Efficient Wireless Sensor Network for Radiation Detection in Nuclear Sites
Abstract
Due to the severe damages of nuclear accidents, there is still an urgent need to develop efficient radiation detection wireless sensor networks (RDWSNs) that precisely monitor irregular radioactivity. It should take actions that mitigate the severe costs of accidental radiation leakage, especially around nuclear sites that are the main sources of electric power and a lot of health and industrial applications. Recently, leveraging machine learning (ML) algorithms to RDWSNs is a promising solution due to its several pros, such as online learning and self-decision making. This paper addresses a novel and efficient ML-based RDWSNs that utilizes millimeter waves (mmWaves) to cope with future networks requirements. Specifically, we leverage an online learning multi-armed bandit (MAB) algorithm called Thomson sampling (TS) to a 5G enabled RDWSN to efficiently forward the measured radiation levels of the distributed radiation sensors within the monitoring area. The utilized sensor nodes are lightweight smart radiation sensors that are mounted on mobile devices and measure radiations using software applications installed in these mobiles. Moreover, a battery aware TS (BA-TS) algorithm is proposed to forward the sensed radiation levels to fusion decision center efficiently. BA-TS reflects the remaining battery of each mobile device to prolong the network lifetime. Simulation results ensure the efficiency of the proposed BA-TS algorithm regards throughput and network lifetime over TS and exhaustive search method.
References
R. Elhabyan, W. Shi and M. St-Hilaire, "Coverage protocols for wireless sensor networks: Review and future directions," in Journal of Communications and Networks, vol. 21, no. 1, pp. 45-60, Feb. 2019, doi: 10.1109/JCN.2019.000005.
X. Ge, Q. Han, X. Zhang, L. Ding and F. Yang, "Distributed Event-Triggered Estimation Over Sensor Networks: A Survey," in IEEE Transactions on Cybernetics, vol. 50, no. 3, pp. 1306-1320, March 2020, Doi: 10.1109/TCYB.2019.2917179.
International Atomic Energy authority (IAEA) accident reports available online: - https://www.iaea.org/topics/accident-reports
R. R. Kumar, L. Macwin and R. Rathna, "Nuclear radiation detection using Wireless Sensor Network," 2015 International Conference on Innovations in Information, Embedded and Communication Systems (ICIIECS), Coimbatore, 2015, pp. 1-4. DOI: 10.1109/ICIIECS.2015.7192790
Dersch, R. Primary and secondary measurements of 222Rn. Applied Radiation and Isotopes, 60, 387–390, 2004. DOI: 10.1016/j.apradiso.2003.11.046
Drew, C. H., Grace, D. A., Silbernagel, S. M., Hemmings, E. S., Smith, A., Griffith, W. C., Takaro, T. K., & Faustman, E. M. Nuclear waste transportation: case studies of identifying stakeholder risk information needs. Environmental Health Perspective, 111, 263–272, 2003.
DOI: 10.1289/ehp.5203
Manar, M.K., Mohamed, S., Hashima, S., Imbaby, I.M., Amal-Eldin, M., & Nesreen, I. “Hardware Implementation for Pileup Correction Algorithms in Gamma Ray Spectroscopy. International Journal of Computer Applications, 176, 43-48, 2017. DOI: 10.5120/ijca2017915634
Bensaleh, Mohammed & Saida, Raoudha & Hadj kacem, Yessine & Abid, Mohamed. Wireless Sensor Network Design Methodologies: A Survey. Journal of Sensors, pp.1-13, 2020. DOI: 10.1155/2020/9592836
B. Xing, R. Ding and J. Wang, "Design of Wireless Sensor Network for Protection of X-Ray Detection,” 6th International Conference on Intelligent Networks and Intelligent Systems (ICINIS), Shenyang, pp. 282-285, 2013. DOI: 10.1109/ICINIS.2013.79
M. Altayeb, M. Mekki, O. Abdallah, A. B. Mustafa and S. Abdalla, "Automobile and fixed wireless sensor network for radiation detection," 2015 International Conference on Computing, Control, Networking, Electronics and Embedded Systems Engineering (ICCNEEE), Khartoum, pp. 199-202., 2015.
DOI: 10.1109/ICCNEEE.2015.7381361
C. Liu, P. -. Drouin, G. St-Jean, M. Déziel and D. Waller, "Wireless Radiation Sensor Network with directional radiation detectors," 2014 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), Seattle, WA, pp. 1-6, 2014. DOI: 10.1109/NSSMIC.2014.7431111.
Jianxin Sun, Radiation detection using mobile sensor networks, PhD thesis, university og Delaware, spring 2016.
Ding, Fei & Zhang, Deng-yin & Wang, Wanping & Lei, Zhenzhong. (2018). A Low Complexity Active Sensing and Inspection System for Monitoring of Moveable Radiation Environments. Journal of Sensors. 2018. 1-9. 10.1155/2018/8096012.
M. S. Muktadir, S. Islam and A. R. Alam Chowdhury, "Development of a Wireless Safety System Based on Multiple Radiation Detector for Nuclear Facilities," 2019 International Conference on Robotics, Electrical and Signal Processing Techniques (ICREST), Dhaka, Bangladesh, pp. 539-542, 2019. DOI: 10.1109/ICREST.2019.8644312
Vasile Buruiană, Mihaela Oprea. A Microcontroller-Based Radiation Monitoring and Warning System. 8th International Conference on Artificial Intelligence Applications and Innovations (AIAI), Sep 2012.
https://doi.org/10.1007/978-3-642-33412-2_39
Barbarán, Javier & Díaz, a& Esteve, Iñaki & Rubio, Bartolomé. RadMote: a mobile framework for radiation monitoring in nuclear power plants, 2007.
S. Duraisamy, G. K. Pugalendhi and P. Balaji, "Reducing energy consumption of wireless sensor networks using rules and extreme learning machine algorithm," in The Journal of Engineering, vol. 2019, no. 9, pp. 5443-5448, 9 2019, doi: 10.1049/joe.2018.5288.
Thompson, William R. "On the Likelihood That One Unknown Probability Exceeds Another in View of the Evidence of Two Samples." Biometrika 25, no. 3/4 (1933): 285-94. Accessed April 26, 2020. doi:10.2307/2332286.
F. Wilhelmi, C. Cano, G. Neu, B. Bellalta, A. Jonsson, and S. Barrachina-Muñoz, “Collaborative spatial reuse in wireless networks via selfish multi-armed bandits,” Ad Hoc Networks, vol. 88, pp. 129–141, 10 2017. Doi: 10.1016/j.adhoc.2019.01.006.
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