Symbol Error Analysis for Fluid Antenna Systems with One- and Two-Dimensional Modulation Schemes
Pith reviewed 2026-05-10 18:06 UTC · model grok-4.3
The pith
Fluid antenna receivers achieve exact closed-form symbol error rates by selecting and combining the best K out of N ports.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
The paper establishes novel exact closed-form expressions for the symbol error probabilities of a fluid antenna system employing one- and two-dimensional modulation schemes, where the receiver selects the K strongest ports out of N and applies maximal-ratio combining, along with corresponding asymptotic approximations at high signal-to-noise ratios.
What carries the argument
Order statistics on the port SNRs to obtain the distribution of the combined signal after selecting the K best ports and maximal-ratio combining.
If this is right
- SEP decreases as K increases for fixed N and modulation.
- Asymptotic approximations directly give the diversity order of the port-selection scheme.
- The closed-forms allow parameter optimization of N and K for a target error rate.
- Optimal symbol detectors are obtained separately for each of the four modulation families.
Where Pith is reading between the lines
- The closed-forms could support real-time selection of K in varying channels.
- The same order-statistic approach might apply to spatially correlated ports.
- Performance gains relative to fixed-antenna arrays could be quantified by reusing the expressions.
Load-bearing premise
The receiver has perfect instantaneous channel state information for every port so that it can always identify the true best K ports and perform ideal maximal-ratio combining.
What would settle it
Monte Carlo simulations with noisy channel estimates that cause imperfect port selection would produce SEP curves that deviate from the closed-form expressions.
Figures
read the original abstract
This paper considers a Fluid Antenna (FA) system comprising a single-antenna transmitter that communicates with a receiver equipped with an FA array with $N$ ports. The transmitter is assumed to deploy any of the modulation schemes: \textit{i}) two-sided $M$-ary amplitude-shift keying, \textit{ii}) $M$-ary phase-shift keying, iii) $M$-ary quadrature-amplitude modulation, and \textit{iv}) binary frequency-shift keying, the channels between its antenna and the receiver ports are subjected to Rayleigh fading, and the receiver chooses the best $K$ out of its $N$ ports for symbol detection. Considering that the receiver combines the signals from the best $K$ ports using maximal-ratio combining, the optimal reception structures for all the considered signaling schemes are obtained. We also present novel exact closed-form expressions for the respective symbol error probabilities (SEPs) of the FA system, as well as asymptotic approximations valid at high signal-to-noise ratios. The presented analysis is corroborated through comparisons with simulation results, showcasing the critical role of various system parameters on the SEP performance.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper analyzes a fluid antenna (FA) system with a single-antenna transmitter and an N-port FA receiver under Rayleigh fading. The receiver selects the best K ports out of N and applies maximal-ratio combining (MRC) for detection. For four modulation schemes—two-sided M-ary ASK, M-ary PSK, M-ary QAM, and binary FSK—it derives the optimal receivers and presents novel exact closed-form symbol error probability (SEP) expressions together with high-SNR asymptotic approximations. The results are corroborated by Monte Carlo simulations that illustrate the effects of system parameters such as N, K, and SNR.
Significance. If the closed-form derivations hold, the work supplies exact analytical SEP expressions for FA systems employing best-K port selection and MRC, which are useful for rapid performance evaluation and parameter optimization across multiple modulation formats. Credit is due for the use of standard order-statistics techniques on the combined SNR to obtain the exact expressions, the provision of high-SNR asymptotics, and the simulation-based validation that confirms the analysis.
minor comments (3)
- The simulation figures should include error bars or confidence intervals on the Monte Carlo points to allow quantitative assessment of agreement with the analytical curves, as noted in the abstract's validation claim.
- Clarify in the system model whether the port selection is performed with perfect instantaneous CSI for all N ports; while the assumption is stated, a brief remark on its practical implications would improve readability.
- Ensure that the notation for the ordered SNRs and the MRC weights is introduced consistently before the SEP integral derivations.
Simulated Author's Rebuttal
We thank the referee for the positive summary of our manuscript and for acknowledging the significance of the derived exact closed-form SEP expressions and high-SNR approximations for fluid antenna systems with best-K port MRC across the considered modulation schemes. The recommendation for minor revision is noted, and we will incorporate appropriate improvements in the revised version.
Circularity Check
No significant circularity in derivation chain
full rationale
The paper derives exact closed-form SEP expressions and high-SNR asymptotics for FA systems with Rayleigh fading, best-K port selection, and MRC for standard modulation schemes. These follow conventional order-statistics techniques on the combined SNR and standard integral forms for SEP, with simulation corroboration. No self-definitional reductions, fitted inputs renamed as predictions, or load-bearing self-citations appear in the derivation structure; the central results are independent of the model inputs by construction.
