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22대 대한민국 국회 국회정보길라잡이 국회의원검색
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With changing scenarios in Beyond 5G (B5G) systems, channel coding methods will be faced with stronger requirements for reliability, flexibility, and low latency. Conventional decoding algorithms such as Belief Propagation (BP) are efficient in structured contexts but not sufficiently flexible to respond effectively to dynamic and noisy channel conditions. In this study, we introduces a new Graph Neural Network (GNN)-based solution to decode Low-Density Parity-Check (LDPC) codes by taking advantage of the intrinsic bipartite graph representation of Tanner graphs. The proposed decoder learns a data-driven messagepassing algorithm that performs better than BP over a large range of signal-to-noise ratios (SNRs) and block lengths. The experimental results show that the GNN-based decoder yields much lower bit error rates (BER), faster convergence, and better resistance to noise variability than belief propagation, especially at medium to high SNR levels. Thus, our findings highlight the foundation for scalable, adaptive, and intelligent decoding systems in B5G and 6G architectures.

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기사명 저자명 페이지 원문 목차
Intelligent LDPC decoding using graph neural networks for beyond 5G communication systems Ambar Bajpai p. 227-235
Natural language processing resources for Tamil language : a systematic review Muditha Tissera, Hassaan Saadhiq p. 236-258
Prospects for using blockchain-based mobile apps in employee performance evaluation Inayatulloh p. 259-268
Enhancing artificial intelligence empathetic conversation generation through emotion learning models Yunam Cheong, Kiseong Lee p. 269-276
Establishing the relationship between media and human emotions and analyzing its impact Jeongkyu Hong p. 277-282
Designing of virtual reality experimental environments using multiple high-resolution display devices Hasup Lee, Bin Jun, Yongwoo Yi, HyungSeok Kim p. 283-291
Vision-based counting of moving vehicles using catcher algorithm Ratri Dwi Atmaja, Achmad Rizal, Istiqomah p. 292-298
Personalized biomarker prediction in breast cancer brain metastases via ensemble learning integrating radiomics-clinical integration Ibad Ullah Azam, Shehla, Muhammad Yaseen, Hee-Cheol Kim p. 299-320
Designing and evaluating MQTT messaging system for database integration across external private networks Kyungtae Kim, Gyusun Hwang p. 321-326
Design and implementation of an AI-driven algorithmic trading simulation platform for strategy backtesting and forecasting Jong-Hwa Lee, Van-Ho Nguyen, Quang-Thang Tran, Duc-Quang-Tu Le, The-Dai-Nghia Nguyen, Hoanh-Su Le p. 327-335
Smart factory to dark factory in China : a systematic survey on managerial transformation YuanYuan Liu, Jun-Ho Huh p. 336-354

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