Abstract
In the various applications where the wireless sensor network (WSN) is deployed all the sensor nodes work collectively for a particular task. It is useful in various applications as in the military, medical, home related to monitoring human body activities also. As in WSN, sensors sense the environment and this sensing is not useful until the exact location of the sensor is not known. So in WSN, localization is an important task. Mainly, there are two types of algorithms that are available for localization, range based and free range. All of these algorithms are differentiated on the basis of one common factor that is the localization error. Under the range free localization approach most explored algorithm is a distance vector (DV) Hop. In this paper, a new distance error correction metric based algorithm is proposed to minimize the error that exists in the basic hop based algorithms. It has been implemented in MATLAB for the results verification and comparison. Moreover, the performance of the proposed algorithm is analyzed for various factors like the average localization error, error variance and accuracy in accordance to the parameters like the total node amount, the anchor node amount and range. Simulation results conclude that the proposed error correction based approach presented in this paper performed exceptionally well against the basic DV Hop, improved DV(IDV) Hop and particle swarm optimization based DV Hop and thus improves the overall localization process of the whole network.
Similar content being viewed by others
References
Akyildiz, I. F., Su, W., Sankarasubramaniam, Y., & Cayirci, E. (2002). Wireless sensor networks: A survey. Computer Networks, 38(4), 393–422.
Du, T., Qu, S., Guo, Q., & Zhu, L. (2017). A simple efficient anchor-free node localization algorithm for wireless sensor networks. International Journal of Distributed Sensor Networks. https://doi.org/10.1177/155014771705784.
Yick, J., Mukherjee, B., & Ghosal, D. (2008). Wireless sensor network survey. Computer Networks, 52(12), 2292–2330.
Sanford, J. F., Potkonjak, M., & Slijepcevic, S. (2012). Localization in wireless networks: Foundations and applications. Berlin: Springer Science & Business Media.
Mao, G., Fidan, B., & Anderson, B. D. (2007). Wireless sensor network localization techniques. Computer Networks, 51(10), 2529–2553.
Nazir, U., Shahid, N., Arshad, M. A., & Raza, S. H. (2012). Classification of localization algorithms for wireless sensor network: A survey. In 2012 International conference on open source systems and technologies (pp. 1–5). IEEE.
Han, G., Xu, H., Duong, T. Q., Jiang, J., & Hara, T. (2013). Localization algorithms of wireless sensor networks: A survey. Telecommunication Systems, 52(4), 2419–2436.
Bhushan, B., & Sahoo, G. (2017). Recent advances in attacks, technical challenges, vulnerabilities and their countermeasures in wireless sensor networks. Wireless Personal Communications, 98(2), 2037–2077.
Erol-Kantarci, M., Mouftah, H. T., & Oktug, S. (2011). A survey of architectures and localization techniques for underwater acoustic sensor networks. IEEE Communications Surveys and Tutorials, 13(3), 487–502.
Chowdhury, T. J., Elkin, C., Devabhaktuni, V., Rawat, D. B., & Oluoch, J. (2016). Advances on localization techniques for wireless sensor networks: A survey. Computer Networks, 110, 284–305.
Mantri, D. S., Prasad, N. R., & Prasad, R. (2017). Random mobility and heterogeneity-aware hybrid synchronization for wireless sensor network. Wireless Personal Communications, 100(2), 321–336.
Halder, S., & Ghosal, A. (2016). A survey on mobility-assisted localization techniques in wireless sensor networks. Journal of Network and Computer Applications, 60, 82–94.
Han, G., Jiang, J., Zhang, C., Duong, T. Q., Guizani, M., & Karagiannidis, G. K. (2016). A survey on mobile anchor node assisted localization in wireless sensor networks. IEEE Communications Surveys and Tutorials, 18(3), 2220–2243.
Chelouah, L., Semchedine, F., & Bouallouche-Medjkoune, L. (2017). Localization protocols for mobile wireless sensor networks: A survey. Computers and Electrical Engineering, 71, 733–751.
Yassin, A., Nasser, Y., Awad, M., Al-Dubai, A., Liu, R., Yuen, C., et al. (2016). Recent advances in indoor localization: A survey on theoretical approaches and applications. IEEE Communications Surveys and Tutorials, 19(2), 1327–1346.
Shit, R. C., Sharma, S., Puthal, D., & Zomaya, A. Y. (2018). Location of things (LoT): A review and taxonomy of sensors localization in IoT infrastructure. IEEE Communications Surveys and Tutorials., 20, 2028–2061.
Tomic, Stefan, & Mezei, Ivan. (2016). Improvements of DV-Hop localization algorithm for wireless sensor networks. Telecommunication Systems, 61, 93–106.
Singh, S. P., & Sharma, S. C. (2017). An improved localization algorithm for error minimization in wireless sensor networks. International Journal of Engineering and Technology (IJET), 9, 179–191.
Li, Z., Li, R., Wei, Y., & Pei, T. (2010). Survey of localization techniques in wireless sensor networks. Information Technology Journal, 9(8), 1754–1757.
Bulusu, N., Heidemann, J., & Estrin, D. (2000). GPS-less low-cost outdoor localization for very small devices. IEEE Personal Communications, 7(5), 28–34.
He, T., Huang, C., Blum, B. M., Stankovic, J. A., & Abdelzaher, T. (2003). Range-free localization schemes for large scale sensor networks. In Proceedings of the 9th annual international conference on mobile computing and networking (pp. 81–95). ACM.
