Finite-Field Coding for Unsourced Multiple Access

IEEE CONFERENCE ON GLOBAL COMMUNICATIONS, GLOBECOM(2023)

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摘要
Unsourced multiple access (UMA) is a promising technique for the Internet-of-Things systems with a large number of users. In this paper, we explore the good algebraic properties of finite fields and propose a non-binary coding scheme for the UMA. The scheme is based on the slotted structure and Tfold ALOHA, and each active user randomly selects one slot to transmit its message. Finite-field operations are performed for both the channel coding and the multiple access. Compared to binary-field operations, the finite-field sparse spreading and multiuser superposition lead to improved diversity and less interference on each channel use. In addition, the non-binary LDPC code boosts the performance under short/moderate code length. We derive the joint belief-propagation decoding algorithm for the concatenated finite-field factor graph, which is then verified by the extrinsic information transfer (EXIT) analysis. The numerical results in terms of energy-efficiency performance are provided, which clearly demonstrate the superiority to the existing schemes in the region with large user numbers. The proposed scheme has the potential to carry out larger-scale user connections, and the energy-efficiency performance can be further improved by optimizing the coding parameters.
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关键词
Multiple Access,Unsourced Multiple Access,Active Users,Regional Strategies,Forward Error Correction,Code Length,Belief Propagation,Factor Graph,Energy Efficiency Performance,Low Complexity,Fast Fourier Transform,Mutual Information,Base Station,Performance Gain,Degree Distribution,Low Latency,Codeword,Patterns Of Spread,Implementation Complexity,Balanced Set,Variable Nodes,Short Codes,Restricted Isometry Property,Transmission Frame,Decoding Error
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