• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to project page

2020 Fiscal Year Research-status Report

大規模センサネットワークのための符号化法の研究

Research Project

Project/Area Number 18K04132
Research InstitutionGifu University

Principal Investigator

LU SHAN  岐阜大学, 工学部, 助教 (30755385)

Co-Investigator(Kenkyū-buntansha) 程 俊  同志社大学, 理工学部, 教授 (00388042)
Project Period (FY) 2018-04-01 – 2022-03-31
Keywordssignature code / spares recovery
Outline of Annual Research Achievements

In the multiple-access channel, when only a small number of the users are active simultaneously, by considering the signature code as a compressed sensing matrix, it is possible to estimate the channel coefficients while identifying users based on compressed sensing recovery.

In our research, we found that when the signature matrix is uniquely decodable, the decoding on {0,1} can provide the prior information about the position of the zero and nonzero elements.
We proposed a modified OMP algorithm with prior information that estimates the fading coefficients for active users based on the prior state information. We also improve the efficiency of the decoding process by deep neural network (DNN)-based decoder.

Current Status of Research Progress
Current Status of Research Progress

3: Progress in research has been slightly delayed.

Reason

When the size of the signature code increases, the computational complexity to obtaining the prior information will be increased exponentially. It sounds that it is not efficient for the massive user. we have to explore the algorithm with low computational complexity to obtain the prior information.

Strategy for Future Research Activity

A low-complexity list MAP decoding will be investigated to obtain the prior knowledge in the future.

Causes of Carryover

2020年度、参加予定のアメリカの国際会議にオンラインになったので、出張費を次年度使用額が生じた。

  • Research Products

    (11 results)

All 2020

All Journal Article (1 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 1 results) Presentation (10 results) (of which Int'l Joint Research: 5 results,  Invited: 1 results)

  • [Journal Article] Super-Sparse On-Off Division Multiple Access: Replacing Repetition With Idling2020

    • Author(s)
      Song Guanghui、Cai Kui、Chi Yuhao、Guo Jie、Cheng Jun
    • Journal Title

      IEEE Transactions on Communications

      Volume: 68 Pages: 2251~2263

    • DOI

      10.1109/TCOMM.2020.2965522

    • Peer Reviewed / Int'l Joint Research
  • [Presentation] User identification and channel estimation by DNN-based decoder on multiple-access channel2020

    • Author(s)
      L. Wei, S. Lu, H. Kamabe
    • Organizer
      Proc. of 2020 IEEE Global Communications Conference (Globecom2020): Selected Areas in Communications: Machine Learning for Communications.
    • Int'l Joint Research
  • [Presentation] Performance Evaluation of LDPC Coded Partial-Access IDMA Systems with SNR Evolution2020

    • Author(s)
      Yamagishi Masaya、Song Guanghui、Kimura Tomotaka、Cheng Jun
    • Organizer
      Proc. IEEE Region 10 Conference (TENCON)
    • Int'l Joint Research
  • [Presentation] Design of ZDF code using uniform shift enumerator2020

    • Author(s)
      Y. Naruse, S. Lu, H. Kamabe
    • Organizer
      2020 Int. Symposium on Information Theory and its Applications (ISITA2020)
    • Int'l Joint Research
  • [Presentation] Accuracy evaluation of indoor positioning by received signal strength using deep learning2020

    • Author(s)
      Y. Narita, S. Lu, H. Kamabe
    • Organizer
      ICACT2021
    • Int'l Joint Research
  • [Presentation] Learning-based approach for designing error-correcting codes2020

    • Author(s)
      S. Lu
    • Organizer
      The 9th workshop of error-correcting codes
    • Invited
  • [Presentation] Deep Learningを用いた多重接続通信 路における符号の構成2020

    • Author(s)
      石橋弘也、魏藍天、路サン,鎌部浩
    • Organizer
      電子情報通信学会情報理論研究会、 IT2020-90,pp.148-152,2020
  • [Presentation] Optimal power allocation of superposition-coded relaying with finite-blocklength transmission over quasi-static Rayleigh channels2020

    • Author(s)
      M. Kambara, G. Song, T. Kimura, and J. Cheng
    • Organizer
      2020 Int. Symposium on Information Theory and Its Applications (ISITA2020), pp.534-538, 24-27, Oct. 2020, (Online), Kapolei, Aulani, Hawaii, USA.
    • Int'l Joint Research
  • [Presentation] レイリーフェージング環境下での空間結合符号化Slotted ALOHA システムにおける有限長パケット伝送特性の解析2020

    • Author(s)
      井上智貴,木村共孝,程俊
    • Organizer
      電子情報通信学会情報理論研究会,IT2020-55, pp. 165-170, 2020年12月.オンライン.
  • [Presentation] レイリーフェージング環境下3ノード双方向協調通信における最大比合成を用いた有限長伝送システムの性能解析2020

    • Author(s)
      神原 征弥,木村 共孝,程 俊
    • Organizer
      電子情報通信学会情報理論研究会,IT2020-56, pp. 171-176, 2020年12月.オンライン.
  • [Presentation] User Identification and Channel Estimation by Iterative DNN-Based Decoder on Multiple-Access Fading Channel2020

    • Author(s)
      Lantian Wei, Shan Lu, Hiroshi Kamabe and Jun Cheng
    • Organizer
      IT研究会、IT2020-12, pp.7-12, 2020.

URL: 

Published: 2021-12-27  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi