AI Use Case

Optimise field network performance

Network performance optimisation predicts and optimises field network performance across multiple usage scenarios (network traffic, weather, seasonality, holidays, special events) - potentially in real-time.

Function

Operations

Network Operations

Benefits

Cost - Optimise resource allocation,Risk reduction - Maximise system uptime

Case Studies

Sears ~Sears Appliance Repair Unit gains 5 - 6% productivity by predicting parts required for field worker repairs,Premier Resort~Premier Resort manages its indoor wireless location services using machine learning ,UPS~UPS uses network planning tools to optimise the flow of packages within its network from loading docks to sorting to the final destination ,Verizon~Verizon monitors and optimises network performance in real-tim using machine learning to analyse network interface data,AT&T~AT&T monitors its network constantly offering seamless service and plans maintenance and upgrades optimally using machine learning

Industry

Data Sets

Structured / Semi-structured,Time series

AI Technologies

ML Task - Action Selection - Reinforcement Learning ,Machine Learning (ML),Traditional AI

Potential Vendors

Mist Systems