# Process data based estimation of tool wear on punching machines using TCN-Autoencoder from raw time-series information

> Research article (IOP Conference Series Materials Science and Engineering, 2021) · cited 12× · AI/ML

**Wikidata**: [openalex:W3176329705](https://www.wikidata.org/wiki/openalex:W3176329705)  
**Source**: https://4ort.xyz/entity/process-data-based-estimation-of-tool-wear-on-punching-machines-using-tcn-autoencoder-from-raw-time-series-information