Industry 4.0 in Small and Medium-Sized Enterprises (SMEs)

4 Machinery Fault Detection using Artificial Intelligence in Industry 4.0

Pooja Kamat, Sıtkı Akıncıoğlu, and Rekha Sugandhi

DOI: 10.1201/9781003200857-4

Contents

4.1 The Era of Industry 4.0

4.1.1 Sustainable Smart Manufacturing under Industry 4.0

4.1.2 Introduction and Evolution of Predictive Maintenance

4.2 Artificial Intelligence–Empowered Predictive Maintenance

4.2.1 Predictive Maintenance Framework

4.2.2 Literature Survey: Fault Detection and Diagnosis

4.3 Case Study on Fault Detection in Bearing Machinery

4.3.1 Data Set Description

4.3.2 Algorithm Description

4.3.3 Methodology

4.3.4 Results and Analysis

4.3.4.1 Data Visualisation

4.3.4.2 Model Application

4.3.4.3 Performance Evaluation

4.4 Future Directions

4.5 Conclusions

Acknowledgement ...