Dynamic Mobile Node Localization in Wireless Sensor Networks: An Extended Kalman Filter Approach
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https://doi.org/10.61705/1qs38a47Keywords:
localization, anchor, sensor, positioning, RSSI, Mobile robotAbstract
This study presents an algorithm for mobile node localization in wireless sensor networks, leveraging the Extended Kalman Filter (EKF). The algorithm demonstrates robustness in handling non-linear dynamics and adaptability to varying environmental conditions. While initial conditions and Gaussian noise assumptions pose challenges, ongoing efforts aim to address these limitations. Future directions involve the refinement of sensor models, exploration of multi-sensor fusion, integration of machine learning techniques, and rigorous real-world testing. The algorithm's potential for three-dimensional localization and energy-efficient strategies positions it as a promising solution for dynamic scenarios. This research contributes to the advancement of mobile node localization methodologies, providing insights into its strengths, limitations, and avenues for future improvement.
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References
Ahmad, T. (2019). 3D Localization Techniques for Wireless Sensor Networks (Doctoral dissertation, Auckland University of Technology).
Dil, B., Dulman, S., & Havinga, P. (2006, February). Range-based localization in mobile sensor networks. In European Workshop on Wireless Sensor Networks (pp. 164-179). Berlin, Heidelberg: Springer Berlin Heidelberg.
Ahmad, T., Li, X. J., & Seet, B. C. (2017). Parametric loop division for 3D localization in wireless sensor networks. Sensors, 17(7), 1697.
V. Rajendran, K. Obraczka, and J. J. Garcia-Luna-Aceves, “Energy-Efficient, Collision-Free Medium Access Control for Wireless Sensor Networks,” Proc. ACM SenSys „03, Los Angeles, CA, Nov. 2003, pp. 181–92.
L. Bao and J. J. Garcia-Luna-Aceves, “A New Approach to Channel Access Scheduling for Ad Hoc Networks,” 7th Ann. Int‟l. Conf. Mobile Comp. and Net., 2001, pp. 210– 21.
Ahmad, Tanveer, Xue Jun Li, and Boon-Chong Seet. "A self-calibrated centroid localization algorithm for indoor ZigBee WSNs." In 2016 8th IEEE International Conference on Communication Software and Networks (ICCSN), pp. 455- 461. IEEE, 2016.
Ahmad, Tanveer, Xue Jun Li, and Boon-Chong Seet. "3D localization based on parametric loop division and subdivision surfaces for wireless sensor networks." In 2016 25th Wireless and Optical Communication Conference (WOCC), pp. 1-6. IEEE, 2016.
Y. C. Tay, K. Jamieson, and H. Balakrishnan, “Collision Minimizing CSMA and Its Applications to Wireless Sensor Networks,” IEEE JSAC, vol. 22, no. 6, Aug. 2004, pp. 1048–57.
Ahmad, Tanveer, Xue Jun Li, and Boon-Chong Seet. "3D localization using social network analysis for wireless sensor networks." In 2018 IEEE 3rd international conference on communication and information systems (ICCIS), pp. 88-92. IEEE, 2018.
Betzing, J. H. (2018). Beacon-based customer tracking across the high street: perspectives for location-based smart services in retail.
Ahmad, Tanveer, Muhammad Usman, Marryam Murtaza, Ian B. Benitez, Asim Anwar, Vasos Vassiliou, Azeem Irshad, Xue Jun Li, and Essam A. Al-Ammar. "A Novel Self-Calibrated UWB Based Indoor Localization Systems for Context-Aware Applications." IEEE Transactions on Consumer Electronics (2024).
Lu, H. (2021). Ultrasonic Signal Design for Beacon-based Indoor Localization.
Ahmad, Tanveer, Xue Jun Li, Boon-Chong Seet, and Juan Carlos Cano. "Social Network Analysis Based Localization Technique with Clustered Closeness Centrality for 3D Wireless Sensor Networks." Electronics 9, no. 5 (2020): 738.
Saleem, Muhammad Asim, Zhou Shijie, Muhammad Umer Sarwar, Tanveer Ahmad, Amarah Maqbool, Casper Shikali Shivachi, and Maham Tariq. "Deep learning-based dynamic stable cluster head selection in VANET." Journal of Advanced Transportation 2021 (2021).
