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Table 4 Details of the second experimental case

From: Multi-Scale Convolutional Gated Recurrent Unit Networks for Tool Wear Prediction in Smart Manufacturing

Parameters

Values

CNC machine

FEELER FTC-20 CNC machine

Cutting tool

Korea KORLOY, CNMG120408-HM

Cutting speed

200 m/min

Feed rate

0.15 mm/r

Cutting depth

2 mm

Workpiece

Material: GB 45# steel

Diameter: 100 mm

Length: 300 mm

Vibration signal

Sampling frequency: 32768 Hz

Sampling time: 2 s

Acoustic emission signal (AE-RMS)

Sampling frequency: 25000 Hz

Sampling time: 2 s

Current signal of spindle motor

Sampling frequency: 32768 Hz

Sampling time: 2 s

Surface roughness measuring instrument

Mitutoyo SJ-201P

Tool wear measuring instrument

MTO MZDH0670 microscope