A Hybrid DV-Hop Algorithm Using RSSI for Localization in Large-Scale Wireless Sensor Networks

被引:74
作者
Cheikhrouhou, Omar [1 ,3 ]
Bhatti, Ghulam M. [2 ]
Alroobaea, Roobaea [2 ]
机构
[1] Taif Univ, Coll Comp & Informat Technol, Dept IT, At Taif 26571, Saudi Arabia
[2] Taif Univ, Coll Comp & Informat Technol, Dept Comp Sci, At Taif 26571, Saudi Arabia
[3] Univ Monastir, ISIMA, Ave Habib Bourguiba,Sidi Massoud BP 49, Mandia 5111, Tunisia
关键词
WSN; localization; DV-Hop; RSSI; IoT; multihop; TIME;
D O I
10.3390/s18051469
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
With the increasing realization of the Internet-of-Things (IoT) and rapid proliferation of wireless sensor networks (WSN), estimating the location of wireless sensor nodes is emerging as an important issue. Traditional ranging based localization algorithms use triangulation for estimating the physical location of only those wireless nodes that are within one-hop distance from the anchor nodes. Multi-hop localization algorithms, on the other hand, aim at localizing the wireless nodes that can physically be residing at multiple hops away from anchor nodes. These latter algorithms have attracted a growing interest from research community due to the smaller number of required anchor nodes. One such algorithm, known as DV-Hop (Distance Vector Hop), has gained popularity due to its simplicity and lower cost. However, DV-Hop suffers from reduced accuracy due to the fact that it exploits only the network topology (i.e., number of hops to anchors) rather than the distances between pairs of nodes. In this paper, we propose an enhanced DV-Hop localization algorithm that also uses the RSSI values associated with links between one-hop neighbors. Moreover, we exploit already localized nodes by promoting them to become additional anchor nodes. Our simulations have shown that the proposed algorithm significantly outperforms the original DV-Hop localization algorithm and two of its recently published variants, namely RSSI Auxiliary Ranging and the Selective 3-Anchor DV-hop algorithm. More precisely, in some scenarios, the proposed algorithm improves the localization accuracy by almost 95%, 90% and 70% as compared to the basic DV-Hop, Selective 3-Anchor, and RSSI DV-Hop algorithms, respectively.
引用
收藏
页数:14
相关论文
共 31 条
[1]  
[Anonymous], COMP INF TEL SYST CI
[2]  
[Anonymous], IEEE 69 VEH TECHN C
[3]  
[Anonymous], 2007, GLOBAL POSITIONING S
[4]  
[Anonymous], 2012, IND WIRELESS SENSOR
[6]  
Cheng Y.K., 2016, P 2016 IEEE 83 VTC S
[7]   Least squares algorithms for time-of-arrival-based mobile location [J].
Cheung, KW ;
So, HC ;
Ma, WK ;
Chan, YT .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (04) :1121-1128
[8]  
Dil B, 2006, LECT NOTES COMPUT SC, V3868, P164
[9]   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
[10]   Improvement of range-free localization technology by a novel DV-hop protocol in wireless sensor networks [J].
Gui, Linqing ;
Val, Thierry ;
Wei, Anne ;
Dalce, Rejane .
AD HOC NETWORKS, 2015, 24 :55-73