Vignesh Selvaraj

Intelligent Operation Monitoring of an Ultra-Precision CNC Machine Tool Using Energy Data

Vignesh Selvaraj, Zhicheng Xu, Sangkee Min · International Journal of Precision Engineering and Manufacturing-Green Technology · 2022 · 70 citations · Full text

Ultra-precision Machining, Convolutional Neural Network, Engineering +22

Applications of deep learning for fault detection in industrial cold forging

Andrew Glaeser, Vignesh Selvaraj, Soo Young Lee et al. · International Journal of Production Research · 2021 · 59 citations

Fault Diagnosis, Cold Forging, Reliability Engineering +15

State identification of a 5-axis ultra-precision CNC machine tool using energy consumption data assisted by multi-output densely connected 1D-CNN model

Zhicheng Xu, Vignesh Selvaraj, Sangkee Min · Journal of Intelligent Manufacturing · 2022 · 33 citations

Engineering, Machine Learning, Cellular Neural Network +4

Real-Time Fault Identification System for a Retrofitted Ultra-Precision CNC Machine from Equipment's Power Consumption Data: A Case Study of an Implementation

Vignesh Selvaraj, Sangkee Min · International Journal of Precision Engineering and Manufacturing-Green Technology · 2023 · 33 citations

Fault Diagnosis, Electrical Engineering, Reliability Engineering +9

Intelligent G-code-based power prediction of ultra-precision CNC machine tools through 1DCNN-LSTM-Attention model

Zhicheng Xu, Vignesh Selvaraj, Sangkee Min · Journal of Intelligent Manufacturing · 2024 · 19 citations

Engineering, Machine Learning, 1Dcnn-lstm-attention Model +3