Niculescu, D., & Nath, B. (2003). DV based positioning in ad hoc networks. Telecommunication Systems, 22(1–4), 267–280.
Liu, L., & Guntaka, K. K. (2014). A non-iterative localization approach based on multi-dimensional scaling method for wireless sensor networks. In 2014 IEEE 11th international conference on networking, sensing and control (ICNSC) (pp. 328–333). IEEE.
Sastry, S., & Sciences, C. (2002). Distributed localization in wireless ad hoc. Technical Report UCB/ERL, 2, 1–13.
Chen, X., & Zhang, B. (2012). Improved DV-Hop node localization algorithm in wireless sensor networks. International Journal of Distributed Sensor Networks, 8(8), 213980.
Tao, Q., & Zhang, L. (2016). Enhancement of DV-Hop by weighted hop distance. In 2016 IEEE advanced information management, communicates, electronic and automation control conference (IMCEC), (pp. 1577–1580). IEEE.
Ma, X., Liu, W., & Wang, Z. (2017). Node localization of wireless sensor network based on secondary correction error. In International symposium on parallel architecture, algorithm and programming (pp. 142–151). Singapore: Springer.
Chen, H., Sezaki, K., Deng, P., & So, H. C. (2008). An improved DV-Hop localization algorithm with reduced node location error for wireless sensor networks. IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, 91(8), 2232–2236.
Fu, C., Qian, Z., Ji, G., Zhao, Y., & Wang, X. (2013). An improved DV-HOP localization algorithm in wireless sensor network. In 2013 international conference on information technology and applications (pp. 13–16). IEEE.
Singh, S. P., & Sharma, S. C. (2018). Implementation of a PSO based improved localization algorithm for wireless sensor networks. IETE Journal of Research, 64, 1–13. https://doi.org/10.1080/03772063.2018.1436472.
Wang, Y., Wang, X., Wang, D., & Agrawal, D. P. (2009). Range-free localization using expected hop progress in wireless sensor networks. IEEE Transactions on Parallel and Distributed Systems, 20(10), 1540–1552.
Wang, B., Wu, G., Wang, S., & Yang, L. T. (2014). Localization based on adaptive regulated neighborhood distance for wireless sensor networks with a general radio propagation model. IEEE Sensors Journal, 14(11), 3754–3762.
Song, G., & Tam, D. (2015). Two novel DV-Hop localization algorithms for randomly deployed wireless sensor networks. International Journal of Distributed Sensor Networks, 11(7), 187670.
Gui, L., Val, T., Wei, A., & Dalce, R. (2015). Improvement of range-free localization technology by a novel DV-hop protocol in wireless sensor networks. Ad Hoc Networks, 24, 55–73.
Yan, X., Yang, Z., Song, A., Yang, W., Liu, Y., & Zhu, R. (2016). A novel multihop range-free localization based on kernel learning approach for the internet of things. Wireless Personal Communications, 87(1), 269–292.
Xu, Y., Luo, X., Wang, W., & Zhao, W. (2017). Efficient DV-HOP localization for wireless cyber-physical social sensing system: a correntropy-based neural network learning scheme. Sensors, 17(1), 135.
Shahzad, F., Sheltami, T. R., & Shakshuki, E. M. (2017). DV-maxHop: A fast and accurate range-free localization algorithm for anisotropic wireless networks. IEEE Transactions on Mobile Computing, 16(9), 2494–2505.
Cui, L., Xu, C., Li, G., Ming, Z., Feng, Y., & Lu, N. (2018). A high accurate localization algorithm with DV-Hop and differential evolution for wireless sensor network. Applied Soft Computing, 68, 39–52.
Cheikhrouhou, O., Bhatti, G. M., & Alroobaea, R. (2018). A hybrid DV-hop algorithm using RSSI for localization in large-scale wireless sensor networks. Sensors, 18(5), 1469.
Zhao, W., Su, S., & Shao, F. (2018). Improved DV-hop algorithm using locally weighted linear regression in anisotropic wireless sensor networks. Wireless Personal Communications, 98(4), 3335–3353.
Kaur, A., Kumar, P., & Gupta, G. P. (2017). A weighted centroid localization algorithm for randomly deployed wireless sensor networks. Journal of King Saud University-Computer and Information Sciences, 31(1), 1–10.
Yi, L., & Chen, M. (2017). An enhanced hybrid 3D localization algorithm based on APIT and DV-Hop. International Journal of Online Engineering (iJOE), 13(09), 69–86.
Kumar, S., & Lobiyal, D. K. (2013). An advanced DV-Hop localization algorithm for wireless sensor networks. Wireless Personal Communications, 71(2), 1365–1385.
Chen, X., & Zhang, B. (2012). Improved DV-Hop node localization algorithm in wireless sensor networks. International Journal of Distributed Sensor Networks, 8(8), 213980.
Singh, S. P., & Sharma, S. C. (2018). A PSO based improved localization algorithm for wireless sensor network. Wireless Personal Communications, 98(1), 487–503.
Acknowledgements
Authors are highly thankful to the department of RIC, IKG Punjab Technical University, Kapurthala, Punjab, India for providing the opportunity to conduct this research work.
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Prashar, D., Jyoti, K. Distance Error Correction Based Hop Localization Algorithm for Wireless Sensor Network. Wireless Pers Commun 106, 1465–1488 (2019). https://doi.org/10.1007/s11277-019-06225-0
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11277-019-06225-0