Event Detection in Molecular Communication Networks With Anomalous Diffusion

被引:23
|
作者
Mai, Trang C. [1 ]
Egan, Malcolm [2 ]
Duong, Trung Q. [1 ]
Di Renzo, Marco [3 ]
机构
[1] Queens Univ Belfast, Inst Elect Commun & Informat Technol, Belfast BT7 1NN, Antrim, North Ireland
[2] Univ Lyon, CITI Lab, INSA, INRIA, F-69621 Villeurbanne, France
[3] Univ Paris Saclay, CNRS, Univ Paris Sud, Lab Signaux & Syst,Cent Supelec, F-91192 Gif Sur Yvette, France
关键词
Molecular communications; anomalous diffusion;
D O I
10.1109/LCOMM.2017.2669315
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
A key problem in nanomachine networks is how information from sensors is to be transmitted to a fusion center. In this letter, we propose a molecular communication-based event detection network. In particular, we develop a detection framework that can cope with scenarios where the molecules propagate according to anomalous diffusion instead of the conventional Brownian motion. We propose an algorithm for optimizing the network throughput by exploiting tools from reinforcement learning. Our algorithms are evaluated with the aid of numerical simulations, which demonstrate the trade-offs between the performance and complexity.
引用
收藏
页码:1249 / 1252
页数:4
相关论文
共 50 条
  • [1] Anomalous Diffusion in Molecular Communication
    Trang Ngoc Cao
    Dung Phuong Trinh
    Jeong, Youngmin
    Shin, Hyundong
    [J]. IEEE COMMUNICATIONS LETTERS, 2015, 19 (10) : 1674 - 1677
  • [2] Molecular Communication With Anomalous Diffusion in Stochastic Nanonetworks
    Dung Phuong Trinh
    Jeong, Youngmin
    Shin, Hyundong
    Win, Moe Z.
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 2019, 67 (12) : 8378 - 8393
  • [3] On Anomalous Diffusion of Devices in Molecular Communication Systems
    Chouhan, Lokendra
    Upadhyay, Prabhat Kumar
    Sharma, Prabhat Kumar
    Salhab, Anas M.
    [J]. IEEE TRANSACTIONS ON MOLECULAR BIOLOGICAL AND MULTI-SCALE COMMUNICATIONS, 2022, 8 (03): : 207 - 211
  • [4] Detection of Anomalous Diffusion with Deep Residual Networks
    Gajowczyk, Milosz
    Szwabinski, Janusz
    [J]. ENTROPY, 2021, 23 (06)
  • [5] Molecular Communication With Passive Receivers in Anomalous Diffusion Channels
    Trinh, Dung Phuong
    Jeong, Youngmin
    Kim, Sang-Hyo
    [J]. IEEE WIRELESS COMMUNICATIONS LETTERS, 2021, 10 (10) : 2215 - 2219
  • [6] Optimization of Detection Interval for Mobile Multiuser Molecular Communication With Anomalous Diffusion in Internet of Nano Things
    Cheng, Zhen
    Sun, Jie
    Zhang, Zhichao
    Xia, Ming
    Chi, Kaikai
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2024, 11 (05): : 8590 - 8603
  • [7] A Molecular Explanation for Anomalous Diffusion in Supramolecular Polymer Networks
    Ramirez, Jorge
    Dursch, Thomas J.
    Olsen, Bradley D.
    [J]. MACROMOLECULES, 2018, 51 (07) : 2517 - 2525
  • [8] Anomalous Diffusion of Extracellular Vesicles in an Extracellular Matrix for Molecular Communication
    Rudsari, Hamid Khoshfekr
    Zoofaghari, Mohammad
    Damrath, Martin
    Veletic, Mladen
    Bergsland, Jacob
    Balasingham, Ilangko
    [J]. IEEE TRANSACTIONS ON MOLECULAR BIOLOGICAL AND MULTI-SCALE COMMUNICATIONS, 2023, 9 (01): : 8 - 12
  • [9] ON A MODEL OF TARGET DETECTION IN MOLECULAR COMMUNICATION NETWORKS
    Honda, Hirotada
    [J]. NETWORKS AND HETEROGENEOUS MEDIA, 2019, 14 (04) : 633 - 657
  • [10] Anomalous Event Sequence Detection
    Dong, Boxiang
    Chen, Zhengzhang
    Tang, Lu-An
    Chen, Haifeng
    Wang, Hui
    Zhang, Kai
    Lin, Ying
    Li, Zhichun
    [J]. IEEE INTELLIGENT SYSTEMS, 2021, 36 (03) : 5 - 13