An Optimized Neural Network-based Channel Estimation Approach for Noma Using Mimo

J Dev, D Judson - 2023 - researchsquare.com
The high demand for wireless communication and limited spectral power causes the
conventional orthogonal multiple access approach ineffective for 5G communications. Thus …

Resource optimisation of downlink NOMA using Elman's recurrent neural network channel estimation and emperor penguin optimiser power allocation method

S Gehlot, S Jain - International Journal of Wireless and …, 2021 - inderscienceonline.com
In NOMA 5G technologies, optimal resource allocation executes for maximising the system
performances. Resource allocation such as channel estimation and power optimisation is …

[PDF][PDF] Improving Channel Estimation in a NOMA Modulation Environment Based on Ensemble Learning

LK Smirani, L Jamel, L Almuqren - cdn.techscience.cn
This study presents a layered generalization ensemble model for next generation radio
mobiles, focusing on supervised channel estimation approaches. Channel estimation …

5G Channel Estimation of NOMA-OFDM System using Arctangent LMS Algorithm

M Alayu, M Sarkar, S Nanda - 2023 2nd International …, 2023 - ieeexplore.ieee.org
Technology has dramatically advanced in the modern era, and wireless communications are
now essential. The non-orthogonal multiple access (NOMA) system can be used with the …

Optimized NOMA System Using Hybrid Coding and Deep Learning-Based Channel Estimation

J Dharshini, PD Jordhana - Wireless Personal Communications, 2024 - Springer
Non-orthogonal multiple access (NOMA) is the most emerging radio access scheme for fifth-
generation (5G) cellular networks. However, the major drawbacks of present NOMA systems …

An Improvement of Channel Estimation for Up-link NOMA Systems

M Moriyama, K Takizawa, M Oodo… - 2018 21st …, 2018 - ieeexplore.ieee.org
It is predicted that IoT (Internet of Things) will be developed rapidly and then every variety of
information will be gathered to central processing systems using wireless systems. In next …

Deep learning enhanced NOMA system: A survey on future scope and challenges

V Andiappan, V Ponnusamy - Wireless Personal Communications, 2022 - Springer
As a key important approach for next generation communication systems, Non-Orthogonal
Multiple Access (NOMA) has made high attention in the wireless communication. NOMA …

Weighted least square based iterative channel estimation for uplink NOMA-OFDM systems

MB Balogun, F Takawira… - 2019 13th international …, 2019 - ieeexplore.ieee.org
Non-orthogonal multiple access (NOMA) scheme has been recognized as a promising
candidate for future generation networks. In order to achieve a superior spectral efficiency …

Maximizing Downlink Channel Capacity of NOMA System Using Power Allocation Based on Channel Coefficients Using Particle Swarm Optimization and Back …

S Singh, ES Gopi - Constraint Handling in Metaheuristics and Applications, 2021 - Springer
One of the methods among the pool of technologies for the 5G wireless communication is
the NOMA (Non-orthogonal Multiple Access). Conventionally, the channel between the base …

Simplified Deep Reinforcement Learning Approach for Channel Prediction in Power Domain NOMA System

M Gaballa, M Abbod - Sensors, 2023 - mdpi.com
In this work, the impact of implementing Deep Reinforcement Learning (DRL) in predicting
the channel parameters for user devices in a Power Domain Non-Orthogonal Multiple …