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2022 Fiscal Year Annual Research Report

Capacity-Achieving Encoding, Detection and Decoding in Generalized Multiuser Multiple-Input-Multiple-Output Wireless Communication Beyond 5G

Research Project

Project/Area Number 21K14156
Research InstitutionJapan Advanced Institute of Science and Technology

Principal Investigator

LIU Lei  北陸先端科学技術大学院大学, 先端科学技術研究科, 助教 (80870906)

Project Period (FY) 2021-04-01 – 2023-03-31
KeywordsMessage Passing / Capacity Optimality / Channel Coding / Low Complexity / MMSE Optimality / Joint Detection-Decoding
Outline of Annual Research Achievements

We made a major breakthrough in the matrix limitation of AMP and high-complexity limitation of orthogonal/vector AMP, firstly built a universal MAMP framework and proposed a low-complexity and minimum mean square error (MMSE)-optimal MAMP algorithm (see [1]). A coded OAMP is designed based on matched FEC coding [2], which achieves the information-theoretic limit of a large linear system with a right-unitarily-invariant matrix and non-Gaussian signaling. To address the above challenges in GMU-MIMO, we proposed a unified framework to accurately characterize the capacity and design a capacity optimal transceiver of GMU-MIMO, jointly considering encoding, modulation, detection, and decoding. We design a practical framework based on OAMP/VAMP to achieve the sum capacity of GMU-MIMO [3]. We published 5 IEEE journal papers (including 1 TIT, 1 TSP, 1 TCOM, 1 IoT Journal and 1 Access), and 3 IEEE ISIT conference papers.

[1] “Memory AMP,” IEEE TIT, 2022. [2] "Capacity optimality of OAMP: Beyond IID sensing matrices and Gaussian signaling," arXiv:2108.08503, 2021. [3] ``Constrained capacity optimal generalized multi-user MIMO: A theoretical and practical framework," IEEE TCOM, Dec. 2022.

  • Research Products

    (8 results)

All 2023 2022

All Journal Article (5 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 5 results,  Open Access: 1 results) Presentation (3 results) (of which Int'l Joint Research: 3 results)

  • [Journal Article] Algebra of L-Banded Matrices2023

    • Author(s)
      Huang Shunqi、Liu Lei、Kurkoski Brian M.
    • Journal Title

      IEEE Access

      Volume: 11 Pages: 17658~17664

    • DOI

      10.1109/ACCESS.2023.3244780

    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Memory AMP2022

    • Author(s)
      Liu Lei、Huang Shunqi、Kurkoski Brian M.
    • Journal Title

      IEEE Transactions on Information Theory

      Volume: 68 Pages: 8015~8039

    • DOI

      10.1109/TIT.2022.3186166

    • Peer Reviewed
  • [Journal Article] Constrained Capacity Optimal Generalized Multi-User MIMO: A Theoretical and Practical Framework2022

    • Author(s)
      Chi Yuhao、Liu Lei、Song Guanghui、Li Ying、Guan Yong Liang、Yuen Chau
    • Journal Title

      IEEE Transactions on Communications

      Volume: 70 Pages: 8086~8104

    • DOI

      10.1109/TCOMM.2022.3207813

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Generalized Memory Approximate Message Passing for Generalized Linear Model2022

    • Author(s)
      Tian Feiyan、Liu Lei、Chen Xiaoming
    • Journal Title

      IEEE Transactions on Signal Processing

      Volume: 70 Pages: 6404~6418

    • DOI

      10.1109/TSP.2022.3213414

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Massive Unsourced Random Access Over Rician Fading Channels: Design, Analysis, and Optimization2022

    • Author(s)
      Tian Feiyan、Chen Xiaoming、Liu Lei、Ng Derrick Wing Kwan
    • Journal Title

      IEEE Internet of Things Journal

      Volume: 9 Pages: 17675~17688

    • DOI

      10.1109/JIOT.2022.3155670

    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Capacity optimality of OAMP in coded large unitarily invariant systems2022

    • Author(s)
      Lei Liu
    • Organizer
      2022 IEEE International Symposium on Information Theory (ISIT)
    • Int'l Joint Research
  • [Presentation] Capacity optimal coded generalized MU-MIMO2022

    • Author(s)
      Lei Liu
    • Organizer
      2022 IEEE International Symposium on Information Theory (ISIT)
    • Int'l Joint Research
  • [Presentation] Sufficient statistic memory approximate message passing2022

    • Author(s)
      Lei Liu
    • Organizer
      2022 IEEE International Symposium on Information Theory (ISIT)
    • Int'l Joint Research

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Published: 2023-12-25  

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