Fuzzy Logic Based Multidimensional Link Quality Estimation for Multi-Hop Wireless Sensor Networks

被引:17
|
作者
Guo, Zhi-Qiang [1 ]
Wang, Qin [1 ]
Li, Mo-Han [1 ]
He, Jie [1 ]
机构
[1] Univ Sci & Technol Beijing, Sch Comp & Commun Engn, Beijing 100083, Peoples R China
基金
国家高技术研究发展计划(863计划); 中国国家自然科学基金;
关键词
Wireless sensor networks; network reliability; link quality estimation; fuzzy logic; collection tree protocol;
D O I
10.1109/JSEN.2013.2272054
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In the applications of multi-hop wireless sensor networks, the effective evaluation of wireless link quality which can improve the network reliability is a crucial problem in the design of network protocols. The lossy and dynamic nature of the radio channel, however, makes link quality estimation a great challenge. First, we use data-driven modeling and statistical inference methods to model the burstiness of wireless link packet loss, which reflects the reliability of packet retransmission in the data link layer. Then, from a multidimensional view of characterizing the wireless link quality, we present the fuzzy logic based link quality indicator (FLI), which is a comprehensive reflection of single hop reliability of packet delivery, link volatility, and packet loss burst. Finally, we implement a wireless link quality estimator based on FLI in the collection tree protocol (CTP). Through the experimental comparison with the original link quality estimator in the CTP, the network performance with the new link quality estimator guarantees high end to end delivery reliability, while the average routing depth of the nodes and the dynamic changes of network topology are reduced.
引用
收藏
页码:3605 / 3615
页数:11
相关论文
共 50 条
  • [21] Location estimation in multi-hop wireless networks
    Shi, QC
    Kyperountas, S
    Niu, F
    Correal, N
    2004 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, VOLS 1-7, 2004, : 2827 - 2831
  • [22] On Wireless Link Connectivity for Resilient Multi-Hop Networks
    Trivedi, Gautam
    Jabbari, Bijan
    2021 IEEE MILITARY COMMUNICATIONS CONFERENCE (MILCOM 2021), 2021,
  • [23] Stochastic Sensor Scheduling for Energy Constrained Estimation in Multi-Hop Wireless Sensor Networks
    Mo, Yilin
    Garone, Emanuele
    Casavola, Alessandro
    Sinopoli, Bruno
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2011, 56 (10) : 2489 - 2495
  • [24] BIETX: A New Quality Link Metric for Static Wireless Multi-hop Networks
    Javaid, Nadeem
    Ahmad, Ashfaq
    Imran, Muhammad
    Alhamed, Ahmad A.
    Guizani, Mohsen
    2016 INTERNATIONAL WIRELESS COMMUNICATIONS AND MOBILE COMPUTING CONFERENCE (IWCMC), 2016, : 784 - 789
  • [25] Time Synchronization for Resource-Constrained Multi-Hop Wireless Sensor Networks based on Hop Delay Estimation
    Kaseva, Ville
    Hamalainen, Timo D.
    Hannikainen, Marko
    PROCEEDINGS OF SENSORCOMM 2011, THE FIFTH INTERNATIONAL CONFERENCE ON SENSOR TECHNOLOGIES AND APPLICATIONS, 2011, : 79 - 84
  • [26] A grid-based location estimation scheme using hop counts for multi-hop wireless sensor networks
    Lim, JG
    Rao, SV
    2004 INTERNATIONAL WORKSHOP ON WIRELESS AD-HOC NETWORKS, 2005, : 330 - 334
  • [27] Energy-Efficient Routing Protocol with Multi-Hop Fuzzy Logic for Wireless Networks
    Gobinath, J.
    Hemajothi, S.
    Jasmine, J. S. Leena
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2023, 36 (02): : 2457 - 2471
  • [28] Sensor Data Forwarding Strategies for State Estimation in Multi-hop Wireless Networks
    Xin, Kefei
    Cheng, Peng
    Chen, Jiming
    Xie, Lihua
    2013 IEEE 52ND ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2013, : 4766 - 4771
  • [29] Experimental investigation of wireless link layer for multi-hop oceanographic-sensor networks
    Fitz, S
    Gonzalez-Velazquez, A
    Henning, I
    Khan, T
    ELECTRONICS LETTERS, 2005, 41 (24) : 1310 - 1311
  • [30] Adaptive Multi-hop Routing for Wireless Sensor Networks
    Tanessakulwattana, Sarayoot
    Pornavalai, Chotipat
    Chakraborty, Goutam
    2013 10TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER SCIENCE AND SOFTWARE ENGINEERING (JCSSE), 2013, : 105 - 110