3 papers
cs.IT2026
CommUNext: Deep Learning-Based Cross-Band and Multi-Directional Signal Prediction
Chi-Jui Sung, Fan-Hao Lin, Tzu-Hao Huang +4
Sixth-generation (6G) networks are envisioned to achieve full-band cognition by jointly utilizing spectrum resources from Frequency Range 1 (FR1) to Frequency Range 3 (FR3, 7-24 GH…
cs.IT2026
Cross-Band Channel Impulse Response Prediction: Leveraging 3.5 GHz Channels for Upper Mid-Band
Fan-Hao Lin, Chi-Jui Sung, Chu-Hsiang Huang +3
Accurate cross-band channel prediction is essential for 6G networks, particularly in the upper mid-band (FR3, 7-24 GHz), where penetration loss and blockage are severe. Although ra…
cs.IT2025
Geo2ComMap: Deep Learning-Based MIMO Throughput Prediction Using Geographic Data
Fan-Hao Lin, Tzu-Hao Huang, Chao-Kai Wen +1
Accurate communication performance prediction is crucial for wireless applications such as network deployment and resource management. Unlike conventional systems with a single tra…