Technical Description
This invention provides a bandwidth-efficient method for monitoring the performance of AI/ML-based CSI compression models in MIMO wireless systems. It enables the evaluation of encoder-decoder pairs at separate physical locations (UE and Base Station) without the prohibitive overhead of transmitting complete ground-truth data.
Problems Addressed
- High Feedback Overheads
- Bandwidth Consumption Stresses
- Model De-Synchronization Risks
- Inaccurate CSI Reconstruction
- Inefficient Monitoring Procedure
- Lacks Codebook Scalability
Tech Features
- Two-Sided Performance Monitoring
- Low-Overhead Metric Transmission
- AI/ML CSI Compression
- Distributed Model Life-Cycle Management
- Sparse Antenna-Frequency Exploitation
- Joint Encoder-Decoder Inference
Target Audience
- Telecommunication Equipment Manufacturers
- 5G/6G Network Operators
- Semiconductor and Chipset Designers
- Wireless Protocol Standard Bodies
- Mobile Device Manufacturers
- Research and Development
Tech ID: P10-1975 TRL 6 Patent Status: Granted Available For Exclusive and Non-exclusive License
