Ingress detection and localization

A system for ingress detection and localization within a customer premises equipment network, comprising:

• a processing device;
• a machine learning engine;
• and
• non-transitory computer readable data storage media storing instructions that, when executed by the processing device, cause the processing device to detect and localize ingress noise within a customer premises equipment network, the ingress detection and localization system operative to:
• collect data associated with customer premises equipment activities within a customer premises network;
• detect, with a machine learning engine, customer premises equipment nodes within the collected data that are generating ingress data above a first predetermined level;
• identify locations of ingress data generation within the detected customer premises equipment nodes using a smart amplifier radio frequency tray, wherein the smart amplifier radio frequency tray is connected between the customer premises equipment nodes and a network node that connects the customer premises equipment nodes to a cable modem termination system;
• detect, by the machine learning engine, identified ingress generation locations generating ingress data exceeding a second predetermined level;
• and
• reduce ingress data generation from the detected identified locations.

A non-transitory computer readable storage device including executable instructions for ingress detection and localization within a customer premises equipment network, which when executed by a processor, is operable to:

• collect data associated with customer premises equipment activities within a customer premises equipment network;
• detect, with a machine learning engine, customer premises equipment nodes within the collected data that are generating ingress data above a first predetermined level;
• identify locations of ingress data generation within the detected customer premises equipment nodes using a smart amplifier radio frequency tray, wherein the smart amplifier radio frequency tray is connected between the customer premises equipment nodes and a network node that connects the customer premises equipment nodes to a cable modem termination system;
• detect, by the machine learning engine, identified ingress generation locations generating ingress data exceeding a second predetermined level;
• and
• reduce ingress data generation from the detected identified locations.