Abstract
Nuclear terrorism is studied by the complex algorithm with Analytic Hierarchy Process (AHP) and neural networking method. For the modeling, the modified crisis response is incorporated with the AHP level structure of five detections. It is applied to select the nine ranks with an input layer, hidden layer, and output layer in a neural networking algorithm containing the operator’s thinking. For 60 years, the range of the secure operation is between 0.01972 in the 18th year and 0.02099 in the 41st year, which means the highest range of security is about 1.064 times higher than that of the lowest value in this study. For the graphics, the highest and lowest values are seen as detection #5 and #1 respectively. The five sites differ in a dynamic manner where the #5 site is more than that of #1. This anti-terrorism study could be applied to energy or chemical plants in the future.
Funding source: National Research Foundation of Korea (NRF)
Award Identifier / Grant number: 2022M2B5A108069611
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Author contributions: All the authors have accepted responsibility for the entire content of this submitted manuscript and approved submission.
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Research funding: This study was supported by the National Research Foundation of Korea (NRF) grant funded by the Korea Ministry of Science and ICT (2022M2B5A108069611).
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Conflict of interest statement: The authors declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
References
BCSIA (2011). The U.S.-Russia joint threat assessment on nuclear terrorism. Belfer Center for Science and International Affairs (BCSIA), Harvard University, Cambridge, USA.Search in Google Scholar
Cipollaro, A. and Lomonaco, G. (2016). Contributing to the nuclear 3S’s via a methodology aiming at enhancing the synergies between nuclear security and safety. Prog. Nucl. Energy 86: 31, https://doi.org/10.1016/j.pnucene.2015.09.013.Search in Google Scholar
Coyle, G. (2004). The hierarchy process (AHP). Pearson Education Ltd, London, UK.Search in Google Scholar
Drake, P.R. (1998). Using the analytic hierarchy process in engineering education. Int. J. Eng. Educ. 14: 191–196.Search in Google Scholar
Durmuşoğlu, Z.D.U. (2018). Assessment of techno-entrepreneurship projects by using analytical hierarchy process (AHP). Technol. Soc. 54: 41–46, https://doi.org/10.1016/j.techsoc.2018.02.001.Search in Google Scholar
Forman, E.H. and Saul, I.G. (2001). The analytical hierarchy process-an exposition. Oper. Res. 49: 469, https://doi.org/10.1287/opre.49.4.469.11231.Search in Google Scholar
Hillerman, T., Souza, J.C.F., Reis, A.C.B., and Carvalho, R.N. (2017). Applying clustering and AHP methods for evaluating suspect healthcare claims. J. Comput. Sci. 19: 97–111, https://doi.org/10.1016/j.jocs.2017.02.007.Search in Google Scholar
Holder, R.D. (1990). Some comment on the analytic hierarchy process. J. Oper. Res. Soc. 41: 1073–1076, https://doi.org/10.1057/jors.1990.167.Search in Google Scholar
Kosai, S. and Unesaki, H. (2020). Quantitative evaluation of security of nuclear energy supply: United States as a case study. Energy Strategy Rev. 29: 100491, https://doi.org/10.1016/j.esr.2020.100491.Search in Google Scholar
Ma, F., He, J., Ma, J., and Xia, S. (2017). Evaluation of urban green transportation planning based on central point triangle whiten weight function and entropy-AHP. Transport. Res. Procedia 25: 3634–3644, https://doi.org/10.1016/j.trpro.2017.05.328.Search in Google Scholar
NNSA (2015). Prevent, counter, and respond – a strategic plan to reduce global nuclear threats (FY 2016–FY 2020). National Nuclear Security Administration (NNSA), United States Department of Energy, Washington, DC.Search in Google Scholar
Özcan, E.C., Ünlüsoy, S., and Eren, T. (2017). A combined goal programming – AHP approach supported with TOPSIS for maintenance strategy selection in hydroelectric power plants. Renew. Sustain. Energy Rev. 78: 1410–1423, https://doi.org/10.1016/j.rser.2017.04.039.Search in Google Scholar
PNNL (2012). Preventing nuclear terrorism: does DHS have an effective and efficient nuclear detection strategy? Pacific Northwest National Laboratory (PNNL), United States Department of Energy, Washington, DC.Search in Google Scholar
Rajak, M. and Shaw, K. (2019). Evaluation and selection of mobile health (mHealth) applications using AHP and fuzzy TOPSIS. Technol. Soc. 59: 101186, https://doi.org/10.1016/j.techsoc.2019.101186.Search in Google Scholar
Saaty, T.L. (1980). The analytic hierarchy process. McGraw Hill International, New York.10.21236/ADA214804Search in Google Scholar
Saaty, T.L. and Peniwati, K. (2008). Group decision making: drawing out and reconciling differences. RWS Publications, Pittsburgh, USA.Search in Google Scholar
Vantana (2016). Vensim simulation software. Vantana, Inc., Harvard, USA.Search in Google Scholar
Woo, T.H. (2011). Dynamical nuclear safeguard investigations in nuclear materials using analytic pair values. Ann. Nucl. Energy 38: 1916–1923, https://doi.org/10.1016/j.anucene.2011.05.006.Search in Google Scholar
Woo, T. (2012). Nuclear safeguard protocol construction for nuclear power plants using analytic hierarchy process with zero-sum method. Int. J. Nucl. Govern. Econ. Ecol 3: 242.10.1504/IJNGEE.2011.042211Search in Google Scholar
Woo, T.H. and Lee, U.C. (2011). Safeguard assessment in nuclear power plants (NPPs) operations using analytic hierarchy process (AHP) and production function. Energy Explor. Exploit. 9: 337–356, https://doi.org/10.1260/0144-5987.29.3.337.Search in Google Scholar
Zakariya, N.I. and Kahn, M.T.E. (2015). Safety, security and safeguard. Ann. Nucl. Energy 75: 292–302, https://doi.org/10.1016/j.anucene.2014.08.051.Search in Google Scholar
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Articles in the same Issue
- Frontmatter
- Effect of engraved concentric circles on pool boiling of water
- Numerical determination of condensation pressure drop of various refrigerants in smooth and micro-fin tubes via ANN method
- Effect of metal layer height on heat transfer inside molten pool
- Transient analysis of MTR research reactor during fast and slow loss of flow accident
- Determination of heat flux leading to the onset of flow instability in MTR reactors
- Experimental study on direct contact condensation of saturated steam at low mass flux in subcooled quiescent water
- Evaluation and integral analysis of ADS and CMT failures during AP1000 SBLOCA with ASYST VER 3 simulation code
- Computational fluid dynamics simulation of material testing reactor spent fuel cooling in wet storage
- The role of advanced nuclear reactors in non-electrical and strategic applications, producing sustainable energy supplies and reducing the greenhouse gasses
- Optimization of PID controller for water level control of the nuclear steam generator using PSO and GA
- Assessment for nuclear security using Analytic Hierarchy Process (AHP) incorporated with Neural Networking Method in nuclear power plants (NPPs)
- Safety assessment and management of spent nuclear fuel for TRIGA mark II research reactor
- Calendar of events