CUTTING TOOL WEAR CONDITION MONITORING BASED ON ARTIFICIAL BEE COLONY-BP NEUTRAL NETWORK ALGORITHM
To improve cutting tool wear condition monitoring accuracy,wear condition monitoring method based on artificial bee colony-BP neutral network is proposed. Force sensor and vibration sensor are used to design monitoring platform. Matching pursuit algorithm is used to denoise for the signal. Character...
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| Format: | Article |
| Language: | zho |
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Editorial Office of Journal of Mechanical Strength
2017-01-01
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| Series: | Jixie qiangdu |
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| Online Access: | http://www.jxqd.net.cn/thesisDetails#10.16579/j.issn.1001.9669.2017.06.005 |
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| author | WANG WuGuang |
| author_facet | WANG WuGuang |
| author_sort | WANG WuGuang |
| collection | DOAJ |
| description | To improve cutting tool wear condition monitoring accuracy,wear condition monitoring method based on artificial bee colony-BP neutral network is proposed. Force sensor and vibration sensor are used to design monitoring platform. Matching pursuit algorithm is used to denoise for the signal. Characteristic parameters are extracted from time domain,frequency domain,and time-frequency domain. These characteristic parameters are reduced dimensionally by kernel principal component analysis,and fifteen parameters are ensured at last. Cutting tool wear condition recognition method based on artificial bee colony-BP neutral network algorithm is presented, and artificial bee colony algorithm is used to optimize neutral network parameters. The experimental result proves that the recognition accuracy is 78. 75% by BP neutral network and 100% by optimized BP neutral network algorithm respectively. |
| format | Article |
| id | doaj-art-7b9ec2e5dfae490f8cb2f3e2c7ec5573 |
| institution | Kabale University |
| issn | 1001-9669 |
| language | zho |
| publishDate | 2017-01-01 |
| publisher | Editorial Office of Journal of Mechanical Strength |
| record_format | Article |
| series | Jixie qiangdu |
| spelling | doaj-art-7b9ec2e5dfae490f8cb2f3e2c7ec55732025-01-15T02:33:05ZzhoEditorial Office of Journal of Mechanical StrengthJixie qiangdu1001-96692017-01-01391282128730600079CUTTING TOOL WEAR CONDITION MONITORING BASED ON ARTIFICIAL BEE COLONY-BP NEUTRAL NETWORK ALGORITHMWANG WuGuangTo improve cutting tool wear condition monitoring accuracy,wear condition monitoring method based on artificial bee colony-BP neutral network is proposed. Force sensor and vibration sensor are used to design monitoring platform. Matching pursuit algorithm is used to denoise for the signal. Characteristic parameters are extracted from time domain,frequency domain,and time-frequency domain. These characteristic parameters are reduced dimensionally by kernel principal component analysis,and fifteen parameters are ensured at last. Cutting tool wear condition recognition method based on artificial bee colony-BP neutral network algorithm is presented, and artificial bee colony algorithm is used to optimize neutral network parameters. The experimental result proves that the recognition accuracy is 78. 75% by BP neutral network and 100% by optimized BP neutral network algorithm respectively.http://www.jxqd.net.cn/thesisDetails#10.16579/j.issn.1001.9669.2017.06.005Cutting toolWear condition monitoringMatching pursuit algorithmKernel principal component analysisArtificial bee colony-BP neutral network algorithm |
| spellingShingle | WANG WuGuang CUTTING TOOL WEAR CONDITION MONITORING BASED ON ARTIFICIAL BEE COLONY-BP NEUTRAL NETWORK ALGORITHM Jixie qiangdu Cutting tool Wear condition monitoring Matching pursuit algorithm Kernel principal component analysis Artificial bee colony-BP neutral network algorithm |
| title | CUTTING TOOL WEAR CONDITION MONITORING BASED ON ARTIFICIAL BEE COLONY-BP NEUTRAL NETWORK ALGORITHM |
| title_full | CUTTING TOOL WEAR CONDITION MONITORING BASED ON ARTIFICIAL BEE COLONY-BP NEUTRAL NETWORK ALGORITHM |
| title_fullStr | CUTTING TOOL WEAR CONDITION MONITORING BASED ON ARTIFICIAL BEE COLONY-BP NEUTRAL NETWORK ALGORITHM |
| title_full_unstemmed | CUTTING TOOL WEAR CONDITION MONITORING BASED ON ARTIFICIAL BEE COLONY-BP NEUTRAL NETWORK ALGORITHM |
| title_short | CUTTING TOOL WEAR CONDITION MONITORING BASED ON ARTIFICIAL BEE COLONY-BP NEUTRAL NETWORK ALGORITHM |
| title_sort | cutting tool wear condition monitoring based on artificial bee colony bp neutral network algorithm |
| topic | Cutting tool Wear condition monitoring Matching pursuit algorithm Kernel principal component analysis Artificial bee colony-BP neutral network algorithm |
| url | http://www.jxqd.net.cn/thesisDetails#10.16579/j.issn.1001.9669.2017.06.005 |
| work_keys_str_mv | AT wangwuguang cuttingtoolwearconditionmonitoringbasedonartificialbeecolonybpneutralnetworkalgorithm |