G. Setlak

Deep Learning vs. Machine Learning for Predictive Maintenance under Limited Industrial Data: A Cross-Machine Validation Case Study

Predictive maintenance (PdM) has become a strategic factor in modern manufacturing systems. While deep learning (DL) architectures such as Long Short-Term Memory (LSTM) models have demonstrated strong performance on large-scale industrial datasets, their effectiveness in PdM under limited data conditions remains unclea...