This project uses innovative technologies such as high-fidelity digital twin simulation, a multi-modal parameter optimization agent, an intelligent beam optimization algorithm, and a realistic network simulation algorithm to enhance wireless network performance, user experience, and operational efficiency while reducing costs and risks.
Key innovations include:
1. High-Fidelity Digital Twin Simulation: Accurately maps real-time network performance to predict future network states and performance trends.
2. Multi-Modal Parameter Optimization Agent: Integrates heterogeneous data to optimize network parameters in real-time.
3. MAMO-RL Beam Optimization: Dynamically adjusts 5G beam direction using reinforcement learning for improved coverage and traffic distribution.
4. PCI MOD90 Simulation Optimization: Minimizes interference through advanced modeling and optimization algorithms.
The project will significantly improve network performance, user satisfaction, and O&M efficiency, providing a valuable reference for future network development.