AI Use Case

Predict problems and recommend proactive maintenance for power generation and supporting equipment

Predict failure and recommend proactive maintenance for mining, drilling, power generation, and moving equipment

Function

Benefits

Operational - Increased machine uptime,Cost - Lifecycle maintenance support cost reduction,Cost - Asset uptime optimisation

Case Studies

"Large European integrated electric power company~A large european integrated electric power company is predicting, diagnosing and reducing equipment failures in conventional power plants with machine learning",Enel~Enel is reducing operational and capital expenses by predicting maintenance and improving asset performance using machine learning,London Fire Brigade~The London Fire Brigade identifies the areas prone to fires in ducting systems to provide targeted maintenance using natural language processing ,Rice University~Rice University researchers improve on the state-of-the-art for wind turbine icing detection with a CNN

Industry

Energy

Renewable Energy

Data Sets

Structured / Semi-structured,Time series

AI Technologies

Machine Learning (ML),ML Task - Action Selection - Reinforcement Learning ,Product - Data Capture - Telematics,Product - Data Capture - Sensor IoT,ML Task - Prediction - Binary Classification,ML Task - Prediction - Multi-class Classification,ML Task - Prediction - Regression,ML Task - Grouping - Anomaly Detection

Potential Vendors

C3 IoT,C3 IoT,ASI Data Science