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Graph Convolutional Neural Network-based Modeling of Ultra-Scale MIMO Channels in 6G Networks

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Mar 19, 2025

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Alsabah, M., Naser, M. A., Mahmmod, B. M., Abdulhussain, S. H., Eissa, M. R., Al-Baidhani, A., … & Hashim, F. (2021). 6G wireless communications networks: A comprehensive survey. Ieee Access, 9, 148191-148243. Alsabah M. Naser M. A. Mahmmod B. M. Abdulhussain S. H. Eissa M. R. Al-Baidhani A. Hashim F. ( 2021 ). 6G wireless communications networks: A comprehensive survey . Ieee Access , 9 , 148191 - 148243 . Search in Google Scholar

You, X., Wang, C. X., Huang, J., Gao, X., Zhang, Z., Wang, M., … & Liang, Y. C. (2021). Towards 6G wireless communication networks: Vision, enabling technologies, and new paradigm shifts. Science China Information Sciences, 64, 1-74. You X. Wang C. X. Huang J. Gao X. Zhang Z. Wang M. Liang Y. C. ( 2021 ). Towards 6G wireless communication networks: Vision, enabling technologies, and new paradigm shifts . Science China Information Sciences , 64 , 1 - 74 . Search in Google Scholar

Wang, P., Zhang, H., & Yang, L. (2019, April). Estimation of block sparse channels with conjugate gradient SAMP in massive MIMO systems. In 2019 4th International Conference on Electromechanical Control Technology and Transportation (ICECTT) (pp. 33-38). IEEE. Wang P. Zhang H. Yang L. ( 2019 , April ). Estimation of block sparse channels with conjugate gradient SAMP in massive MIMO systems . In 2019 4th International Conference on Electromechanical Control Technology and Transportation (ICECTT) (pp. 33 - 38 ). IEEE . Search in Google Scholar

Cao, J., Du, J., Han, M., Liu, J., Li, X., & da Costa, D. B. (2023). Efficient sparse Bayesian channel estimation for near-field ultra-scale massive MIMO systems. IEEE Wireless Communications Letters. Cao J. Du J. Han M. Liu J. Li X. da Costa D. B. ( 2023 ). Efficient sparse Bayesian channel estimation for near-field ultra-scale massive MIMO systems . IEEE Wireless Communications Letters . Search in Google Scholar

Eswaramoorthi, R., Leeban Moses, M., Sahul Hameed, J. B., & Ghanti, B. (2022). Deep graph neural network optimized with fertile field algorithm based detection model for uplink multiuser massive multiple-input and multiple-output system. Transactions on Emerging Telecommunications Technologies, 33(12), e4614. Eswaramoorthi R. Leeban Moses M. Sahul Hameed J. B. Ghanti B. ( 2022 ). Deep graph neural network optimized with fertile field algorithm based detection model for uplink multiuser massive multiple-input and multiple-output system . Transactions on Emerging Telecommunications Technologies , 33 ( 12 ), e4614 . Search in Google Scholar

Hou, H., Li, L., & Meng, W. (2021, June). Deep neural network based detection algorithm for high-order modulation in uplink massive MIMO. In 2021 International Wireless Communications and Mobile Computing (IWCMC) (pp. 1326-1331). IEEE. Hou H. Li L. Meng W. ( 2021 , June ). Deep neural network based detection algorithm for high-order modulation in uplink massive MIMO . In 2021 International Wireless Communications and Mobile Computing (IWCMC) (pp. 1326 - 1331 ). IEEE . Search in Google Scholar

Zhang, S., Xiang, C., & Xu, S. (2020). 6G: Connecting everything by 1000 times price reduction. IEEE Open Journal of Vehicular Technology, 1, 107-115. Zhang S. Xiang C. Xu S. ( 2020 ). 6G: Connecting everything by 1000 times price reduction . IEEE Open Journal of Vehicular Technology , 1 , 107 - 115 . Search in Google Scholar

