Agenda

AI & Automation

Smarter Networks by Design

MIND Your Design: Automated Network Topology Generation from Network Signals

  • Demonstrating the generation of a full network topology of healthy cable plant using DOCSIS 3.1 telemetry
    – generated network topology includes lengths of cable spans and placement of amplifiers and taps
  • Insights into use cases of this technology:  fault localization, augmenting existing maps
  • Understanding the home and drop cable wiring with high precision

The Art and Science of Pervasive Monitoring and Decision Making

  • Understanding the concepts of pervasive, continuous and automatic discovery, and monitoring of the fiber network
  • Highlighting the importance of real-time data strategy—timely collection, correlation, and application of high-value insights
  • Showcasing how integrated data and network visibility tools enable proactive ticketing, collaboration, and reduced troubleshooting

Using Generative Design to Automate HFC Network Design

  • Exploring how Generative Design applies AI and optimization algorithms to automate RF node placement in HFC network design
  • Highlighting time savings and improved network performance by reducing manual design effort traditionally required
  • Analyzing multiple optimization techniques for node-level design, including convergence speed and solution efficiency across various scenarios
  • Addressing key design considerations such as RF levelling, power distribution, and fiber routing to support scalable and cost-effective network expansion

Look – We Are Twinning! Building Digital Twins to Help Improve Our Networks

  • Introducing Comcast’s Digital Twin: a real-time, multi-layer, multi-vendor network representation for proactive fault detection and root cause analysis
  • Showcasing automated topology discovery and AI/ML-powered insights for event grouping, predictive maintenance, and network optimization
  • Demonstrating how “What-If” scenario modelling can improve resiliency, reduce latency, and unify the Core network infrastructure
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