Active inverter intermittent fault diagnosis method
The invention relates to the field of inverter intermittent fault diagnosis, in particular to an active inverter intermittent fault diagnosis method. The active inverter intermittent fault diagnosis method is based on the combination of wavelet packet transform and a random forest algorithm to diagn...
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creator | XIAO CHEN QU JIANFENG FAN BINQI WANG ZEPING WU DONGDONG |
description | The invention relates to the field of inverter intermittent fault diagnosis, in particular to an active inverter intermittent fault diagnosis method. The active inverter intermittent fault diagnosis method is based on the combination of wavelet packet transform and a random forest algorithm to diagnose intermittent faults of an active inverter. The active inverter intermittent fault diagnosis method comprises the steps that firstly, three-phase current signals output by various working states of the active inverter are collected, then wavelet packet decomposition and reconstruction are used for extracting characteristic information of the active inverter in the existing working state operation process, the intermittent faults are distinguished according to characteristic differences of wavelet packet decomposition and reconstruction timing diagrams under different states, decision trees are trained by CART algorithm using the characteristic information, and random forests are generatedby voting for each tree; |
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The active inverter intermittent fault diagnosis method is based on the combination of wavelet packet transform and a random forest algorithm to diagnose intermittent faults of an active inverter. The active inverter intermittent fault diagnosis method comprises the steps that firstly, three-phase current signals output by various working states of the active inverter are collected, then wavelet packet decomposition and reconstruction are used for extracting characteristic information of the active inverter in the existing working state operation process, the intermittent faults are distinguished according to characteristic differences of wavelet packet decomposition and reconstruction timing diagrams under different states, decision trees are trained by CART algorithm using the characteristic information, and random forests are generatedby voting for each tree;</description><language>chi ; eng</language><subject>CALCULATING ; COMPUTING ; COUNTING ; HANDLING RECORD CARRIERS ; MEASURING ; MEASURING ELECTRIC VARIABLES ; MEASURING MAGNETIC VARIABLES ; PHYSICS ; PRESENTATION OF DATA ; RECOGNITION OF DATA ; RECORD CARRIERS ; TESTING</subject><creationdate>2019</creationdate><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20190726&DB=EPODOC&CC=CN&NR=110058110A$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,780,885,25564,76547</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20190726&DB=EPODOC&CC=CN&NR=110058110A$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>XIAO CHEN</creatorcontrib><creatorcontrib>QU JIANFENG</creatorcontrib><creatorcontrib>FAN BINQI</creatorcontrib><creatorcontrib>WANG ZEPING</creatorcontrib><creatorcontrib>WU DONGDONG</creatorcontrib><title>Active inverter intermittent fault diagnosis method</title><description>The invention relates to the field of inverter intermittent fault diagnosis, in particular to an active inverter intermittent fault diagnosis method. The active inverter intermittent fault diagnosis method is based on the combination of wavelet packet transform and a random forest algorithm to diagnose intermittent faults of an active inverter. The active inverter intermittent fault diagnosis method comprises the steps that firstly, three-phase current signals output by various working states of the active inverter are collected, then wavelet packet decomposition and reconstruction are used for extracting characteristic information of the active inverter in the existing working state operation process, the intermittent faults are distinguished according to characteristic differences of wavelet packet decomposition and reconstruction timing diagrams under different states, decision trees are trained by CART algorithm using the characteristic information, and random forests are generatedby voting for each tree;</description><subject>CALCULATING</subject><subject>COMPUTING</subject><subject>COUNTING</subject><subject>HANDLING RECORD CARRIERS</subject><subject>MEASURING</subject><subject>MEASURING ELECTRIC VARIABLES</subject><subject>MEASURING MAGNETIC VARIABLES</subject><subject>PHYSICS</subject><subject>PRESENTATION OF DATA</subject><subject>RECOGNITION OF DATA</subject><subject>RECORD CARRIERS</subject><subject>TESTING</subject><fulltext>true</fulltext><rsrctype>patent</rsrctype><creationdate>2019</creationdate><recordtype>patent</recordtype><sourceid>EVB</sourceid><recordid>eNrjZDB2TC7JLEtVyMwrSy0qSS0CMoBkbmZJSWpeiUJaYmlOiUJKZmJ6Xn5xZrFCbmpJRn4KDwNrWmJOcSovlOZmUHRzDXH20E0tyI9PLS5ITE7NSy2Jd_YzNDQwMLUAko7GxKgBAED9LOw</recordid><startdate>20190726</startdate><enddate>20190726</enddate><creator>XIAO CHEN</creator><creator>QU JIANFENG</creator><creator>FAN BINQI</creator><creator>WANG ZEPING</creator><creator>WU DONGDONG</creator><scope>EVB</scope></search><sort><creationdate>20190726</creationdate><title>Active inverter intermittent fault diagnosis method</title><author>XIAO CHEN ; QU JIANFENG ; FAN BINQI ; WANG ZEPING ; WU DONGDONG</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-epo_espacenet_CN110058110A3</frbrgroupid><rsrctype>patents</rsrctype><prefilter>patents</prefilter><language>chi ; eng</language><creationdate>2019</creationdate><topic>CALCULATING</topic><topic>COMPUTING</topic><topic>COUNTING</topic><topic>HANDLING RECORD CARRIERS</topic><topic>MEASURING</topic><topic>MEASURING ELECTRIC VARIABLES</topic><topic>MEASURING MAGNETIC VARIABLES</topic><topic>PHYSICS</topic><topic>PRESENTATION OF DATA</topic><topic>RECOGNITION OF DATA</topic><topic>RECORD CARRIERS</topic><topic>TESTING</topic><toplevel>online_resources</toplevel><creatorcontrib>XIAO CHEN</creatorcontrib><creatorcontrib>QU JIANFENG</creatorcontrib><creatorcontrib>FAN BINQI</creatorcontrib><creatorcontrib>WANG ZEPING</creatorcontrib><creatorcontrib>WU DONGDONG</creatorcontrib><collection>esp@cenet</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>XIAO CHEN</au><au>QU JIANFENG</au><au>FAN BINQI</au><au>WANG ZEPING</au><au>WU DONGDONG</au><format>patent</format><genre>patent</genre><ristype>GEN</ristype><title>Active inverter intermittent fault diagnosis method</title><date>2019-07-26</date><risdate>2019</risdate><abstract>The invention relates to the field of inverter intermittent fault diagnosis, in particular to an active inverter intermittent fault diagnosis method. The active inverter intermittent fault diagnosis method is based on the combination of wavelet packet transform and a random forest algorithm to diagnose intermittent faults of an active inverter. The active inverter intermittent fault diagnosis method comprises the steps that firstly, three-phase current signals output by various working states of the active inverter are collected, then wavelet packet decomposition and reconstruction are used for extracting characteristic information of the active inverter in the existing working state operation process, the intermittent faults are distinguished according to characteristic differences of wavelet packet decomposition and reconstruction timing diagrams under different states, decision trees are trained by CART algorithm using the characteristic information, and random forests are generatedby voting for each tree;</abstract><oa>free_for_read</oa></addata></record> |
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subjects | CALCULATING COMPUTING COUNTING HANDLING RECORD CARRIERS MEASURING MEASURING ELECTRIC VARIABLES MEASURING MAGNETIC VARIABLES PHYSICS PRESENTATION OF DATA RECOGNITION OF DATA RECORD CARRIERS TESTING |
title | Active inverter intermittent fault diagnosis method |
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