Multicriteria approach to the selection of the training model of dangerous goods transport advisors in the Ministry of Defense and the Serbian Army
Abstract
Introduction/purpose: Progress of science and development of new technologies brings increased everyday use of goods with potential human safety and health hazards. The aim of this paper was to select a model for training individuals who are to perform the function of dangerous goods transport advisors in the Ministry of Defense (MD) and the Serbian Armed Forces (SAF).
Methods: The problem was solved through the use of the AHP (Analytic Hierarchy Process) with ten subject-matter experts involved, who all contributed - within their individual competency level, with different individual weight of knowledge - to the final decision.
Results: The stability of the final decision was confirmed with a dynamic sensitivity analysis through the use of Expert Choice 2000 software.
Connclusion: The results of the conducted research favored the model by which the training should be conducted relying on one’s own resources.
References
Altuzarra, A., Moreno-Jimenez, J.M. & Salvador, M.A. 2007. Bayesian priorization procedure for AHP-group decision making. European Journal of Operational Research, 182(1), pp.367-382. Available at: https://doi.org/10.1016/j.ejor.2006.07.025
Arnette, A., Zobel, C., Bosch, D., Pease, J. & Metcalfe, T. 2010. Stakeholder ranking of watershed goals with the vector analytic hierarchy process: Effects of participant grouping scenarios. Environmental Modelling & Software, 25(11), pp.1459-1469. Available at: https://doi.org/10.1016/j.envsoft.2009.10.009.
Bernasconi, M., Choirat, C. & Seri, R. 2014. Empirical properties of group preference aggregation methods employed in AHP: Theory and evidence. European Journal of Operational Research, 232(3), pp.584-592. Available at: https://doi.org/10.1016/j.ejor.2013.06.014.
Biswas, S., Bandyopadhyay, G., Guha, B. & Bhattacharjee, M. 2019. An ensemble approach for portfolio selection in a multi-criteria decision making framework. Decision Making: Applications in Management and Engineering, 2(2), pp.138-158 [online]. Available at: https://www.dmame.rabek.org/index.php/dmame/article/view/51 [Accessed: 20 August 2021].
Blagojević, A., Vesković, S., Kasalica, S., Gojić, A. & Allamani, A. 2020. The application of the fuzzy AHP and DEA for measuring the efficiency of freight transport railway undertakings. Operational Research in Engineering Sciences: Theory and Applications, 3(2), pp.1-23 [online]. Available at: https://www.oresta.rabek.org/index.php/oresta/article/view/52 [Accessed: 20 August 2021].
Blagojević, B. 2015. Minimization of distance between group and individualdecisions using intelligent stochastic algorithms for waterand agricultural management. Ph.D. thesis. Novi Sad, Serbia: University of Novi Sad, Faculty of Agriculture (in Serbian) [online]. Available at: https://nardus.mpn.gov.rs/handle/123456789/8802?locale-attribute=en [Accessed: 20 August 2021].
Durmić, E., Stević, Ž., Chatterjee, P., Vasiljević, M. & Tomašević, M. 2020. Sustainable supplier selection using combined FUCOM – Rough SAW model. Reports in Mechanical Engineering, 1(1), pp.34-43 [online]. Available at: https://frontpres.rabek.org/index.php/asd/article/view/4 [Accessed: 20 August 2021].
Escobar, M.T., Aguarón, J. & MorenoJiménez, J.M. 2004. A note on AHP group consistency for the row geometric mean priorisation procedure. European Journal of Operational Research, 153(2), pp.318-322. Available at: https://doi.org/10.1016/S0377-2217(03)00154-1.
Forman, E. & Peniwati, K. 1998. Aggregating individual judgments and priorities with the analytic hierarchy process. European Journal of Operational Research, 108(1), pp.165-169. Available at: https://doi.org/10.1016/S0377-2217(97)00244-0.
Ho, W. 2008. Integrated analytic hierarchy process and its applications–A literature review. European Journal of Operational Research, 186(1), pp.211-228. Available at: https://doi.org/10.1016/j.ejor.2007.01.004.
Hot, I. 2014. Мanagement of conceptual designs creation in field of infrastructure by use of multi-criteria analysis. Ph.D. thes. Novi Sad, Serbia: University of Novi Sad, Faculty of Technical Science (in Serbian) [online]. Available at: https://nardus.mpn.gov.rs/handle/123456789/1901 [Accessed: 20 August 2021].
Jandrić, Z. & Srđević, B. 2000. Analitički hijerarhijski proces kao podrška odlučivanju u vodoprivredi. Vodoprivreda, 32, pp.186-188, pp.327-334 (in Serbian).
Janković, A. & Popović, M. 2019. Methods for assigning weights to decision makers in group AHP decision-making. Decision Making: Applicatons in Management and Engineering, 2(1), pp.147-165 [online]. Available at: https://www.dmame.rabek.org/index.php/dmame/article/view/35 [Accessed: 20 August 2021].
Janković, Z. 2016. The Development of Model for the Dangerous Goods Risk Calculation Inlogistics Systems. Ph.D. thes. Novi Sad, Serbia: University of Novi Sad, Faculty of Technical Science (in Serbian) [online]. Available at: https://nardus.mpn.gov.rs/handle/123456789/6681 [Accessed: 20 August 2021].
Jovanović, V.D. 2004. Transport opasnih materija. Belgrade: University of Belgrade, Faculty of Transport and Traffic Engineering (in Serbian). ISBN: 86-7395-179-8.