Axiom & Free-Parameter Ledger
axioms (2)
- domain assumption Channels between transmitter and each receiver port experience independent Rayleigh fading.
- domain assumption The receiver has perfect instantaneous knowledge of all port channels to select the best K and perform MRC.
Reference graph
Works this paper leans on
-
[1]
A tutorial on extremely large-scale MIMO for 6G: Fundamentals, signal processing, and applications,
Z. Wang et al. , “A tutorial on extremely large-scale MIMO for 6G: Fundamentals, signal processing, and applications,” IEEE Commun. Surveys &Tuts., vol. 26, no. 3, pp. 1560–1605, 2024
work page 2024
-
[2]
Performance analysis of fluid antenna system un- der spatially-correlated Rician fading channels,
J. Huangfu et al. , “Performance analysis of fluid antenna system un- der spatially-correlated Rician fading channels,” IEEE Trans. Wireless Commun., vol. 25, pp. 1394–1407, 2026
work page 2026
-
[3]
K.-K. Wong et al. , “Fluid antenna systems,” IEEE Trans. Wireless Commun., vol. 20, no. 3, pp. 1950–1962, 2021
work page 1950
-
[4]
On performance of fluid antenna system using maximum ratio combining,
X. Lai et al., “On performance of fluid antenna system using maximum ratio combining,” IEEE Commun. Lett. , vol. 28, no. 2, pp. 402–406, 2024
work page 2024
-
[5]
Outage probability analysis of MRC-based fluid antenna systems under Rician fading,
T. Ganesh, S. P . Dash, and I. Atzeni, “Outage probability analysis of MRC-based fluid antenna systems under Rician fading,” 2025. [Online]. Available: https://arxiv.org/abs/2511.09474
-
[6]
T. Ganesh, S. P . Dash, and G. C. Alexandropoulos, “Outage probability analysis of RIS-assisted fluid antenna systems over double- Nakagami-m fading channels,” in Proc. IEEE GLOBECOM , Taipei, Taiwan, 2025
work page 2025
-
[7]
Y . Li et al. , “Statistical CSI-based weighted sum-rate maximization f or fluid antenna-aided multiuser communications,” IEEE Wireless Commun. Lett., vol. 14, no. 7, pp. 1944–1948, 2025
work page 1944
-
[8]
Improved joint transmit and receive port selection for capacity maximization in fluid-MIMO systems,
J.-C. Chen et al. , “Improved joint transmit and receive port selection for capacity maximization in fluid-MIMO systems,” IEEE Wireless Commun. Lett. , vol. 14, no. 6, pp. 1693–1697, 2025
work page 2025
-
[9]
W. K. New et al. , “An information-theoretic characterization of MIMO- FAS: Optimization, diversity-multiplexing tradeoff and q-outage capac- ity,” IEEE Trans. Wireless Commun. , vol. 23, no. 6, pp. 5541–5556, 2024
work page 2024
-
[10]
Physical layer security over fluid antenna sys- tems: Secrecy performance analysis,
F. Rostami Ghadi et al. , “Physical layer security over fluid antenna sys- tems: Secrecy performance analysis,” IEEE Trans. Wireless Commun. , vol. 23, no. 12, pp. 18 201–18 213, 2024
work page 2024
-
[11]
Fluid antenna system: Secrecy outage probability analysis,
J. D. V ega-S´ anchez et al. , “Fluid antenna system: Secrecy outage probability analysis,” IEEE Trans. V eh. Technol. , vol. 73, no. 8, pp. 11 458–11 469, 2024
work page 2024
-
[12]
Secrecy performance analysis of RIS-aided fluid antenna systems,
F. R. Ghadi et al. , “Secrecy performance analysis of RIS-aided fluid antenna systems,” in Proc. IEEE WCNC , Milan, Italy, 2025
work page 2025
-
[13]
Signaling for a fluid antenna s ystem with uniform correlation,
R. K. Mallik and R. Murch, “Signaling for a fluid antenna s ystem with uniform correlation,” IEEE Trans. Wireless Commun. , vol. 25, pp. 11 223–11 236, 2026
work page 2026
-
[14]
Analysis of hybrid selection/max imal-ratio combining in correlated Nakagami fading,
R. Mallik and M. Win, “Analysis of hybrid selection/max imal-ratio combining in correlated Nakagami fading,” IEEE Trans. Commun. , vol. 50, no. 8, pp. 1372–1383, 2002
work page 2002
-
[15]
A. Basu et al. , “Performance analysis of RIS-aided index modulation with greedy detection over Rician fading channels,” IEEE Trans. Wire- less Commun. , vol. 23, no. 8, pp. 8465–8479, 2024
work page 2024
discussion (0)
Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.