US20260052402
2026-02-19
Electricity
H04W24/02
The patent application presents a system and method for optimizing cellular network performance. This involves using a processing system with a processor and memory to execute instructions that improve network coverage quality. The system divides a geographic area into multiple bins and assigns an agent to each antenna within this area. These agents adjust the network settings of antennas to enhance coverage quality, signal strength, and reduce interference.
The process begins by initializing random settings for network parameters. The system then computes updated coverage quality, signal strength, and interference for each bin based on the agent's proposed settings. These results are recorded in a history log. Agents are rewarded for improvements, and this cycle of computing, recording, and rewarding is repeated a set number of times or until a predetermined improvement goal is achieved. The history is then used to train a policy net, which iterates through the process until convergence is reached.
The system employs a geospatial ray tracer to calculate signal strength from antennas based on location bins. This ray tracer uses a multi-path coefficient to determine signal strength and assesses coverage quality when the average variance of signal strength exceeds a threshold. The coverage quality data is fed into a reinforcement learning model to discover optimal network parameter settings that maximize coverage while minimizing interference.
A processing system assigns agents to antennas in a geographic area partitioned into bins. These agents execute actions to adjust network settings for improved coverage quality. The system initializes random settings, computes updated metrics, records them, and rewards agents for improvements. This process is repeated until an improvement goal is met or a maximum number of iterations is reached. The history data is provided to a policy net, which iterates the process until convergence.
The communication network includes multiple network elements facilitating broadband, wireless, voice, and media access. It can operate over various network types, including circuit-switched, packet-switched, VoIP, IP, cable, optical, 4G, 5G, WiMAX, ultra-wideband, and others. These elements ensure the distribution of content from various sources and provide multiple access services to client devices.