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Article

Symmetrical User Fairness in Asymmetric Indoor Channels: A Max–Min Framework for Joint Discrete RIS Partitioning and Power Allocation in NOMA Systems

by
Periyakarupan Gurusamy Sivabalan Velmurugan
1,
Vinoth Babu Kumaravelu
2,*,
Arthi Murugadass
3,*,
Agbotiname Lucky Imoize
4,5,
Samarendra Nath Sur
6 and
Francisco R. Castillo Soria
7
1
Department of Electronics and Communication Engineering, Thiagarajar College of Engineering, Madurai 625015, Tamil Nadu, India
2
Department of Communication Engineering, School of Electronics Engineering, Vellore Institute of Technology, Vellore 632014, Tamil Nadu, India
3
Department of Quantum AI, School of Computer Science and Engineering, Vellore Institute of Technology, Vellore 632014, Tamil Nadu, India
4
Department of Electrical and Electronics Engineering, Faculty of Engineering, University of Lagos, Akoka Lagos 100213, Nigeria
5
Department of Electrical Engineering and Information Technology, Ruhr University, 44801 Bochum, Germany
6
Department of Computer Science and Engineering, Sikkim Manipal Institute of Technology, Sikkim Manipal University, Majitar, Rangpo 737136, Sikkim, India
7
Facultad de Ciencias, Universidad Autonoma de San Luis Potosi, Av Chapultepec # 1570, San Luis Potosi 78295, SLP, Mexico
*
Authors to whom correspondence should be addressed.
Symmetry 2026, 18(4), 563; https://doi.org/10.3390/sym18040563
Submission received: 13 February 2026 / Revised: 16 March 2026 / Accepted: 22 March 2026 / Published: 25 March 2026
(This article belongs to the Special Issue Wireless Communications and Symmetries)

Abstract

Reconfigurable intelligent surface (RIS)-assisted non-orthogonal multiple access (NOMA) has emerged as a promising technique to enhance spectral efficiency and coverage in fifth- and sixth-generation wireless networks. However, asymmetric indoor propagation conditions characterized by heterogeneous line-of-sight (LoS) and non-line-of-sight (NLoS) links often degrade user fairness. This paper investigates a downlink RIS-assisted NOMA system under the standardized 3GPP indoor office (InH) channel model to address fairness-oriented design under realistic link-budget constraints. We formulate an optimization problem for max–min fairness that jointly considers discrete RIS element partitioning and NOMA power allocation to achieve a symmetrical allocation of quality of service (QoS). To enable efficient computation, the non-convex problem is transformed into an epigraph form and solved using a low-complexity, bisection-based quasi-convex optimization framework combined with enumeration over RIS partitions. Numerical results demonstrate significant fairness gains; for instance, doubling the RIS array size yields a substantial improvement in the ergodic max–min rate, corresponding to approximately a 66% gain at moderate transmit power levels. Furthermore, by accounting for practical impairments such as imperfect successive interference cancellation (iSIC), imperfect channel state information (iCSI), and RIS implementation losses, the results reveal that fairness-optimal operation consistently prioritizes the far user to overcome severe indoor NLoS attenuation. The proposed framework is also compared with alternating optimization (AO)-based RIS-NOMA, conventional RIS beamforming without partition and RIS-assisted orthogonal multiple access (OMA) schemes. Simulation results confirm that the proposed framework achieves low computational complexity, making it suitable for practical indoor wireless environments.
Keywords: bisection-based algorithm; epigraph form; ergodic rate; max–min fairness; non-orthogonal multiple access; reconfigurable intelligent surface bisection-based algorithm; epigraph form; ergodic rate; max–min fairness; non-orthogonal multiple access; reconfigurable intelligent surface

Share and Cite

MDPI and ACS Style

Velmurugan, P.G.S.; Kumaravelu, V.B.; Murugadass, A.; Imoize, A.L.; Sur, S.N.; Castillo Soria, F.R. Symmetrical User Fairness in Asymmetric Indoor Channels: A Max–Min Framework for Joint Discrete RIS Partitioning and Power Allocation in NOMA Systems. Symmetry 2026, 18, 563. https://doi.org/10.3390/sym18040563

AMA Style

Velmurugan PGS, Kumaravelu VB, Murugadass A, Imoize AL, Sur SN, Castillo Soria FR. Symmetrical User Fairness in Asymmetric Indoor Channels: A Max–Min Framework for Joint Discrete RIS Partitioning and Power Allocation in NOMA Systems. Symmetry. 2026; 18(4):563. https://doi.org/10.3390/sym18040563

Chicago/Turabian Style

Velmurugan, Periyakarupan Gurusamy Sivabalan, Vinoth Babu Kumaravelu, Arthi Murugadass, Agbotiname Lucky Imoize, Samarendra Nath Sur, and Francisco R. Castillo Soria. 2026. "Symmetrical User Fairness in Asymmetric Indoor Channels: A Max–Min Framework for Joint Discrete RIS Partitioning and Power Allocation in NOMA Systems" Symmetry 18, no. 4: 563. https://doi.org/10.3390/sym18040563

APA Style

Velmurugan, P. G. S., Kumaravelu, V. B., Murugadass, A., Imoize, A. L., Sur, S. N., & Castillo Soria, F. R. (2026). Symmetrical User Fairness in Asymmetric Indoor Channels: A Max–Min Framework for Joint Discrete RIS Partitioning and Power Allocation in NOMA Systems. Symmetry, 18(4), 563. https://doi.org/10.3390/sym18040563

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