Performance Analysis of HAPS-RIS-Assisted MIMO Systems Under Phase-Dependent Amplitude Response Using Saddle Point Approximation
Tayfun Yilmaz, Haci Ilhan, Ali Gorcin, Halim Yanikomeroglu

TL;DR
This paper develops a saddle point approximation framework to analytically characterize the SNR distribution in RIS-HAPS-assisted MIMO systems, accounting for hardware impairments and phase-dependent responses.
Contribution
It introduces a novel mathematical approach for SNR analysis in complex RIS-HAPS MIMO channels with practical hardware considerations.
Findings
Closed-form expressions for PDF, CDF, and outage probability are derived.
The framework accurately predicts system performance validated by simulations.
Incorporates phase-dependent amplitude effects and hardware impairments into analysis.
Abstract
This letter proposes a novel mathematical framework for the statistical characterization of reconfigurable intelligent surface (RIS)-mounted high-altitude platform station (HAPS)-assisted MIMO systems over cascaded Rician fading channels. Due to the inherent coupling introduced by the RIS, the resulting cascaded channel does not satisfy the independence assumptions required for conventional Wishart-based modeling, which motivates a tractable alternative approach. By adopting a line-of-sight (LoS)-aligned precoding strategy, the received signal-to-noise ratio (SNR) is represented as a non-central quadratic form with a structured covariance matrix. Exploiting this structure, a saddle point approximation (SPA)-based framework is developed to characterize the SNR distribution. Closed-form expressions for the probability density function (PDF), cumulative distribution function (CDF), and…
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