AI Use Case

Forecast network demand

Forecasting network demand (average demand, surge demand, minimal viable demand) based on predicted network usage behaviours, patterns, trends and likely upcoming events (e.g. cold weather). Helping determine future capacity needs (e.g. retail locations, new plant, new networks) ensures better planning outcomes including potential (what if) working situations.

Function

Operations

Network Operations

Benefits

Operational Support - Demand forecasting,Operational Support - Situational awareness

Case Studies

Viacom~Viacom reduces video start delay by 33% by improving video streaming using machine learning to analyse network performance and resource utilisation,Premier Resort~Premier Resort manages its indoor wireless location services using machine learning ,Verizon~Verizon monitors and optimises network performance in real-tim using machine learning to analyse network interface data

Industry

Data Sets

Structured / Semi-structured

AI Technologies

Traditional AI,ML Task - Prediction - Regression,Machine Learning (ML),Model Architecture - Random Forest,Model Architecture - Artificial Neural Network (ANN)

Potential Vendors

Databricks,Mist Systems