Jovanović, V.D., Mladenović, D.M. & Milovanović, B.M. & 2010. Transport opasne robe u drumskom saobraćaju. Belgrade: University of Belgrade, Faculty of Transport and Traffic Engineering (in Serbian). ISBN: 978-86-7395-266-6.
Kazimieras Zavadskas, E., Turskis, Z., Stević, Ž. & Mardani, A. 2020. Modelling procedure for the selection of steel pipes supplier by applying fuzzy AHP method. Operational Research in Engineering Sciences: Theory and Applications, 3(2), pp.39-53 [online]. Available at: https://oresta.rabek.org/index.php/oresta/article/view/53 [Accessed: 20 August 2021].
Lootsma, F.A. 1988. Numerical Scaling of Human Judgement in Pairwise-Comparison Methods for Fuzzy Multi-Criteria Decision Analysis. In: Mitra, G., Greenberg, H.J., Lootsma, F.A., Rijkaert, M.J., Zimmermann, H.J. (Eds.) Mathematical Models for Decision Support. NATO ASI Series (Series F: Computer and Systems Sciences), 48. Berlin, Heidelberg: Springer. Available at: https://doi.org/10.1007/978-3-642-83555-1_3.
Lootsma, F.A. 1990. The french and the american school in multi-criteria decision analysis. RAIRO - Operations Research - Recherche Opérationnelle, 24(3), pp.263-285 [online]. Available at: http://www.numdam.org/item/RO_1990__24_3_263_0/ 6681 [Accessed: 20 August 2021].
Lootsma, F.A., Mensch, T.C.A. & Vos, F.A. 1990. Multi–criteria analysis and budget reallocation in long–term research planning. European Journal of Operational Research, 47(3), pp.293-305. Available at: https://doi.org/10.1016/0377-2217(90)90216-X.
Ma, Z., Shao, C., Ma, S. & Ye, Z. 2011. Constructing road safety performance indicators using Fuzzy Delphi Method and Grey Delphi Method. Expert Systems with Applications, 38 (3), pp.1509-1514. Available at: https://doi.org/10.1016/j.eswa.2010.07.062.
Muravev, D. & Mijic, N. 2020. A Novel Integrated Provider Selection Multicriteria Model: The BWM-MABAC Model. Decision Making: Applications in Management and Engineering, 3(1), pp.60-78 [online]. Available at: https://dmame.rabek.org/index.php/dmame/article/view/57 [Accessed: 20 August 2021].
Pamučar, D. 2020. Normalized weighted Geometric Dombi Bonferoni Mean Operator with interval grey numbers: Application in multicriteria decision making. Reports in Mechanical Engineering, 1(1), pp.44-52 [online]. Available at: https://www.frontpres.rabek.org/index.php/asd/article/view/5 [Accessed: 20 August 2021].
Pamučar, D., Sremac, S., Stević, Ž., Ćirović, G. & Tomić, D. 2019. New multi-criteria LNN WASPAS model for evaluating the work of advisors in the transport of hazardous goods. Neural Computing and Applications, 31(9), pp.5045-5068. Available at: https://doi.org/10.1007/s00521-018-03997-7.
Petrović, Lj. 2004. Transport opasne robe u drumskom saobraćaju – Upoznavanje restrukturiranog ADR-a. Belgrade: Trigon inženjering (in Serbian).
Ramanathan, R. & Ganesh, L.S. 1994. Group preference aggregation methods employed in AHP: an evaluation and an intrinsic process for deriving members’ weightages. European Journal of Operational Research, 79(2), pp.249-265. Available at: https://doi.org/10.1016/0377-2217(94)90356-5.
Saaty, T.L. 1977. A scaling method for priorities in hierarchical structures. Journal of Mathematical Psychology, 15(3), pp.234-281. Available at: https://doi.org/10.1016/0022-2496(77)90033-5.
Stanković, M., Gladović, P. & Popović, V. 2019. Determining the importance of the criteria of traffic accessibility using fuzzy AHP and rough AHP method. Decision Making: Applications in Management and Engineering, 2(1), pp.86-104 [online]. Available at: https://dmame.rabek.org/index.php/dmame/article/view/27 [Accessed: 20 August 2021].
Subramanian, N. & Ramanathan, R. 2012. A review of applications of Analytic Hierarchy Process in operations management. International Journal of Production Economics, 138(2), pp.215-241. Available at: https://doi.org/10.1016/j.ijpe.2012.03.036.
Vaidya, O.S. & Kumar, S. 2006. Analytic hierarchy process: An overview of applications. European Journal of Operational Research, 169(1), pp.1-29. Available at: https://doi.org/10.1016/j.ejor.2004.04.028.
Vidović, M., Radivojević, G. & Ratković, B. 2019. Roba u logističkim procesima. Belgrade: University of Belgrade, Faculty of Transport and Traffic Engineering (in Serbian). ISBN: 978-86-7395-398-4.
Žižović, M. & Pamučar, D. 2019. New model for determining criteria weights: Level Based Weight Assessment (LBWA) model. Decision Making: Applications in Management and Engineering, 2(2), pp.126-137 [online]. Available at: https://www.dmame.rabek.org/index.php/dmame/article/view/48 [Accessed: 20 August 2021].
Proposed Creative Commons Copyright Notices
Proposed Policy for Military Technical Courier (Journals That Offer Open Access)
Authors who publish with this journal agree to the following terms:
Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).