Relay selection in millimeter wave D2D communications through obstacle learning

被引:9
|
作者
Sarkar, Subhojit [1 ]
Ghosh, Sasthi C. [1 ]
机构
[1] Indian Stat Inst, Adv Comp & Microelect Unit, Kolkata, India
关键词
Learning; Obstacle avoidance; Mmwave communication; 5G device to device communication; Relay selection; TO-DEVICE COMMUNICATIONS; AD HOC; ALGORITHM; NETWORKS; SYSTEMS;
D O I
10.1016/j.adhoc.2021.102419
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
There has been growing interest in device to device (D2D) millimeterwave (mmwave) communication, due to the promising high speeds and immense amounts of unused bandwidth available. However, mmwaves suffer from unusually high attenuation, through free space, and especially through obstacles. The accepted way to avoid such attenuation is to break up the transmission path into multiple short hops, such that there are no obstacles between nodes. We extend the possibility of using a global positioning system (GPS) based, location aware, centralized approach to the problem of relay selection. We propose a simple learning based approach to detect the presence of static as well as dynamic obstacles, without having access to any data regarding their location and sizes. We then use this knowledge to efficiently select an appropriate relay for a UE, lowering the chance of allocating an obstacle prone link. Our proposed algorithm works even for UEs inside vehicles. We also propose a smart way of checking whether a pair of UEs is likely to be blocked, in real time. Finally we compare our relay selection algorithm with an existing algorithm and show that there is a significant improvement in the quality of link allocation.
引用
收藏
页数:12
相关论文
共 50 条
  • [1] Relay Selection in Millimeter Wave D2D Communications Through Obstacle Learning
    Sarkar, Subhojit
    Ghosh, Sasthi C.
    2020 INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS & NETWORKS (COMSNETS), 2020,
  • [2] Deep Learning-Based Relay Selection In D2D Millimeter Wave Communications
    Abdelreheem, Ahmed
    Omer, Osama A.
    Esmaiel, Hamada
    Mohamed, Usama S.
    2019 INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION SCIENCES (ICCIS), 2019, : 513 - 517
  • [3] Local Relay Selection in Presence of Dynamic Obstacles in Millimeter Wave D2D Communication
    Singh, Durgesh
    Chattopadhyay, Arpan
    Ghosh, Sasthi C.
    IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2021), 2021,
  • [4] Distributed Relay Selection in Presence of Dynamic Obstacles in Millimeter Wave D2D Communication
    Singh, Durgesh
    Chattopadhyay, Arpan
    Ghosh, Sasthi C.
    ICC 2020 - 2020 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2020,
  • [5] Adaptive Midpoint Relay Selection: Enhancing Throughput in D2D Communications
    Khwakhali, Ushik Shrestha
    Suksompong, Prapun
    Gordon, Steven
    SOFTWARE ENGINEERING, ARTIFICIAL INTELLIGENCE, NETWORKING AND PARALLEL/DISTRIBUTED COMPUTING, 2020, 850 : 191 - 207
  • [6] SRSM-Based Adaptive Relay Selection for D2D Communications
    Zhang, Zufan
    Zhang, Porui
    Liu, Dan
    Sun, Shaohui
    IEEE INTERNET OF THINGS JOURNAL, 2018, 5 (04): : 2323 - 2332
  • [7] Modeling and Analysis of Clustered D2D Millimeter-Wave Communications
    Yi, Wenqiang
    Liu, Yuanwei
    Nallanathan, Arumugam
    2018 INTERNATIONAL CONFERENCE ON COMPUTING, NETWORKING AND COMMUNICATIONS (ICNC), 2018, : 475 - 479
  • [8] Relay Probing for Millimeter Wave Multi-Hop D2D Networks
    Mohamed, Ehab Mahmoud
    Elhalawany, Basem M.
    Khallaf, Haitham S.
    Zareei, Mahdi
    Zeb, Asim
    Abdelghany, Mahmoud Ahmed
    IEEE ACCESS, 2020, 8 : 30560 - 30574
  • [9] On Relay Selection Schemes for Relay-Assisted D2D Communications in LTE-A Systems
    Ma, Ruofei
    Chang, Yao-Jen
    Chen, Hsiao-Hwa
    Chiu, Chun-Yuan
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2017, 66 (09) : 8303 - 8314
  • [10] Joint Relay Selection and Resource Allocation for Relay-Assisted D2D Underlay Communications
    Liu, Miaomiao
    Zhang, Li
    Gautam, Prabhat Raj
    2019 22ND INTERNATIONAL SYMPOSIUM ON WIRELESS PERSONAL MULTIMEDIA COMMUNICATIONS (WPMC), 2019,