IDEAS home Printed from https://ideas.repec.org/a/eee/jaitra/v68y2018icp14-27.html
   My bibliography  Save this article

An intelligent decision making approach for identifying and analyzing airport risks

Author

Listed:
  • Jahangoshai Rezaee, Mustafa
  • Yousefi, Samuel

Abstract

Airport is a main infrastructure with the risk of danger and catastrophic damages throughout its activities. These dangers can lead to heavy financial damages and casualties. Thus, identification and prioritization of airport risks and their impact on the system are issues by which the airport management can plan control measures in order to increase safety and to improve system performance. In this regard, this study tries to provide a new decision-making approach to prioritize airport risks in order to consider the cause-effect relationships between risks and their relationships with system objectives that indeed reflect the performance of the airport. Proposed decision-making approach uses fuzzy cognitive map (FCM) method and slack-based data envelopment analysis (SBDEA). So that, at first, cognitive map is drawn for airport risks and system objectives (measurement factors); Then, the impact of each risk on measurement factors is evaluated using learning algorithm based on extended Delta rule and risks are prioritized using SBDEA model without outputs. In the proposed decision-making approach, airport risks are considered as alternatives and the impact of each risk on measurement factors (the output of learning algorithm) are considered as evaluation criteria. Results of using proposed approach in Urmia International Airport located at northwestern in Iran show that risks including: “Lack of staff training†, “Inappropriate ground handling†and “Inoperable navigation aid (NAVAID)†are the main risks in this airport.