Gao, S., Dong, P., Pan, Z., & You, X. (2024). Lightweight Deep Learning Based Channel Estimation for Extremely Large-Scale Massive MIMO Systems. IEEE Transactions on Vehicular Technology. Gao S. Dong P. Pan Z. You X. ( 2024 ). Lightweight Deep Learning Based Channel Estimation for Extremely Large-Scale Massive MIMO Systems . IEEE Transactions on Vehicular Technology . Search in Google Scholar

Dessai, S. N., & Patidar, H. (2024). Hardware software SoC co-design analysis and implementation of MIMO-OFDM for 4G/5G/6G eNodeB applications. Transactions on Emerging Telecommunications Technologies, 35(7), e5012. Dessai S. N. Patidar H. ( 2024 ). Hardware software SoC co-design analysis and implementation of MIMO-OFDM for 4G/5G/6G eNodeB applications . Transactions on Emerging Telecommunications Technologies , 35 ( 7 ), e5012 . Search in Google Scholar

Zhou, X., & Gao, Z. (2023, December). Integrated Communication and Localization for Next-Generation Ultra-Massive MIMO System. In GLOBECOM 2023-2023 IEEE Global Communications Conference (pp. 4564-4569). IEEE. Zhou X. Gao Z. ( 2023 , December ). Integrated Communication and Localization for Next-Generation Ultra-Massive MIMO System . In GLOBECOM 2023-2023 IEEE Global Communications Conference (pp. 4564 - 4569 ). IEEE . Search in Google Scholar

Tan, C., Cai, D., Fang, F., Shan, J., Xu, Y., Ding, Z., & Fan, P. (2023, December). Hierarchical sparse estimation of non-stationary channel for uplink massive MIMO systems. In GLOBECOM 2023-2023 IEEE Global Communications Conference (pp. 6640-6645). IEEE. Tan C. Cai D. Fang F. Shan J. Xu Y. Ding Z. Fan P. ( 2023 , December ). Hierarchical sparse estimation of non-stationary channel for uplink massive MIMO systems . In GLOBECOM 2023-2023 IEEE Global Communications Conference (pp. 6640 - 6645 ). IEEE . Search in Google Scholar

Wang, X., Mei, J., & Meng, Z. (2020, December). Modified SAMP Channel Estimation Method in the Massive MIMO System. In 2020 IEEE 9th Joint International Information Technology and Artificial Intelligence Conference (ITAIC) (Vol. 9, pp. 707-711). IEEE. Wang X. Mei J. Meng Z. ( 2020 , December ). Modified SAMP Channel Estimation Method in the Massive MIMO System . In 2020 IEEE 9th Joint International Information Technology and Artificial Intelligence Conference (ITAIC) (Vol. 9 , pp. 707 - 711 ). IEEE . Search in Google Scholar

Wu, P., & Cheng, J. (2021). Nonconvex regularized gradient projection sparse reconstruction for massive MIMO channel estimation. IEEE Transactions on Communications, 69(11), 7722-7735. Wu P. Cheng J. ( 2021 ). Nonconvex regularized gradient projection sparse reconstruction for massive MIMO channel estimation . IEEE Transactions on Communications , 69 ( 11 ), 7722 - 7735 . Search in Google Scholar

Kong, W., Li, H., & Zhang, W. (2019). Compressed Sensing-Based Sparsity Adaptive Doubly Selective Channel Estimation for Massive MIMO Systems. Wireless Communications and Mobile Computing, 2019(1), 6071672. Kong W. Li H. Zhang W. ( 2019 ). Compressed Sensing-Based Sparsity Adaptive Doubly Selective Channel Estimation for Massive MIMO Systems . Wireless Communications and Mobile Computing , 2019 ( 1 ), 6071672 . Search in Google Scholar

Wu, P., Ma, H., & Cheng, J. (2020, December). Sparse channel reconstruction with nonconvex regularizer via DC programming for massive MIMO systems. In GLOBECOM 2020-2020 IEEE Global Communications Conference (pp. 1-6). IEEE. Wu P. Ma H. Cheng J. ( 2020 , December ). Sparse channel reconstruction with nonconvex regularizer via DC programming for massive MIMO systems . In GLOBECOM 2020-2020 IEEE Global Communications Conference (pp. 1 - 6 ). IEEE . Search in Google Scholar

