Review of predictive maintenance algorithms applied to HVAC systems

A systematic literature review of machine learning methods applied to predictive maintenance

Thyago Peres Carvalho, Fabrízzio Soares, Roberto Oliveira Vita et al. · Computers & Industrial Engineering · 2019 · 1.3K citations

Software Maintenance, Artificial Intelligence, Systematic Literature Review +14

Data-Driven Methods for Predictive Maintenance of Industrial Equipment: A Survey

Weiting Zhang, Dong Yang, Hongchao Wang · IEEE Systems Journal · 2019 · 606 citations

Software Maintenance, Artificial Intelligence, Engineering +28

Machine learning and reasoning for predictive maintenance in Industry 4.0: Current status and challenges

Jovani Dalzochio, Rafael Kunst, Edison Pignaton de Freitas et al. · Computers in Industry · 2020 · 504 citations

Engineering, Machine Learning, Data Science +11

A hybrid predictive maintenance approach for CNC machine tool driven by Digital Twin

Weichao Luo, Tianliang Hu, Yingxin Ye et al. · Robotics and Computer-Integrated Manufacturing · 2020 · 480 citations

Engineering, Industrial Engineering, Digital Twinning +12

Data-driven predictive maintenance planning framework for MEP components based on BIM and IoT using machine learning algorithms

Jack C.P. Cheng, Weiwei Chen, Keyu Chen et al. · Automation in Construction · 2020 · 472 citations

Mep Components, Maintenance Engineering, Engineering +15