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

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

Potential Vendors