Huang, Y., He, Y., He, W., Shi, L., Cheng, T., & Sui, Y. (2020). Channel estimation in massive MIMO systems based on generalized block adaptive matching pursuit algorithm. IEEE Wireless Communications Letters, 9(12), 2098-2101. Huang Y. He Y. He W. Shi L. Cheng T. Sui Y. ( 2020 ). Channel estimation in massive MIMO systems based on generalized block adaptive matching pursuit algorithm . IEEE Wireless Communications Letters , 9 ( 12 ), 2098 - 2101 . Search in Google Scholar

Jiang, J., Lian, L., Yu, T., Shi, Q., Zhang, S., Chen, X., & Lau, V. K. (2023). A Novel Dual-Driven Channel Estimation Scheme for Spatially Non-Stationary Fading Environments. IEEE Transactions on Wireless Communications. Jiang J. Lian L. Yu T. Shi Q. Zhang S. Chen X. Lau V. K. ( 2023 ). A Novel Dual-Driven Channel Estimation Scheme for Spatially Non-Stationary Fading Environments . IEEE Transactions on Wireless Communications . Search in Google Scholar

Xu, H., & Li, C. (2019, October). Massive MIMO channel estimation based on improved variable step size regular backtracking SAMP algorithms. In 2019 IEEE 19th International Conference on Communication Technology (ICCT) (pp. 45-49). IEEE. Xu H. Li C. ( 2019 , October ). Massive MIMO channel estimation based on improved variable step size regular backtracking SAMP algorithms . In 2019 IEEE 19th International Conference on Communication Technology (ICCT) (pp. 45 - 49 ). IEEE . Search in Google Scholar

Han, X., Liu, Y., Wan, J., & Ma, L. (2023, August). An ISAMP-Based Sparse Channel Estimation Algorithm for Massive MIMO-OTFS System. In 2023 IEEE 11th International Conference on Information, Communication and Networks (ICICN) (pp. 399-404). IEEE. Han X. Liu Y. Wan J. Ma L. ( 2023 , August ). An ISAMP-Based Sparse Channel Estimation Algorithm for Massive MIMO-OTFS System . In 2023 IEEE 11th International Conference on Information, Communication and Networks (ICICN) (pp. 399 - 404 ). IEEE . Search in Google Scholar

Xu, W., & Zhao, Y. (2019, July). Reducing MMV-based OMP channel estimation for massive MIMO OFDM systems. In 2019 International Conference on Communications, Information System and Computer Engineering (CISCE) (pp. 289-293). IEEE. Xu W. Zhao Y. ( 2019 , July ). Reducing MMV-based OMP channel estimation for massive MIMO OFDM systems . In 2019 International Conference on Communications, Information System and Computer Engineering (CISCE) (pp. 289 - 293 ). IEEE . Search in Google Scholar

Hao Yang Qing, Ning Zhang, Yan Lin He, Qun Xiong Zhu & Yuan Xu. (2024). Pre-connected and trainable adjacency matrix-based GCN and neighbor feature approximation for industrial fault diagnosis. Journal of Process Control103320-103320. Hao Yang Qing Ning Zhang Yan Lin He Qun Xiong Zhu Yuan Xu ( 2024 ). Pre-connected and trainable adjacency matrix-based GCN and neighbor feature approximation for industrial fault diagnosis . Journal of Process Control 103320 - 103320 . Search in Google Scholar

Iaakov Exman. (2024). Quantum Software Encompasses Classical Software: Density Matrix from the Laplacian. International Journal of Software Engineering and Knowledge Engineering(09), Iaakov Exman ( 2024 ). Quantum Software Encompasses Classical Software: Density Matrix from the Laplacian . International Journal of Software Engineering and Knowledge Engineering(09) , Search in Google Scholar

Atashgar Karim & Boush Mahnaz. (2024). A convolutional neural network to identify the change point of a multistage process profile with cascade property. International Journal of Quality & Reliability Management(9),2232-2248. Atashgar Karim Boush Mahnaz ( 2024 ). A convolutional neural network to identify the change point of a multistage process profile with cascade property . International Journal of Quality & Reliability Management(9) , 2232 - 2248 . Search in Google Scholar

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