… ) family, Non-Orthogonal Multiple Access (NOMA) has been recognized as a promising …
Sixth-Generation (6G) networks. This article focuses on applying NOMA in 6G networks, with an …

… Second, we evaluate the sum of data rates performance of the proposed HHOPAP and
compare algorithms versus the maximum transmit power of the LED. Note that each plot below is …

… In Section II, we introduce the cooperative NOMA system model and the limitations of the
conventional scheme. In Section III, our deep cooperative NOMA and the multi-task learning …

… communication engineers to evaluate the system performance and highlight the importance
of designing mitigation solutions aiming to enhance the performance of NOMA schemes in …

… based on network throughput and elapsed NOMA uplink cycles … a UAV enabled IoT network,
wherein NOMA is utilized for uplink. … , hence constant action evaluation is paramount for a …

… NOMA systems. That is, by taking into account the dynamic duration in emptying queued data
in NOMA, how … To evaluate the performance of applying NOMA in reducing energy and in …

… network performance of NOMA [15]. To overcome the problem of power allocation in the
NOMA system, we have proposed a reinforcement learning-… PERFORMANCE EVALUATION …

… Therefore, we evaluate the optimality of the proposed DL and RL algorithms by comparing
their achieved sum rate under different channel conditions. In Fig. 5(b), the achieved long-…

… grantfree NOMA schemes has not been evaluated yet. On the other hand, the machine learning
… Therefore, the machine learning algorithms, particularly deep learning (DL), have been …

… This work demonstrates that the performance gain of NOMA with … network should consider
the states, actions and reward values of other agents besides its own state when evaluating …