Suggested Citation

  • Jahangoshai Rezaee, Mustafa & Yousefi, Samuel, 2018. "An intelligent decision making approach for identifying and analyzing airport risks," Journal of Air Transport Management, Elsevier, vol. 68(C), pages 14-27.
  • Handle: RePEc:eee:jaitra:v:68:y:2018:i:c:p:14-27
    DOI: 10.1016/j.jairtraman.2017.06.013
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0969699717300650
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jairtraman.2017.06.013?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Li, Wenhua & Yu, Suihuai & Pei, Huining & Zhao, Chuan & Tian, Baozhen, 2017. "A hybrid approach based on fuzzy AHP and 2-tuple fuzzy linguistic method for evaluation in-flight service quality," Journal of Air Transport Management, Elsevier, vol. 60(C), pages 49-64.
    2. Lee, Wen-Kuei, 2006. "Risk assessment modeling in aviation safety management," Journal of Air Transport Management, Elsevier, vol. 12(5), pages 267-273.
    3. Kim, Dohyun & Yang, Hanmo, 2012. "Evaluation of the risk frequency for hazards of runway incursion in Korea," Journal of Air Transport Management, Elsevier, vol. 23(C), pages 31-35.
    4. Netjasov, Fedja & Janic, Milan, 2008. "A review of research on risk and safety modelling in civil aviation," Journal of Air Transport Management, Elsevier, vol. 14(4), pages 213-220.
    5. Chang, Chiung-Ting, 2017. "Risk factors associated with flying in adverse weather: From the passengers' point of view," Journal of Air Transport Management, Elsevier, vol. 58(C), pages 68-75.
    6. Thomas L. Saaty, 1990. "An Exposition of the AHP in Reply to the Paper "Remarks on the Analytic Hierarchy Process"," Management Science, INFORMS, vol. 36(3), pages 259-268, March.
    7. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    8. Olja Čokorilo & Mario De Luca & Gianluca Dell’Acqua, 2014. "Aircraft safety analysis using clustering algorithms," Journal of Risk Research, Taylor & Francis Journals, vol. 17(10), pages 1325-1340, November.
    9. Delbari, Seyyed Ali & Ng, Siew Imm & Aziz, Yuhanis Abdul & Ho, Jo Ann, 2016. "An investigation of key competitiveness indicators and drivers of full-service airlines using Delphi and AHP techniques," Journal of Air Transport Management, Elsevier, vol. 52(C), pages 23-34.
    10. Chang, Yu-Hern & Wong, Kin-Meng, 2012. "Human risk factors associated with runway incursions," Journal of Air Transport Management, Elsevier, vol. 24(C), pages 25-30.
    11. Charnes, A. & Cooper, W. W. & Golany, B. & Seiford, L. & Stutz, J., 1985. "Foundations of data envelopment analysis for Pareto-Koopmans efficient empirical production functions," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 91-107.
    12. Cao, Qian & Lv, Jinfeng & Zhang, Jun, 2015. "Productivity efficiency analysis of the airlines in China after deregulation," Journal of Air Transport Management, Elsevier, vol. 42(C), pages 135-140.
    13. LaPlante, A.E. & Paradi, J.C., 2015. "Evaluation of bank branch growth potential using data envelopment analysis," Omega, Elsevier, vol. 52(C), pages 33-41.
    14. Amorim da Cunha, Duarte & Macário, Rosário & Reis, Vasco, 2017. "Keeping cargo security costs down: A risk-based approach to air cargo airport security in small and medium airports," Journal of Air Transport Management, Elsevier, vol. 61(C), pages 115-122.
    15. Hu, Kai-Chieh & Hsiao, Man-Wei, 2016. "Quality risk assessment model for airline services concerning Taiwanese airlines," Journal of Air Transport Management, Elsevier, vol. 53(C), pages 177-185.
    16. Lin, Hsiu-Fen & Huang, Yi-Wen, 2015. "Using analytic network process to measure the determinants of low cost carriers purchase intentions: A comparison of potential and current customers," Journal of Air Transport Management, Elsevier, vol. 49(C), pages 9-16.
    17. Zietsman, Davina & Vanderschuren, Marianne, 2014. "Analytic Hierarchy Process assessment for potential multi-airport systems – The case of Cape Town," Journal of Air Transport Management, Elsevier, vol. 36(C), pages 41-49.
    18. David L. Olson & Desheng Dash Wu, 2017. "Enterprise Risk Management Models," Springer Texts in Business and Economics, Springer, edition 2, number 978-3-662-53785-5, June.
    19. Chen, I-Shuo, 2016. "A combined MCDM model based on DEMATEL and ANP for the selection of airline service quality improvement criteria: A study based on the Taiwanese airline industry," Journal of Air Transport Management, Elsevier, vol. 57(C), pages 7-18.
    20. Elton Fernandes & Ricardo Pacheco, 2007. "Airport management: a strategic approach," Transportation, Springer, vol. 34(1), pages 129-142, January.
    21. Yang, Wen-Chi & Lee, Yuh-Ming & Hu, Jin-Li, 2016. "Urban sustainability assessment of Taiwan based on data envelopment analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 61(C), pages 341-353.
    22. Rezaei, Jafar & Hemmes, Alexander & Tavasszy, Lori, 2017. "Multi-criteria decision-making for complex bundling configurations in surface transportation of air freight," Journal of Air Transport Management, Elsevier, vol. 61(C), pages 95-105.
    23. Opricovic, Serafim & Tzeng, Gwo-Hshiung, 2004. "Compromise solution by MCDM methods: A comparative analysis of VIKOR and TOPSIS," European Journal of Operational Research, Elsevier, vol. 156(2), pages 445-455, July.
    24. David L. Olson & Desheng Dash Wu, 2017. "Data Envelopment Analysis in Enterprise Risk Management," Springer Texts in Business and Economics, in: Enterprise Risk Management Models, edition 2, chapter 8, pages 105-117, Springer.
    25. Hsu, Chao-Che & Liou, James J.H., 2013. "An outsourcing provider decision model for the airline industry," Journal of Air Transport Management, Elsevier, vol. 28(C), pages 40-46.
    26. Kyriakarakos, George & Dounis, Anastasios I. & Arvanitis, Konstantinos G. & Papadakis, George, 2017. "Design of a Fuzzy Cognitive Maps variable-load energy management system for autonomous PV-reverse osmosis desalination systems: A simulation survey," Applied Energy, Elsevier, vol. 187(C), pages 575-584.
    27. Rezaei, Jafar, 2016. "Best-worst multi-criteria decision-making method: Some properties and a linear model," Omega, Elsevier, vol. 64(C), pages 126-130.
