Paper Title:
Research on Fault Diagnosis Based on BP-SOM Hybrid Algorithms for NC Machine
| Periodical | Advanced Materials Research (Volume 544) |
|---|---|
| Main Theme | Advances in Product Development and Reliability III |
| Edited by | L. Gao, W.D. Li, Y.X. Zhao and X.Y. Li |
| Pages | 32-37 |
| DOI | 10.4028/www.scientific.net/AMR.544.32 |
| Citation | Chao Deng et al., 2012, Advanced Materials Research, 544, 32 |
| Online since | June, 2012 |
| Authors | Chao Deng, Wen Long Dong, Yuan Hang Wang, Yao Xiong |
| Keywords | BP, Fault Diagnosis, NC Machine, Precision, SOM |
| Price | US$ 28,- |
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Abstract
NC machines are more and more widely used in manufacturing industry. As the key equipments in the factory, NC machines should be closely monitored to avoid faults. Therefore, the research on multi-function diagnosis based on BP-SOM is discussed for NC machine in the paper. Taking the precision data as the basic data for diagnosis, the research used BP and SOM algorithms to build up diagnosis models. As a result, the research has accomplished the diagnosing process and acquires good simulation output, which resembles with the real fact.
