Abstract
In RIS-assisted wireless systems, Gaussian-mixture noise and RIS phase mismatch can severely degrade both sensing accuracy and data transmission performance. To address these coupled impairments, this letter proposes a robust sequential sensing-aided communication enhancement framework. In the sensing stage, a multi-stage residual sparse regression (MSRSR) algorithm based on alternating minimization is developed. By incorporating atomic and & lscr;(1) -norm regularizations into a Lawson norm fidelity criterion, the resulting subproblems are solved using alternating direction method of multipliers (ADMM) and iterative shrinkage-thresholding algorithm (ISTA), enabling robust suppression of impulsive outliers and accurate recovery of the direction of arrival (DOA) and sparse mismatch matrix. In the subsequent communication stage, a low-complexity greedy coordinate descent (GCD) scheme exploits the estimated environmental priors to optimize 2-bit discrete RIS phase shifts for average achievable sum-rate maximization. Simulations verify that under severe hardware and electromagnetic constraints, the proposed scheme significantly outperforms benchmarks, approaches the reference bound under the considered simulation settings, and substantially enhances multi-node throughput.
| Original language | English |
|---|---|
| Pages (from-to) | 2720-2724 |
| Number of pages | 5 |
| Journal | IEEE Communications Letters |
| Volume | 30 |
| DOIs | |
| Publication status | Published - 20 Jul 2026 |
Keywords
- Algorithms
- Direction of arrival (DOA)
- Direction-of-arrival estimation
- Gaussian-mixture noise
- Hardware
- Interference
- Matrices
- Modeling
- Noise
- Optimization
- Phase mismatch
- Reconfigurable intelligent surfaces
- Vectors
- greedy coordinate descent (GCD)
- reconfigurable intelligent surface (RIS)
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