Interference management for coexisting Internet of Things networks over unlicensed spectrum

被引:7
|
作者
Azari, Amin [1 ]
Masoudi, Meysam [1 ]
机构
[1] KTH Royal Inst Technol, EECS Scool, Stockholm, Sweden
关键词
5G; Battery lifetime; Coordination; Internet of Things; Reinforcement learning; Smart home; IOT; 5G;
D O I
10.1016/j.adhoc.2021.102539
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The main building block of Internet of Things (IoT) ecosystem is providing low-cost scalable connectivity for the radio/compute-constrained devices. This connectivity could be realized over the licensed spectrum like Narrowband-IoT (NBIoT) networks, or over the unlicensed spectrum like NBIoT-Unlicensed, SigFox and LoRa networks. In this paper, performance of IoT communications utilizing the unlicensed band, e.g. the 863-870 MHz in the Europe, in indoor use-cases like smart home, is investigated. More specifically, we focus on two scenarios for channel access management: (i) coordinated access, where the activity patterns of gateways and sensors are coordinated with neighbors, and (ii) uncoordinated access, in which each gateway and its associated nodes work independently from the neighbor ones. We further investigate a distributed coordination scheme in which, devices learn to coordinate their activity patterns leveraging tools from reinforcement learning. Closed-form expressions for capacity of the system, in terms of the number of sustained connections per gateway fulfilling a minimum quality of service (QoS) constraint are derived, and are further evaluated using simulations. Furthermore, delay-reliability and inter network interference-intra network collision performance tradeoffs offered by coordination are figured out. The simulation results highlight the impact of system and traffic parameters on the performance tradeoffs and characterize performance regions in which coordinated scheme outperforms the uncoordinated one, and vice versa. For example, for a packet loss requirement of 1%, the number of connected devices could be doubled by coordination.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] IoT-U: Cellular Internet-of-Things Networks Over Unlicensed Spectrum
    Zhang, Hongliang
    Di, Boya
    Bian, Kaigui
    Song, Lingyang
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2019, 18 (05) : 2477 - 2492
  • [2] Autonomous Interference Mapping for Industrial Internet of Things Networks Over Unlicensed Bands: Identifying Cross-Technology Interference
    Grimaldi, Simone
    Mahmood, Aamir
    Hassan, Syed Ali
    Gidlund, Mikael
    Hancke, Gerhard P.
    [J]. IEEE INDUSTRIAL ELECTRONICS MAGAZINE, 2021, 15 (01) : 67 - 78
  • [3] Interference management for unlicensed users in shared CBRS spectrum
    Baig, Ghufran
    Kash, Ian
    Radunovic, Bozidar
    Karagiannis, Thomas
    Qiu, Lili
    [J]. CONEXT'18: PROCEEDINGS OF THE 14TH INTERNATIONAL CONFERENCE ON EMERGING NETWORKING EXPERIMENTS AND TECHNOLOGIES, 2018, : 333 - 345
  • [4] Cellular Internet-of-Things (IoT) Communications over Unlicensed Band
    Zhang, Hongliang
    Di, Boya
    Zhang, Xiaomei
    Bian, Kaigui
    Song, Lingyang
    Han, Zhu
    [J]. 2018 IEEE INTERNATIONAL SYMPOSIUM ON DYNAMIC SPECTRUM ACCESS NETWORKS (DYSPAN), 2018,
  • [5] Exploiting Successive Interference Cancellation for Spectrum Sharing Over Unlicensed Bands
    Guo, Zhiwu
    Li, Ming
    Krunz, Marwan
    [J]. IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 23 (03) : 2438 - 2455
  • [6] Interference-Aware Video Streaming Over Crowded Unlicensed Spectrum
    Fan, Ching-Ling
    Huang, Daniel
    Wang, Pin-Chun
    Hsu, Cheng-Hsin
    [J]. 2016 18TH ASIA-PACIFIC NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM (APNOMS), 2016,
  • [7] Predictive Interference Management for Wireless Channels in the Internet of Things
    Nikoukar, Ali
    Shah, Yash
    Memariani, Adel
    Gunes, Mesut
    Dezfouli, Behnam
    [J]. 2020 IEEE 31ST ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR AND MOBILE RADIO COMMUNICATIONS (IEEE PIMRC), 2020,
  • [8] Traffic Management for Heterogeneous Networks With Opportunistic Unlicensed Spectrum Sharing
    Liu, Chun-Hung
    Tsai, Hong-Cheng
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2017, 16 (09) : 5717 - 5731
  • [9] Full-Duplex Assisted LTE-U/Wifi Coexisting Networks in Unlicensed Spectrum
    Yao, Zhuohui
    Cheng, Wenchi
    Zhang, Hailin
    [J]. IEEE ACCESS, 2018, 6 : 40085 - 40095
  • [10] Spectrum Coordination for Intelligent Wireless Internet of Things Networks
    Nikolic, Zorica
    Tosic, Milorad
    Milosevic, Nenad
    Nejkovic, Valentina
    Jelenkovic, Filip
    [J]. 2017 25TH TELECOMMUNICATION FORUM (TELFOR), 2017, : 219 - 225