuan Univ, Dept Greenergy Sci & Technol, Kaohsiung 814, Taiwan
[2] Kao Yuan Univ, Dept Elect Engn, Kaohsiung 814, Taiwan
[3] Far East Univ, Dept Automat & Control Engn, Tainan 744, Taiwan
关键词
Advanced metering infrastructure (AMI); fractional-order self-synchronization error (FOSE); fuzzy petri net (FPN); nontechnical loss (NTL); CHAOS SYNCHRONIZATION; MANAGEMENT;
D O I
10.1109/TSG.2014.2345780
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
Load management is a challenging issue in microdistribution systems dealing with power utilities. To efficiently detect fraudulent and abnormal consumption, this paper proposes the use of fractional-order self-synchronization error-based Fuzzy Petri nets (FPNs) to detect nontechnical losses and outage events. Under the advanced metering infrastructure technique, the Sprott system is a feature extractor, which tracks the differences between profiled usages and irregular usages, such as illegal and fault events. Thus, fraudulent consumption, outages, and service restoration activities can be pointed out, randomly initiated, and terminated in a real-time application. Multiple FPNs-based making-decision systems are used to locate abnormalities. Computer simulations are conducted using an IEEE 30-bus power system and medium-scale microdistribution systems to show the effectiveness of the proposed method.
引用
收藏
页码:411 / 420
页数:10
相关论文
共 32 条
[1]  
[Anonymous], 2008, TENCON 2008 2008 IEE
[2]  
[Anonymous], 2009, ADV DISTRIBUTION INF
[3]   Artificial neural networks in power system restoration [J].
Bretas, AS ;
Phadke, AG .
IEEE TRANSACTIONS ON POWER DELIVERY, 2003, 18 (04) :1181-1186
[4]   Unbalanced Three-Phase Optimal Power Flow for Smart Grids [J].
Bruno, Sergio ;
Lamonaca, Silvia ;
Rotondo, Giuseppe ;
Stecchi, Ugo ;
La Scala, Massimo .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2011, 58 (10) :4504-4513
[5]   A Fuzzy Petri-Nets Model for Computing With Words [J].
Cao, Yongzhi ;
Chen, Guoqing .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2010, 18 (03) :486-499
[6]   Fuzzy backward reasoning using fuzzy Petri nets [J].
Chen, SM .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2000, 30 (06) :846-856
[7]   Weighted fuzzy reasoning using weighted fuzzy Petri nets [J].
Chen, SM .
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2002, 14 (02) :386-397
[8]  
Depuru SSSR., 2011, POWER SYSTEMS C EXPO, P1
[9]   Allocation of the load profiles to consumers using probabilistic neural networks [J].
Gerbec, D ;
Gasperic, S ;
Smon, I ;
Gubina, F .
IEEE TRANSACTIONS ON POWER SYSTEMS, 2005, 20 (02) :548-555
[10]   Chaos Synchronization-Based Detector for Power-Quality Disturbances Classification in a Power System [J].
Huang, Cong-Hui ;
Lin, Chia-Hung ;
Kuo, Chao-Lin .
IEEE TRANSACTIONS ON POWER DELIVERY, 2011, 26 (02) :944-953