Faulty Line Detection Method Based on Optimized Bistable System for Distribution Network
The noneffectively neutral grounded distribution network is called small current to ground system (SCGS) in China. When single-phase to ground fault occurs in SCGS, the fault current is weak, and the noise impairs the feature of fault current, both of which make faulty line detection difficult. This...
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Veröffentlicht in: | IEEE transactions on industrial informatics 2018-04, Vol.14 (4), p.1370-1381 |
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description | The noneffectively neutral grounded distribution network is called small current to ground system (SCGS) in China. When single-phase to ground fault occurs in SCGS, the fault current is weak, and the noise impairs the feature of fault current, both of which make faulty line detection difficult. This paper presents a faulty line detection method for SCGS, based on optimized bistable system. The proposed method consists of two steps: 1) The optimized bistable system, whose potential function parameters are optimized by particle swarm optimization algorithm, is used to extract transient zero-sequence current (TZSC) in strong noise background; 2) the optimized bistable system and cross correlation coefficient are used to propose a faulty line detection criterion, it based on squared distance, which contains the waveform difference and energy of TZSC. Simulation and field experiments prove that the method can detect faulty line exactly with various fault situations, such as different signal-noise ratios, grounding resistances, initial angles, faulty lines and unbalanced load. |
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When single-phase to ground fault occurs in SCGS, the fault current is weak, and the noise impairs the feature of fault current, both of which make faulty line detection difficult. This paper presents a faulty line detection method for SCGS, based on optimized bistable system. The proposed method consists of two steps: 1) The optimized bistable system, whose potential function parameters are optimized by particle swarm optimization algorithm, is used to extract transient zero-sequence current (TZSC) in strong noise background; 2) the optimized bistable system and cross correlation coefficient are used to propose a faulty line detection criterion, it based on squared distance, which contains the waveform difference and energy of TZSC. Simulation and field experiments prove that the method can detect faulty line exactly with various fault situations, such as different signal-noise ratios, grounding resistances, initial angles, faulty lines and unbalanced load.</description><identifier>ISSN: 1551-3203</identifier><identifier>EISSN: 1941-0050</identifier><identifier>DOI: 10.1109/TII.2017.2753227</identifier><identifier>CODEN: ITIICH</identifier><language>eng</language><publisher>Piscataway: IEEE</publisher><subject>Background noise ; Characteristic current ; Circuit faults ; Computer simulation ; Correlation coefficient ; Correlation coefficients ; Cross correlation ; Distribution management ; faulty line detection ; Feature extraction ; Grounding ; Networks ; Noise ; optimized bistable system ; Particle swarm optimization ; particle swarm optimization (PSO) ; Signal to noise ratio ; squared distance ; Stochastic resonance ; Transient analysis ; Zero sequence current</subject><ispartof>IEEE transactions on industrial informatics, 2018-04, Vol.14 (4), p.1370-1381</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2018</rights><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c404t-ec89c89a7c43cf523b59a76f595b817f84297e081e82948179674bbed188533f3</citedby><cites>FETCH-LOGICAL-c404t-ec89c89a7c43cf523b59a76f595b817f84297e081e82948179674bbed188533f3</cites><orcidid>0000-0001-9501-7603</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/8039233$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,776,780,792,27901,27902,54733</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/8039233$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Wang, Xiaowei</creatorcontrib><creatorcontrib>Gao, Jie</creatorcontrib><creatorcontrib>Chen, Mingfei</creatorcontrib><creatorcontrib>Wei, Xiangxiang</creatorcontrib><creatorcontrib>Wei, Yanfang</creatorcontrib><creatorcontrib>Zeng, Zhihui</creatorcontrib><title>Faulty Line Detection Method Based on Optimized Bistable System for Distribution Network</title><title>IEEE transactions on industrial