Sensorless tool wear estimation by using the artificial intelligence (AI) tools from the currents of motors generating linear motions Article

Demetgul, Mustafa, Darji, Apurv Rajeshkumar, Tansel, Ibrahim Nur et al. (2025). Sensorless tool wear estimation by using the artificial intelligence (AI) tools from the currents of motors generating linear motions . INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 136(10), 4335-4353. 10.1007/s00170-025-15069-x

Open Access International Collaboration

cited authors

  • Demetgul, Mustafa; Darji, Apurv Rajeshkumar; Tansel, Ibrahim Nur; Puchta, Alexander; Fleischer, Juergen; Stork, Wilhelm

sustainable development goals

authors

publication date

  • February 1, 2025

published in

keywords

  • 1dCNN
  • Auto-encoder
  • Automation & Control Systems
  • BREAKAGE
  • CONVOLUTIONAL NEURAL-NETWORK
  • CUTTING FORCE
  • DIAGNOSIS
  • Deep learning
  • Engineering
  • Engineering, Manufacturing
  • FAILURE
  • LSTM
  • MONITORING-SYSTEM
  • PREDICTION
  • SIGNALS
  • SURFACE-ROUGHNESS
  • Science & Technology
  • TRANSFORM
  • Technology
  • Tool wear monitoring

Digital Object Identifier (DOI)

publisher

  • SPRINGER LONDON LTD

start page

  • 4335

end page

  • 4353

volume

  • 136

issue

  • 10