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
  • [31] Allocation of Licensed and Unlicensed Spectrum in Heterogeneous Networks
    Zhou, Zhiyi
    Guo, Dongning
    Honig, Michael L.
    2016 AUSTRALIAN COMMUNICATIONS THEORY WORKSHOP (AUSCTW), 2016, : 59 - 64
  • [32] Energy saving and channel access algorithm of unlicensed D2D networks in power Internet of things
    Sun C.
    Wu Z.-Y.
    Yuan J.-T.
    Zhejiang Daxue Xuebao (Gongxue Ban)/Journal of Zhejiang University (Engineering Science), 2020, 54 (10): : 1867 - 1873
  • [33] Key management systems for sensor networks in the context of the Internet of Things
    Roman, Rodrigo
    Alcaraz, Cristina
    Lopez, Javier
    Sklavos, Nicolas
    COMPUTERS & ELECTRICAL ENGINEERING, 2011, 37 (02) : 147 - 159
  • [34] Opportunistic Spectrum Allocation for Interference Mitigation Amongst Coexisting Wireless Body Area Networks
    Movassaghi, Samaneh
    Smith, David B.
    Abolhasan, Mehran
    Jamalipour, Abbas
    ACM TRANSACTIONS ON SENSOR NETWORKS, 2018, 14 (02)
  • [35] Licensed and Unlicensed Spectrum Allocation in Heterogeneous Networks
    Zhou, Zhiyi
    Guo, Dongning
    Honig, Michael L.
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2017, 65 (04) : 1815 - 1827
  • [36] Interference coordination based on random fractional spectrum reuse in femtocells toward Internet of Things
    Guomei Zhang
    Man Chu
    Jie Li
    Personal and Ubiquitous Computing, 2016, 20 : 667 - 679
  • [37] Interference coordination based on random fractional spectrum reuse in femtocells toward Internet of Things
    Zhang, Guomei
    Chu, Man
    Li, Jie
    PERSONAL AND UBIQUITOUS COMPUTING, 2016, 20 (05) : 667 - 679
  • [38] Management and Internet of Things
    Samaniego, Mayra
    Deters, Ralph
    11TH INTERNATIONAL CONFERENCE ON FUTURE NETWORKS AND COMMUNICATIONS (FNC 2016) / THE 13TH INTERNATIONAL CONFERENCE ON MOBILE SYSTEMS AND PERVASIVE COMPUTING (MOBISPC 2016) / AFFILIATED WORKSHOPS, 2016, 94 : 137 - 143
  • [39] Artificial intelligence and internet of things in screening and management of autism spectrum disorder
    Ghosh, Tapotosh
    Al Banna, Md. Hasan
    Rahman, Md. Sazzadur
    Kaiser, M. Shamim
    Mahmud, Mufti
    Hosen, A. S. M. Sanwar
    Cho, Gi Hwan
    SUSTAINABLE CITIES AND SOCIETY, 2021, 74
  • [40] Spatial Reuse for Coexisting LTE and Wi-Fi Systems in Unlicensed Spectrum
    Yin, Rui
    Li, Geoffrey Ye
    Maaref, Amine
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2018, 17 (02) : 1187 - 1198