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.
Operational - Increased machine uptime,Cost - Asset uptime optimisation,Risk reduction - Maximise system uptime,Risk reduction - Reduced compliance risk
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
Structured / Semi-structured,Time series
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