    28. Rezaei, Jafar, 2015. "Best-worst multi-criteria decision-making method," Omega, Elsevier, vol. 53(C), pages 49-57.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Yousefi, Samuel & Mohamadpour Tosarkani, Babak, 2022. "An analytical approach for evaluating the impact of blockchain technology on sustainable supply chain performance," International Journal of Production Economics, Elsevier, vol. 246(C).
    2. Mohsen Abbaspour Onari & Mustafa Jahangoshai Rezaee, 2022. "A fuzzy cognitive map based on Nash bargaining game for supplier selection problem: a case study on auto parts industry," Operational Research, Springer, vol. 22(3), pages 2133-2171, July.
    3. Samira Foladi & Maghsud Solimanpur & Mustafa Jahangoshai Rezaee, 2020. "Inverse Dynamic Data Envelopment Analysis for Evaluating Faculties of University with Quasi-Fixed Inputs," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 148(1), pages 323-347, February.
    4. Paria Azizpour & Mustafa Jahangoshai Rezaee, 2024. "Enhancing Choquet integral in risk assessment of auto parts manufacturing process in the network structure of failure modes," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 15(6), pages 2271-2283, June.
    5. Jahangoshai Rezaee, Mustafa & Yousefi, Samuel & Hayati, Jamileh, 2019. "Root barriers management in development of renewable energy resources in Iran: An interpretative structural modeling approach," Energy Policy, Elsevier, vol. 129(C), pages 292-306.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Gudiel Pineda, Pedro Jose & Liou, James J.H. & Hsu, Chao-Che & Chuang, Yen-Ching, 2018. "An integrated MCDM model for improving airline operational and financial performance," Journal of Air Transport Management, Elsevier, vol. 68(C), pages 103-117.
    2. Li, Wenhua & Yu, Suihuai & Pei, Huining & Zhao, Chuan & Tian, Baozhen, 2017. "A hybrid approach based on fuzzy AHP and 2-tuple fuzzy linguistic method for evaluation in-flight service quality," Journal of Air Transport Management, Elsevier, vol. 60(C), pages 49-64.
    3. Veysi Asker, 2024. "Financial Performance Analysis Using the Merec-Based Cobra Method: An Application to Traditional and Low-Cost Airlines," Gospodarka Narodowa. The Polish Journal of Economics, Warsaw School of Economics, issue 2, pages 35-52.
    4. Mi, Xiaomei & Tang, Ming & Liao, Huchang & Shen, Wenjing & Lev, Benjamin, 2019. "The state-of-the-art survey on integrations and applications of the best worst method in decision making: Why, what, what for and what's next?," Omega, Elsevier, vol. 87(C), pages 205-225.
    5. Fu, Yan-Kai, 2019. "An integrated approach to catering supplier selection using AHP-ARAS-MCGP methodology," Journal of Air Transport Management, Elsevier, vol. 75(C), pages 164-169.
    6. Huseyin Kocak & Atalay Caglar & Gulin Zeynep Oztas, 2018. "Euclidean Best–Worst Method and Its Application," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 17(05), pages 1587-1605, September.
    7. Pedro Jose Gudiel Pineda & Chao-Che Hsu & James J. H. Liou & Huai-Wei Lo, 2018. "A Hybrid Model for Aircraft Type Determination Following Flight Cancellation," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 17(04), pages 1147-1172, July.
    8. Javid Nafari & Alireza Arab & Sina Ghaffari, 2017. "Through the Looking Glass: Analysis of Factors Influencing Iranian Student’s Study Abroad Motivations and Destination Choice," SAGE Open, , vol. 7(2), pages 21582440177, June.
    9. Mete, Suleyman & Yucesan, Melih & Gul, Muhammet & Ozceylan, Eren, 2023. "An integrated hybrid MCDM approach to evaluate countries’ COVID-19 risks," Socio-Economic Planning Sciences, Elsevier, vol. 90(C).
    10. Adel Hatami-Marbini & Per J. Agrell & Hirofumi Fukuyama & Kobra Gholami & Pegah Khoshnevis, 2017. "The role of multiplier bounds in fuzzy data envelopment analysis," Annals of Operations Research, Springer, vol. 250(1), pages 249-276, March.
    11. Milad Kolagar & Seyed Mohammad Hassan Hosseini & Ramin Felegari & Parviz Fattahi, 2020. "Policy-making for renewable energy sources in search of sustainable development: a hybrid DEA-FBWM approach," Environment Systems and Decisions, Springer, vol. 40(4), pages 485-509, December.
    12. Negin Salimi & Jafar Rezaei, 2016. "Measuring efficiency of university-industry Ph.D. projects using best worst method," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(3), pages 1911-1938, December.
    13. Xiao-Kang Wang & Wen-Hui Hou & Chao Song & Min-Hui Deng & Yong-Yi Li & Jian-Qiang Wang, 2021. "BW-MaxEnt: A Novel MCDM Method for Limited Knowledge," Mathematics, MDPI, vol. 9(14), pages 1-17, July.
    14. Chun-Chieh Tseng & Jun-Yi Zeng & Min-Liang Hsieh & Chih-Hung Hsu, 2022. "Analysis of Innovation Drivers of New and Old Kinetic Energy Conversion Using a Hybrid Multiple-Criteria Decision-Making Model in the Post-COVID-19 Era: A Chinese Case," Mathematics, MDPI, vol. 10(20), pages 1-25, October.
    15. Lai, Po‐Lin & Potter, Andrew & Beynon, Malcolm & Beresford, Anthony, 2015. "Evaluating the efficiency performance of airports using an integrated AHP/DEA-AR technique," Transport Policy, Elsevier, vol. 42(C), pages 75-85.
    16. Madjid Tavana & Mehdi Soltanifar & Francisco J. Santos-Arteaga, 2023. "Analytical hierarchy process: revolution and evolution," Annals of Operations Research, Springer, vol. 326(2), pages 879-907, July.
    17. Alexander Kuan Daiy & Kao-Yi Shen & Jim-Yuh Huang & Tom Meng-Yen Lin, 2021. "A Hybrid MCDM Model for Evaluating Open Banking Business Partners," Mathematics, MDPI, vol. 9(6), pages 1-19, March.
    18. Göçmen Polat, Elifcan & Yücesan, Melih & Gül, Muhammet, 2023. "A comparative framework for criticality assessment of strategic raw materials in Turkey," Resources Policy, Elsevier, vol. 82(C).
    19. Lu, Ming-Tsang & Hsu, Chao-Che & Liou, James J.H. & Lo, Huai-Wei, 2018. "A hybrid MCDM and sustainability-balanced scorecard model to establish sustainable performance evaluation for international airports," Journal of Air Transport Management, Elsevier, vol. 71(C), pages 9-19.
    20. Shih-Heng Yu, 2019. "Benchmarking and Performance Evaluation Towards the Sustainable Development of Regions in Taiwan: A Minimum Distance-Based Measure with Undesirable Outputs in Additive DEA," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 144(3), pages 1323-1348, August.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jaitra:v:68:y:2018:i:c:p:14-27. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/journal-of-air-transport-management/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.