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Yun-Xiang Chi

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Preprint Sep 2026

Reading the Sky to Forecast the Ground: Physics-Informed Link-State Forecasting for LEO Networks at Any Location

In this paper, we introduce Gnomon, a physics-informed system that forecasts user-perceived low-Earth-orbit (LEO) downlink throughput, uplink throughput, and round-trip time (RTT) under different levels of trace availability. Gnomon's physics layer reconstructs the serving geometry and four-leg bent-pipe attenuation fr...

Yun-Xiang Chi, Zhen-Lin An, Longfei Shangguan et al. · 0 citations

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