AI Use Case
Predict and support mitigation of unplanned downtime
Reduce unplanned downtime to identify, monitor and pre-emptively predict the failure of the drivers of unplanned network downtime. Model complex networks and analyse historic data to understand probable causes of major problems and interruptions.
Function
Operations
Network Operations
Benefits
Operational - Increased machine uptime,Cost - Asset uptime optimisation,Risk reduction - Maximise system uptime,Risk reduction - Reduced compliance risk
Case Studies
Bonanza Creek Energy~Bonanza Creek Energy avoids production shutdown and fines by anticipating when certain emissions are going to occur using a machine learning system
Potential Vendors
Industry
Data Sets
Structured / Semi-structured,Time series
AI Technologies
ML Task - Action Selection - Reinforcement Learning ,Machine Learning (ML),Traditional AI,Model Architecture - Deep Neural Networks,ML Task - Grouping - Anomaly Detection,ML Task - Prediction - Binary Classification,ML Task - Prediction - Multi-class Classification,ML Task - Prediction - Regression