RACH Success Probability Analysis and Optimization in NB-IoT Networks

被引:2
|
作者
Chen, Jian [1 ,2 ]
Shang, Jianhui [1 ,2 ]
Jia, Jie [1 ,2 ]
Deng, Yansha [3 ]
Wang, Xingwei [1 ,2 ]
Aghvami, Abdol Hamid [3 ]
机构
[1] Northeastern Univ, Shenyang 110819, Peoples R China
[2] Minist Educ, Engn Res Ctr Secur Technol Complex Network Syst, Shenyang 110819, Peoples R China
[3] Kings Coll London, Dept Infor Mat, London WC2R 2LS, England
基金
中国国家自然科学基金;
关键词
Internet of Things; Resource management; Optimization; Interference; Symbols; Signal to noise ratio; Analytical models; Many-to-one matching; NB-IoT; RACH success probability; resource allocation; RANDOM-ACCESS; ALLOCATION;
D O I
10.1109/TNSE.2022.3197888
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Narrow Band-Internet of Things (NB-IoT) is a novel technology to provide a high coverage area for massive low-cost devices with latency tolerance and long battery life. However, existing random access techniques with fixed repetition values will cause severe interference and low resource utilization. In order to provide more reliable transmission for NB-IoT devices, the Random Access CHannel (RACH) success probability is first analyzed in this paper. An exact closed-form expression for the RACH success probability of a random user, including both the repetition values and received Signal to Interference plus Noise Ratio (SINR) values, is derived. We further formulate the joint optimization problem, including sub-carrier assignment, repetition value and start TS allocation, to maximize the RACH success probability. By mapping the two-dimensional resource table as a one-dimensional resource block vector, the many-to-one matching algorithm is invoked to solve this problem. The improved utility function is further designed to eliminate the "externalities" effects in the matching process. Numerical results demonstrate that the proposed optimization outperforms existing algorithm with fixed repetition value.
引用
收藏
页码:4297 / 4309
页数:13
相关论文
共 50 条
  • [1] RACH Preamble Repetition in NB-IoT Network
    Jiang, Nan
    Deng, Yansha
    Condoluci, Massimo
    Guo, Weisi
    Nallanathan, Arumugam
    Dohler, Mischa
    [J]. IEEE COMMUNICATIONS LETTERS, 2018, 22 (06) : 1244 - 1247
  • [2] RACH in Self-Powered NB-IoT Networks: Energy Availability and Performance Evaluation
    Liu, Yan
    Deng, Yansha
    Elkashlan, Maged
    Nallanathan, Arumugam
    Yuan, Jinhong
    Mallik, Ranjan K.
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 2021, 69 (03) : 1750 - 1764
  • [3] Markov Model based Energy Harvesting for RACH Analysis in NB-IoT Network
    Liu, Yan
    Deng, Yansha
    Elkashlan, Maged
    Nallanathan, Arumugam
    Yuan, Jinhong
    [J]. ICC 2019 - 2019 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2019,
  • [4] Analysis and optimization of downlink energy in NB-IoT
    Manzar, Syed Ariz
    Verma, Shilpi
    Gupta, Sindhu Hak
    [J]. SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS, 2022, 35
  • [5] A Methodology of NB-IoT Mobility Optimization
    Moon, Youngjunn
    Ha, Seongjung
    Park, Mirim
    Lee, Dongjun
    Jeong, Junho
    [J]. 2018 GLOBAL INTERNET OF THINGS SUMMIT (GIOTS), 2018, : 401 - 405
  • [6] Reinforcement Learning for Real-Time Optimization in NB-IoT Networks
    Jiang, Nan
    Deng, Yansha
    Nallanathan, Arumugam
    Chambers, Jonathon A.
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2019, 37 (06) : 1424 - 1440
  • [7] Measurement-Based Optimization of Cell Selection in NB-IoT Networks
    Chang, Xiangmao
    Zhan, Jun
    Xing, Guoliang
    Huang, Jun
    Chen, Bing
    Zhou, Lu
    [J]. ACM TRANSACTIONS ON SENSOR NETWORKS, 2022, 18 (04)
  • [8] NB-IoT Network and Service Collaborative Optimization
    Liu, Pengcheng
    Guo, Bao
    Zhang, Yang
    Han, Yuehua
    Liu, Yi
    Wang, Guozhi
    [J]. SIGNAL AND INFORMATION PROCESSING, NETWORKING AND COMPUTERS (ICSINC), 2019, 550 : 505 - 515
  • [9] Latency Reduction Techniques for NB-IoT Networks
    Nsiah, Kofi Atta
    Amjad, Zubair
    Sikora, Axel
    Hilt, Benoit
    Lauffenburger, Jean-Philippe
    [J]. PROCEEDINGS OF THE 2019 10TH IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT DATA ACQUISITION AND ADVANCED COMPUTING SYSTEMS - TECHNOLOGY AND APPLICATIONS (IDAACS), VOL. 1, 2019, : 478 - 482
  • [10] NB-IoT optimization for smart meters networks of smart cities: Case study
    Abbas, Ahmed M.
    Youssef, Khaled Y.
    Mahmoud, Imbaby I.
    Zekry, Abdelhalim
    [J]. ALEXANDRIA ENGINEERING JOURNAL, 2020, 59 (06) : 4267 - 4281