English

Rain Rate Estimation Bounds and Weather-Adaptive Pilot Allocation for LEO Satellite ISAC

Signal Processing 2026-04-14 v1

Abstract

Rain attenuates Ku-band satellite signals by up to 20~dB, encoding precipitation information along the Earth-space slant path. This paper derives the Bayesian Cram\'{e}r-Rao bound (BCRB) for rain rate estimation from LEO broadband OFDM downlinks. Using corrected ITU-R P.838-3 coefficients, the standard CRB yields a minimum detectable rain rate Rmin4.3\mmhR_{\min} \approx 4.3\mmh for a single link at the 3838^\circ reference elevation. We derive the prior Fisher information in closed form for log-normal rain (cv=1.05c_v = 1.05, from 186{,}292 samples) and show that a single-snapshot BCRB reduces RminR_{\min} to 1.1\mmh1.1\mmh; exploiting temporal correlation (ρ=0.95\rho = 0.95) over a 30-min window further tightens it to 0.95\mmh0.95\mmh, while multi-link fusion across N=215N = 215 links lowers the operating-point RMSE \emph{lower bound} at R=20\mmhR = 20\mmh to approximately 0.07\mmh0.07\mmh. Building on these bounds, we formulate a weather-adaptive pilot allocation that minimizes the BCRB subject to a hard spectral-efficiency constraint, characterize its three-regime structure (full-sensing, throughput-tracking, outage), and pair it with a CUSUM rain onset detector achieving sub-10-min delay for R20\mmhR \geq 20\mmh. A closed-form analysis of dynamic LEO slant geometry identifies a sensing-optimal elevation at the P.618-validity floor of 1515^\circ that yields a 1.58×1.58\times geometric improvement over the 3838^\circ baseline, exposing a structural anti-correlation between sensing- and communication-optimal elevations along an orbital pass. Validation against 9.4~million radar samples from 215 Ku-band GEO satellite links (r=0.72r = 0.72, RMSE~=1.24\dB= 1.24\dB) and 113 rain gauges confirms the underlying attenuation model; the bounds transfer to LEO constellations under matched OFDM signal parameters, with dedicated LEO validation left for future work.

Keywords

Cite

@article{arxiv.2604.10830,
  title  = {Rain Rate Estimation Bounds and Weather-Adaptive Pilot Allocation for LEO Satellite ISAC},
  author = {Haofan Dong and Houtianfu Wang and Hanlin Cai and O. Tansel Baydas and Ozgur B. Akan},
  journal= {arXiv preprint arXiv:2604.10830},
  year   = {2026}
}