Enhanced RTX-50 Aided Hybrid NOMA Video Communication for Mobile Networks

In the forthcoming future, the wireless system will be overloaded with the amount of data with an enlarging number of users is proven obvious. The non-orthogonal multiple access (NOMA) with high potential for 5G and beyond is highlighted to increase spectrum and energy efficiency for the communication system. The opposition to the system to handle power on the transmitter side is difficult so symmetric heterodyne coding (SHC) is much attracted by the users to maintain the power range. The concern of hybrid NOMA (H-NOMA) is indorsed the utility of TDMA and NOMA to improve the system robustness. The H-NOMA based ResNet-50 (RTX-50) actually compensates for the power loss on the transmitter end to increase the usability and furthermore reduces the error propagation loss. In H-NOMA, residual video detection plays an important role in high classification accuracy for mm- Wave communication for different users. The proposed method performs successive interference cancellation (SIC) in terms of robustness and works well under imperfect channel state information (CSI). The comparative investigation of the proposed method achieves a spectral efficiency of 95% (bit/s/Hz), an energy efficiency of 93% (bit/Hz/Joule), and an achievable data rate of 91 % (bps/Hz).