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arXiv 2002.03639cs.AIcs.ITeess.SPmath.IT

iDCR: Improved Dempster Combination Rule for Multisensor Fault Diagnosis

Institute of Technical Education and Research(技术教育与研究学院);Siksha ’O’ Anusandhan (Deemed to be University)(希克沙奥阿努桑丹大学(被视为大学))

Nimisha Ghosh, Sayantan Saha, Rourab Paul

英文摘要:

Data gathered from multiple sensors can be effectively fused for accurate monitoring of many engineering applications. In the last few years, one of the most sought after applications for multi sensor fusion has been fault diagnosis. Dempster-Shafer Theory of Evidence along with Dempsters Combination Rule is a very popular method for multi sensor fusion which can be successfully applied to fault diagnosis. But if the information obtained from the different sensors shows high conflict, the classical Dempsters Combination Rule may produce counter-intuitive result. To overcome this shortcoming, this paper proposes an improved combination rule for multi sensor data fusion. Numerical examples have been put forward to show the effectiveness of the proposed method. Comparative analysis has also been carried out with existing methods to show the superiority of the proposed method in multi sensor fault diagnosis.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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