Latest Research in Predictive Machine Fault Diagnostics

Top Research Topics in Predictive Machine Fault Diagnostics

• Machine Fault Diagnosis Techniques — 148 papers
• Machine Learning — 52 papers
• Structural Health Monitoring Techniques — 32 papers
• Adrenal and Paraganglionic Tumors — 30 papers
• Computer Vision and Pattern Recognition — 30 papers
• Power Transformer Diagnostics and Insulation — 23 papers
• Anomaly Detection Techniques and Applications — 23 papers
• Pituitary Gland Disorders and Treatments — 23 papers
• Dental Radiography and Imaging — 20 papers
• Advanced Statistical Process Monitoring — 19 papers

Highest-Cited Papers

1. Knowledge Topology and the First Passage to Usable Hypotheses: A Readout Theory of Discovery Time and Direction (9 citations)
2. Evidential Uncertainty-Aware Fault Diagnosis for Autonomous Spacecraft Health Management
3. Evidential Uncertainty-Aware Fault Diagnosis for Autonomous Spacecraft Health Management
4. The Causal Solution — DD094 Runtime and AC59 Open-Problem Solver: Practical Research Software Release
5. Fault diagnosis method for rolling bearings based on improved recurrence plot and EfficientNet
6. A strong noise-bearing fault diagnosis method based on A-CPO dual-stage associated parameter optimization
7. Multi-stage diffusion-based vibration signal representation for few-shot rolling bearing fault diagnosis
8. Multi-scale physics-informed reinforcement learning method for bearing fault diagnosis under data scarcity
9. Diagnostic challenges in primary aldosteronism evaluation and finerenone use
10. Integrity-aware multi-sensor health monitoring of bridges via denoising variational autoencoder
11. The Causal Solution — DD094 Runtime and AC59 Open-Problem Solver: Practical Research Software Release
12. Intelligent sensor-based fault diagnosis and tool wear prediction for CNC milling using hybrid machine learning
13. A Physics-Guided Transformer–LSTM prediction Model with dynamic feature weighting for NOx emission prediction in CFB boilers
14. Interpretable Spatiotemporal Coupling Network for Robust Emission Prediction and Implicit Mechanism Mining in Sludge Gasification
15. A new power transformer risk modelling considering cumulative surge effects in insulation coordination studies
16. Early warning of mine seismic events via spatiotemporal information transformation learning
17. Adrenaline
18. Multi-sensor data-driven intelligent product interaction fault self-diagnosis system
19. Physics-guided deep reinforcement learning framework for reliability-based design optimization of complex mechanical systems
20. Hybrid framework for on‐the‐fly diagnosis of energy inefficiency in multi‐unit processes based on data‐driven and knowledge‐based integration

Sub-Regions

• Mechanical Fault Prognostics — 192 papers
• Industrial Process Health — 149 papers
• Statistical Anomaly Detection — 127 papers
• Civil Infrastructure Monitoring — 127 papers
• Environmental Noise Modelling — 89 papers
• Adrenal Endocrine Diagnostics — 79 papers
• Dental Imaging Informatics — 48 papers
• Pituitary Neurosurgical Management — 38 papers