학술논문

Data-driven Based Technique for Joint Power Allocation and User Pairing in NOMA System
Document Type
Conference
Source
2021 9th International Japan-Africa Conference on Electronics, Communications, and Computations (JAC-ECC) Electronics, Communications, and Computations (JAC-ECC), 2021 9th International Japan-Africa Conference on. :115-118 Dec, 2021
Subject
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Computing and Processing
Fields, Waves and Electromagnetics
Photonics and Electrooptics
Signal Processing and Analysis
NOMA
Interference cancellation
Silicon carbide
NP-hard problem
Simulation
Receivers
Real-time systems
Spectrum efficiency
data driven
user pairing (UP)
power allocation (PA)
non-orthogonal multiple access (NOMA)
Language
Abstract
As one of the proposed multiple access techniques of the fifth-generation and beyond systems, NOMA, which stands for non-orthogonal multiple access. NOMA is a power domain access technique, which ensures better spectrum efficiency and system capacity. However, the representation of NOMA is challenging because of inter-user interference and the complexity of successive interference cancellation (SIC) in the receiver. We suggest a low-complexity power allocation (PA) and user pairing (UP) scheme using a model-free technique that depends on the real-time input and output calculations, data-driven (DD), where the near-optimal solution has been found. So, data-driven can be utilized as an optimization tool for finding a near-optimum solution of the original NP-hard problem of joint PA and UP. Analytical and simulation results referred that the proposed algorithm can enhance spectrum efficiency compared with the existing algorithms.