H. Xu, Y. Tu, W. Xiao, Y. Mao, and T. Shen, “An archimedes curve-based mobile anchor node localization algorithm in wireless sensor networks,” in Proceedings of the 8th World Congress on Intelligent Control and Automation (WCICA ‟10), pp. 6993–6997, Jinan, China, July 2010.
J. Lee, W. Chung, and E. Kim, “Robust DV-Hop algorithm for localization in wireless sensor network,” in Proceedings of the International Conference on Control, Automation and Systems, pp. 2506–2509, Gyeonggi-do, South Korea, October 2010.
Gu, Yang, Qian Song, Yanghuan Li, Ming Ma, and Zhimin Zhou. "An anchor-based pedestrian navigation approach using only inertial sensors." Sensors 16, no. 3 (2016): 334.
Ahmad, Tanveer, Xue Jun Li, and Boon-Chong Seet. "Noise Reduction Scheme for Parametric Loop Division 3D Wireless Localization Algorithm Based on Extended Kalman Filtering." Journal of Sensor and Actuator Networks 8, no. 2 (2019): 24.
Murtaza, Marryam, Muhammad Sharif, Musarrat AbdullahYasmin, and Tanveer Ahmad. "Facial expression detection using six facial expressions hexagon (sfeh) model." In 2019 IEEE 9th annual computing and communication workshop and conference (CCWC), pp. 0190-0195. IEEE, 2019.
Ahmad, Tanveer, Xue Jun Li, and Boon-Chong Seet. "Fuzzy-Logic Based Localization for Mobile Sensor Networks." In 2019 2nd International Conference on Communication, Computing and Digital systems (CCODE), pp. 43-47. IEEE, 2019.
Ahmad, T., Li, X. J., Cherukuri, A. K., & Kim, K. I. (2023). Hierarchical localization algorithm for sustainable ocean health in large-scale underwater wireless sensor networks. Sustainable Computing: Informatics and Systems, 39, 100902.
Haq, M. I. U., Khalil, R. A., Almutiry, M., Sawalmeh, A., Ahmad, T., & Saeed, N. (2023). Robust graph‐based localization for industrial Internet of things in the presence of flipping ambiguities. CAAI Transactions on Intelligence Technology.
Ahmad, T., Li, X. J., Wenchao, J., & Ghaffar, A. (2020, September). Frugal Sensing: A Novel approach of Mobile Sensor Network Localization based on Fuzzy-Logic. In Proceedings of the ACM MobiArch 2020 The 15th Workshop on Mobility in the Evolving Internet Architecture (pp. 8-15).
Ahmad, Tanveer, Imran Khan, Azeem Irshad, Shafiq Ahmad, Ahmed T. Soliman, Akber Abid Gardezi, Muhammad Shafiq, and Jin-Ghoo Choi. "Spark Spectrum Allocation for D2D Communication in Cellular Networks." CMC-COMPUTERS MATERIALS & CONTINUA 70, no. 3 (2022): 6381-6394.
zeng Wang, Ji, and Hongxu Jin. "Improvement on APIT localization algorithms for wireless sensor networks." In 2009 International Conference on Networks Security, Wireless Communications and Trusted Computing, vol. 1, pp. 719-723. IEEE, 2009.
Shah, Zubir, Dost Muhammad Khan, Zardad Khan, Nosheen Faiz, Sundus Hussain, Asim Anwar, Tanveer Ahmad, and Ki-Il Kim. "A New Generalized Logarithmic–X Family of Distributions with Biomedical Data Analysis." Applied Sciences 13, no. 6 (2023): 3668.
Ahmad, Tanveer. "An improved accelerated frame slotted ALOHA (AFSA) algorithm for tag collision in RFID." arXiv preprint arXiv:1405.6217 (2014).
Y. Wang, X. Wang, D. Wang, and D. P. Agrawal, “Rangefree localization using expected hop progress in wireless sensor networks,” IEEE Transactions on Parallel and Distributed Systems, vol. 20, no. 10, pp. 1540–1552, 2009.
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