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2010 PHM Society Conference Data Challenge
- Citation Author(s):
- Submitted by:
- Yi-Chung Chen
- Last updated:
- Thu, 10/07/2021 - 06:12
- DOI:
- 10.21227/jdxd-yy51
- Links:
- License:
- Categories:
Abstract
The PHM Data Challenge is a competition open to all potential conference attendees. This dataset is from the challenge and focused on RUL estimation for a high-speed CNC milling machine cutters using dynamometer, accelerometer, and acoustic emission data.
There are six individual cutter records, c1…c6, however, the competition only realized c1, c4 and c6 for training.
Each training record contains one “wear” file that lists wear after each cut in 10^-3 mm, and a folder with approximately 300 individual data acquisition files (one for each cut). The data acquisition files are in .csv format, with seven columns, corresponding to:
Column 1: Force (N) in X dimension
Column 2: Force (N) in Y dimension
Column 3: Force (N) in Z dimension
Column 4: Vibration (g) in X dimension
Column 5: Vibration (g) in Y dimension
Column 6: Vibration (g) in Z dimension
Column 7: AE-RMS (V)
Some background on the apparatus and experimental setup can be found here, and in the references in that paper. The spindle speed of the cutter was 10400 RPM; feed rate was 1555 mm/min; Y depth of cut (radial) was 0.125 mm; Z depth of cut (axial) was 0.2 mm. Data was acquired at 50 KHz/channel.
Comments
How can I get the data ?
Thanks for sharing. from Peng Ding, SEU, China
Hey, I found some available sources as follows:
1)https://blog.csdn.net/moumourenaini/article/details/103605104?fbclid=IwA...
This website provided the download info, the download link is: https://pan.baidu.com/s/17GbX52SlPScsv0G7fDp5dQ
,and the access key is 4561
2)This GitHub link(https://github.com/qingluM/CDAR/tree/main/01Tool%20wear/data) provided by the paper "Deep transfer learning for conditional shift in regression".
Hope this can help you all.
Thanks~
Danke