Fuzzy logic based 3D localization in wireless sensor networks using invasive weed and bacterial foraging optimization

被引:30
|
作者
Sharma, Gaurav [1 ]
Kumar, Ashok [1 ]
机构
[1] Natl Inst Technol, Dept Elect & Commun Engn, Hamirpur 177005, Himachal Prades, India
关键词
Fuzzy logic system (FLS); Radio irregularity model (RIM); Bacterial foraging optimization (BFO); Invasive weed optimization (IWO); Localization; Wireless sensor networks (WSNs); NODE LOCALIZATION; ALGORITHM;
D O I
10.1007/s11235-017-0333-0
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
The purpose of this paper is to improve the performance of node localization in 3D space for wireless sensor network. To achieve this objective, we propose two range free localization algorithms for 3D space in anisotropic environment using the application of bacterial foraging optimization (BFO) and invasive weed optimization (IWO). In proposed methods, only received signal strength (RSS) information between nodes is sufficient for estimating target nodes locations. The RSS information gives clue to find out the distances between target nodes and anchor nodes. To overcome the non-linearity between RSS and distance, edge weights between target nodes and their neighbouring anchor nodes are considered to estimate the positions of target nodes. To further reduce the computational complexity and to model the edge weights, we use fuzzy logic system in this paper. BFO and IWO techniques are used to further optimize the edge weights separately to achieve the better localization accuracy. The simulation results show the superiority of the proposed algorithms as compared to centroid method, weighted centroid and existing 3D localization algorithms in terms of localization accuracy, stability, positioning coverage and scalability.
引用
收藏
页码:149 / 162
页数:14
相关论文
共 50 条
  • [1] Fuzzy logic based 3D localization in wireless sensor networks using invasive weed and bacterial foraging optimization
    Gaurav Sharma
    Ashok Kumar
    Telecommunication Systems, 2018, 67 : 149 - 162
  • [2] Localization in Wireless Sensor Networks Using Invasive Weed Optimization Based on Fuzzy Logic System
    Sharma, Gaurav
    Kumar, Ashok
    Singh, Prabhleen
    Hafeez, Mohammad Jibran
    ADVANCED COMPUTING AND COMMUNICATION TECHNOLOGIES, 2018, 562 : 245 - 255
  • [3] A Novel Localization Algorithm based on Invasive Weed Optimization in Wireless Sensor Networks
    Zhang, Yaming
    Liu, Yan
    Gan, Jianhou
    2018 26TH INTERNATIONAL CONFERENCE ON GEOINFORMATICS (GEOINFORMATICS 2018), 2018,
  • [4] Three-Dimensional Localization in Anisotropic Wireless Sensor Networks Using Fuzzy Logic System
    Sharma, Gaurav
    Rajesh, A.
    Babu, L. Ganesh
    Mohan, E.
    AD HOC & SENSOR WIRELESS NETWORKS, 2019, 45 (1-2) : 29 - 57
  • [5] Fuzzy modelling based energy aware clustering in wireless sensor networks using modified invasive weed optimization
    Sharma, Richa
    Vashisht, Vasudha
    Singh, Umang
    JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES, 2022, 34 (05) : 1884 - 1894
  • [6] A new fuzzy logic based node localization mechanism for Wireless Sensor Networks
    Amri, Saber
    Khelifi, Fekher
    Bradai, Abbas
    Rachedi, Abderrezak
    Kaddachi, Med Lassaad
    Atri, Mohamed
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 93 : 799 - 813
  • [7] DV-Hop localization algorithm based on bacterial foraging optimization for wireless multimedia sensor networks
    Zhou, Caiqiu
    Yang, Yuwang
    Wang, Yongjian
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (04) : 4299 - 4309
  • [8] DV-Hop localization algorithm based on bacterial foraging optimization for wireless multimedia sensor networks
    Caiqiu Zhou
    Yuwang Yang
    Yongjian Wang
    Multimedia Tools and Applications, 2019, 78 : 4299 - 4309
  • [9] Localization in Wireless Sensor Networks by Fuzzy Logic System
    Chiang, Shu-Yin
    Wang, Jin-Long
    KNOWLEDGE-BASED AND INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT II, PROCEEDINGS, 2009, 5712 : 721 - 728
  • [10] An enhanced localization algorithm for 3D wireless sensor networks using group learning optimization
    Niranjan, Maheshwari
    Sinha, Adwitiya
    Singh, Buddha
    SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES, 2024, 49 (03):