informatics</title><addtitle>TII</addtitle><description>The noneffectively neutral grounded distribution network is called small current to ground system (SCGS) in China. When single-phase to ground fault occurs in SCGS, the fault current is weak, and the noise impairs the feature of fault current, both of which make faulty line detection difficult. This paper presents a faulty line detection method for SCGS, based on optimized bistable system. The proposed method consists of two steps: 1) The optimized bistable system, whose potential function parameters are optimized by particle swarm optimization algorithm, is used to extract transient zero-sequence current (TZSC) in strong noise background; 2) the optimized bistable system and cross correlation coefficient are used to propose a faulty line detection criterion, it based on squared distance, which contains the waveform difference and energy of TZSC. Simulation and field experiments prove that the method can detect faulty line exactly with various fault situations, such as different signal-noise ratios, grounding resistances, initial angles, faulty lines and unbalanced load.</description><subject>Background noise</subject><subject>Characteristic current</subject><subject>Circuit faults</subject><subject>Computer simulation</subject><subject>Correlation coefficient</subject><subject>Correlation coefficients</subject><subject>Cross correlation</subject><subject>Distribution management</subject><subject>faulty line detection</subject><subject>Feature extraction</subject><subject>Grounding</subject><subject>Networks</subject><subject>Noise</subject><subject>optimized bistable system</subject><subject>Particle swarm optimization</subject><subject>particle swarm optimization (PSO)</subject><subject>Signal to noise ratio</subject><subject>squared distance</subject><subject>Stochastic resonance</subject><subject>Transient analysis</subject><subject>Zero sequence current</subject><issn>1551-3203</issn><issn>1941-0050</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kEFLAzEQhYMoWKt3wUvA89ZJsmmSo22tFqo9WMFb2N3OYmrbrUkWqb_e1BZhYOYN783AR8g1gx5jYO7mk0mPA1M9rqTgXJ2QDjM5ywAknKZZSpYJDuKcXISwBBAKhOmQ93HRruKOTt0G6QgjVtE1G_qM8aNZ0EERcEGTnm2jW7ufJAYuxKJcIX3dhYhrWjeejtLOu7L9i75g_G785yU5q4tVwKtj75K38cN8-JRNZ4-T4f00q3LIY4aVNqkKVeWiqiUXpUyiX0sjS81UrXNuFIJmqLnJ08b0VV6WuGBaSyFq0SW3h7tb33y1GKJdNq3fpJeWA-fQNxpUcsHBVfkmBI-13Xq3LvzOMrB7fjbxs3t-9sgvRW4OEYeI_3adqHEhxC-DumrT</recordid><startdate>20180401</startdate><enddate>20180401</enddate><creator>Wang, Xiaowei</creator><creator>Gao, Jie</creator><creator>Chen, Mingfei</creator><creator>Wei, Xiangxiang</creator><creator>Wei, Yanfang</creator><creator>Zeng, Zhihui</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. 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When single-phase to ground fault occurs in SCGS, the fault current is weak, and the noise impairs the feature of fault current, both of which make faulty line detection difficult. This paper presents a faulty line detection method for SCGS, based on optimized bistable system. The proposed method consists of two steps: 1) The optimized bistable system, whose potential function parameters are optimized by particle swarm optimization algorithm, is used to extract transient zero-sequence current (TZSC) in strong noise background; 2) the optimized bistable system and cross correlation coefficient are used to propose a faulty line detection criterion, it based on squared distance, which contains the waveform difference and energy of TZSC. Simulation and field experiments prove that the method can detect faulty line exactly with various fault situations, such as different signal-noise ratios, grounding resistances, initial angles, faulty lines and unbalanced load.</abstract><cop>Piscataway</cop><pub>IEEE</pub><doi>10.1109/TII.2017.2753227</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0001-9501-7603</orcidid></addata></record> |
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subjects | Background noise Characteristic current Circuit faults Computer simulation Correlation coefficient Correlation coefficients Cross correlation Distribution management faulty line detection Feature extraction Grounding Networks Noise optimized bistable system Particle swarm optimization particle swarm optimization (PSO) Signal to noise ratio squared distance Stochastic resonance Transient analysis Zero sequence current |
title | Faulty Line Detection Method Based on Optimized Bistable System for Distribution Network |
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