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A Comparative Study of Deep Learning and Iterative Algorithms for Joint Channel Estimation and Signal Detection in OFDM Systems

Home Page: https://www.sciencedirect.com/science/article/pii/S0165168424001737

License: MIT License

Python 79.54% Shell 2.63% MATLAB 17.83%
channel-estimation hypernetworks mimo signal-detection deep-learning robustness ofdm

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MIMO_JCESD

Code for the paper

"A Comparative Study of Deep Learning and Iterative Algorithms for Joint Channel Estimation and Signal Detection in OFDM Systems", Signal Processing 223 (2024), 109554., [arxiv version]

We evaluate three DL methods: DeepRx, a lightweight DenseNet adapted to JCESD, and a new unrolled dynamics(UD) model called Hyper-WienerNet, which uses hypernetworks to estimate unknown parameters.

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如何生成数据集问题

您好,很感谢您的工作。工程里的/GenerateH/NewRadioPDSCHThroughputExample.m只能生成Ideal_H_CDLA_5Hz_30ns.mat一个数据集,请问其他数据集应该如何生成,可以讲解或者提供一下吗

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