A Hybrid Range-Free Algorithm Using Dynamic Communication Range for Wireless Sensor Networks

被引:0
作者
Han, Fengrong [1 ]
Abdelaziz, Izzeldin Ibrahim Mohamed [1 ]
Liu, Xinni [1 ]
Ghazali, Kamarul Hawari [1 ]
Wang, Hao [2 ]
机构
[1] Univ Malaysia Pahang, Fac Elect & Elect Engn, Pekan, Malaysia
[2] Univ Malaysia Pahang, Fac Mfg & Mech Engn Technol, Gambang, Malaysia
关键词
WSNs; Range-free localization; DV-Hop; Communication range; Anchor node; NODE LOCALIZATION;
D O I
10.3991/ijoe.v16i08.14379
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Location plays a backbone role in networks, since it will great influence basic wireless sensor networks (WSNs) architecture. Distance-Vector Hop (DV-Hop) is a representative range-free localization algorithm, which is widely utilized to locate node position in location-based application. However, with poor localization accuracy, it cannot satisfy precise location-based application requirement. Consequently, we proposed a hybrid range-free algorithm depends on dynamic communication range to address low localization accuracy problem, named as DCDV-Hop. Firstly, we applied statistical methods to analyze the relationship between location error and hop count under different communication ranges. Thereafter, we employed centroid algorithm to calculate target node coordinate based on hop threshold. Finally, a weighted least square is applied to locate remaining target nodes. We conducted considerable experiments, the results demonstrated that our proposed algorithm DCDV-Hop can effectively reduce accumulate localization error and improve localization accuracy of target nodes, with stable performance. Moreover, maximum localization accuracy reached up to 90.94% and localization error reduced more than 50%, compared with DV-Hop algorithm.
引用
收藏
页码:4 / 24
页数:21
相关论文
共 26 条
[1]   A survey on sensor networks [J].
Akyildiz, IF ;
Su, WL ;
Sankarasubramaniam, Y ;
Cayirci, E .
IEEE COMMUNICATIONS MAGAZINE, 2002, 40 (08) :102-114
[2]   GPS-less low-cost outdoor localization for very small devices [J].
Bulusu, N ;
Heidemann, J ;
Estrin, D .
IEEE PERSONAL COMMUNICATIONS, 2000, 7 (05) :28-34
[3]   Improved DV-Hop Localization Algorithm Based on Dynamic Anchor Node Set for Wireless Sensor Networks [J].
Cao, Yuxiao ;
Wang, Zhen .
IEEE ACCESS, 2019, 7 :124876-124890
[4]   Advances on localization techniques for wireless sensor networks: A survey [J].
Chowdhury, Tashnim J. S. ;
Elkin, Colin ;
Devabhaktuni, Vijay ;
Rawat, Danda B. ;
Oluoch, Jared .
COMPUTER NETWORKS, 2016, 110 :284-305
[5]   Locating tiny sensors in time and space: A case study [J].
Girod, L ;
Bychkovskiy, V ;
Elson, J ;
Estrin, D .
ICCD'2002: IEEE INTERNATIONAL CONFERENCE ON COMPUTER DESIGN: VLSI IN COMPUTERS AND PROCESSORS, PROCEEDINGS, 2002, :214-219
[6]   The anatomy of a context-aware application [J].
Harter, A ;
Hopper, A ;
Steggles, P ;
Ward, A ;
Webster, P .
WIRELESS NETWORKS, 2002, 8 (2-3) :187-197
[7]  
He T., 2003, PROC 9 ANN INT C MOB, P81, DOI DOI 10.1145/938985.938995
[8]  
Hu D., 2016, P 2 WORKSH ADV RES T, V194, P1
[9]   Exploration of a New Location Algorithm for Wireless Sensor Network [J].
Huang, Chao ;
Mao, Yuang .
INTERNATIONAL JOURNAL OF ONLINE ENGINEERING, 2018, 14 (06) :191-202
[10]   On the localization algorithm of wireless sensor network and its application [J].
Jia, Honglei ;
Zheng, Jiaxin ;
Wang, Gang ;
Chen, Yulong ;
Huang, Dongyan ;
Yuan, Hongfang .
International Journal of Online Engineering, 2017, 13 (03) :40-51