2003
DOI: 10.1016/s0890-6955(02)00142-6
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Diagnosis of tapping process using spindle motor current

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Cited by 37 publications
(25 citation statements)
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“…For cut tapping there are some researchers dedicated to develop models for the process: mechanistic models for the prediction of tapping torque including identification of faults typical of a tapping operation (as misalignment, runout and tooth breakage); [Cao and Sutherland, 2002] e [Mezentsev et al, 2002], unified-generalized mechanics of cutting model, as it is called on [Armarego and Chen, 2002], and experimental studies, as in [Li et al, 2003] that used the electrical current signal of the spindle motor for diagnosis.…”
Section: Introductionmentioning
confidence: 99%
“…For cut tapping there are some researchers dedicated to develop models for the process: mechanistic models for the prediction of tapping torque including identification of faults typical of a tapping operation (as misalignment, runout and tooth breakage); [Cao and Sutherland, 2002] e [Mezentsev et al, 2002], unified-generalized mechanics of cutting model, as it is called on [Armarego and Chen, 2002], and experimental studies, as in [Li et al, 2003] that used the electrical current signal of the spindle motor for diagnosis.…”
Section: Introductionmentioning
confidence: 99%
“…Oleg A et al proposed a fault identification system for conventional tapping using radial forces, and the fault detection capability of the tapping model was validated with a Kistler four-axis dynamometer on Mori Seiki CNC machine [7]. W.Li et al presented a two-stage pair-wise feature selection and classification tapping fault diagnostic approach using electrical current of the spindle motor, and achieved a 93% success rate on average [8]. But little has been done on the monitoring of vibration tapping, except for Zhang's investigated on monitoring of the tool breakage for vibration tapping.…”
Section: Introductionmentioning
confidence: 99%
“…Mathematical models are needed to characterize the relationship and to predict possible fault patterns based on the process conditions. In the past, a lot of research has been conducted on pattern recognition [7][8][9][10][11]; however, very little has been done to develop fault pattern models. Without such a model, fault diagnosis is limited to only what has been observed and cannot cover all the possible fault occurrences.…”
Section: Introductionmentioning
confidence: 99%