Accurate Range-Free Localization Using Cuckoo Search Optimization in IoT and Wireless Sensor Networks

被引:0
|
作者
Hadir, Abdelali [1 ]
Kaabouch, Naima [2 ]
机构
[1] Hassan II Univ, Natl Sch Commerce & Management, Casablanca 20250, Morocco
[2] Univ North Dakota, Sch Elect Engn & Comp Sci, Grand Forks, ND 58202 USA
关键词
IoT; WSN; localization; DV-Hop; cuckoo search; accuracy; ALGORITHM;
D O I
10.3390/computers13120319
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Precise positioning of sensors is critical for the performance of various applications in the Internet of Things and wireless sensor networks. The efficiency of these networks heavily depends on the precision of sensor node locations. Among various localization approaches, DV-Hop is highly recommended for its simplicity and robustness. However, despite its popularity, DV-Hop suffers from significant accuracy issues, primarily due to its reliance on average hop size for distance estimation. This limitation often results in substantial localization errors, compromising the overall network effectiveness. To address this gap, we developed an enhanced DV-Hop approach that integrates the cuckoo search algorithm (CS). Our solution improves the accuracy of node localization by introducing a normalized average hop size calculation and leveraging the optimization capabilities of CS. This hybrid approach refines the distance estimation process, significantly reducing the errors inherent in traditional DV-Hop. Findings from simulations reveal that the developed approach surpasses the accuracy of both the original DV-Hop and multiple other current localization methods, providing a more precise and reliable localization method for IoT and WSN applications.
引用
收藏
页数:21
相关论文
共 50 条
  • [21] Power efficient range-free localization algorithm for wireless sensor networks
    Shrawan Kumar
    D. K. Lobiyal
    Wireless Networks, 2014, 20 : 681 - 694
  • [22] Blockchain Powered Secure Range-Free Localization in Wireless Sensor Networks
    Goyat, Rekha
    Kumar, Gulshan
    Rai, Mritunjay Kumar
    Saha, Rahul
    Thomas, Reji
    Kim, Tai Hoon
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2020, 45 (08) : 6139 - 6155
  • [23] Performance evaluation of range-free localization algorithms for wireless sensor networks
    Ibrahim Nemer
    Tarek Sheltami
    Elhadi Shakshuki
    Abdulrahman Abu Elkhail
    Mumin Adam
    Personal and Ubiquitous Computing, 2021, 25 : 177 - 203
  • [24] A Novel Range-Free Node Localization Method for Wireless Sensor Networks
    Jin, Yong
    Zhou, Lin
    Zhang, Lu
    Hu, Zhentao
    Han, Jing
    IEEE WIRELESS COMMUNICATIONS LETTERS, 2022, 11 (04) : 688 - 692
  • [25] A Hybrid Range-free Localization Algorithm for ZigBee Wireless Sensor Networks
    Alhmiedat, Tareq
    Abu Salem, Amer
    INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY, 2017, 14 (4A) : 647 - 653
  • [26] Blockchain Powered Secure Range-Free Localization in Wireless Sensor Networks
    Rekha Goyat
    Gulshan Kumar
    Mritunjay Kumar Rai
    Rahul Saha
    Reji Thomas
    Tai Hoon Kim
    Arabian Journal for Science and Engineering, 2020, 45 : 6139 - 6155
  • [27] Range-Free Localization in Wireless Sensor Networks with Neural Network Ensembles
    Zheng, Jun
    Dehghani, Asghar
    JOURNAL OF SENSOR AND ACTUATOR NETWORKS, 2012, 1 (03) : 254 - 271
  • [28] Range-free localization using expected hop progress in anisotropic wireless sensor networks
    Wen, Wu
    Wen, Xianbin
    Yuan, Liming
    Xu, Haixia
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2018,
  • [29] Determination of Communication Range for Range-free Multi-hop Localization in Wireless Sensor Networks
    Lee, Sangho
    Kim, Kiseon
    2011 20TH INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATIONS AND NETWORKS (ICCCN), 2011,
  • [30] Modified Energy-Efficient Range-Free Localization Using Teaching-Learning-Based Optimization for Wireless Sensor Networks
    Sharma, Gaurav
    Kumar, Ashok
    IETE JOURNAL OF RESEARCH, 2018, 64 (01) : 124 - 138