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Küresel Bulanık Çok Krı̇terlı̇ Karar Verme Çerçevesı̇ne Dayalı Olarak Denı̇zcı̇lı̇k Lojı̇stı̇ğı̇nde Dı̇jı̇tal Dönüşümün Önündekı̇ Engellerı̇n Değerlendı̇rı̇lmesı̇

Year 2025, Issue: PRODUCTIVITY FOR LOGISTICS, 29 - 44, 03.02.2025
https://doi.org/10.51551/verimlilik.1526042

Abstract

Amaç: Bu çalışmanın amacı, deniz lojistik sektörünün daha verimli ve etkin çalışmasını sağlamak için dijital dönüşümün benimsenmesinin önündeki engelleri tespit etmek ve önceliklendirmektir.
Yöntem: Belirsizliğin modellenmesinde başarılı sonuçlar veren ve küresel bulanık kümeleri kullanan Küresel Bulanık Analitik Hiyerarşi Süreci (SF-AHP) yöntemi, dijital dönüşümün benimsenmesini etkileyen engelleri önem derecelerine göre sıralamak için kullanılmıştır.
Bulgular: Çalışmanın uygulama kısmında öncelikle dijital dönüşümün benimsenmesindeki engeller belirlenmiş ve uzman değerlendirmeleri sonucunda yöntemin adımları uygulanarak engeller önem derecelerine göre sıralanmıştır. Çalışmadan elde edilen sonuçlar incelendiğinde, deniz lojistiğinde dijital dönüşümün benimsenmesi için en önemli engel kategorisinin (B1) (0,341) 'Teknoloji' olduğu, bunu sırasıyla “Güvenlik” (B4) (0,266), “Çevre” (B3) (0,223) ve “Organizasyon” (B2) (0,171) ile ilgili ana engel kategorilerinin takip ettiği görülmüştür.
Özgünlük: Bu çalışma, operasyonel verimliliği engelleyen dijital dönüşümün önündeki engelleri tespit edip önceliklendirmesi bakımından deniz lojistiği alanında öncü bir çabayı temsil etmektedir.

References

  • Ahmad, R. W., Hasan, H., Jayaraman, R., Salah, K. and Omar, M. (2021). “Blockchain Applications and Architectures for Port Operations and Logistics Management”, Research in Transportation Business & Management, 41, 100620.
  • Ayvaz, B., Tatar, V., Sağır, Z. and Pamucar, D. (2024). “An Integrated Fine-Kinney Risk Assessment Model Utilizing Fermatean Fuzzy AHP-WASPAS for Occupational Hazards in the Aquaculture Sector”, Process Safety and Environmental Protection, 186, 232-251.
  • Babica, V., Sceulovs, D. and Rustenova, E. (2020). “Digitalization in Maritime Industry: Prospects and Pitfalls”, ICTE in Transportation and Logistics 2019, Springer International Publishing, 20-27.
  • Bocayuva, M. (2021). “Cybersecurity in the European Union Port Sector in Light of the Digital Transformation and the COVID-19 Pandemic”, WMU Journal of Maritime Affairs, 20, 173-192.
  • Cichosz, M., Wallenburg, C.M. and Knemeyer, A.M. (2020). “Digital Transformation at Logistics Service Providers: Barriers, Success Factors and Leading Practices”, The International Journal of Logistics Management, 31(2), 209-238.
  • Del Giudice, M., Di Vaio, A., Hassan, R. and Palladino, R. (2022). “Digitalization and New Technologies for Sustainable Business Models at the Ship–Port Interface: A Bibliometric Analysis”, Maritime Policy & Management, 49(3), 410-446.
  • Dogan, O. (2021). “Process Mining Technology Selection with Spherical Fuzzy AHP and Sensitivity Analysis”, Expert Systems with Applications, 178, 114999.
  • Donyatalab, Y., Gündoğdu, F.K., Farid, F., Seyfi-Shishavan, S.A., Farrokhizadeh, E. and Kahraman, C. (2022). “Novel Spherical Fuzzy Distance and Similarity Measures and Their Applications to Medical Diagnosis”, Expert Systems with Applications, 191, 116330.
  • Durão, N., Ferreira, M.J., Pereira, C.S. and Moreira, F. (2019). “Current and Future State of Portuguese Organizations towards Digital Transformation”, Procedia Computer Science, 164, 25-32.
  • Fruth, M. and Teuteberg, F. (2017). “Digitization in Maritime Logistics—What Is There and What Is Missing?”, Cogent Business & Management, 4(1), 1411066.
  • Gausdal, A.H., Czachorowski, K.V. and Solesvik, M.Z. (2018). “Applying Blockchain Technology: Evidence from Norwegian Companies” Sustainability, 10(6), 1985.
  • Gebremeskel, B.K., Jonathan, G.M. and Yalew, S.D. (2023). “Information Security Challenges during Digital Transformation”, Procedia Computer Science, 219, 44-51.
  • Hamidi, S.M.M., Hoseini, S.F., Gholami, H. and Kananizadeh-Bahmani, M. (2024). “A Three-Stage Digital Maturity Model to Assess Readiness Blockchain Implementation in Maritime Logistics Industry”, Journal of Industrial Information Integration, 100643.
  • Heilig, L., Lalla-Ruiz, E. and Voß, S. (2017). “Digital Transformation in Maritime Ports: Analysis and A Game Theoretic Framework”, Netnomics: Economic Research and Electronic Networking, 18(2), 227-254.
  • Ho, T.C. and Hsu, C.L. (2020). “An Analysis of Key Factors Influencing Integration of Blockchain into Shipping Companies in Taiwan”, Journal of Marine Science and Technology, 28(4), 1.
  • Ichimura, Y., Dalaklis, D., Kitada, M. and Christodoulou, A. (2022). “Shipping in the Era of Digitalization: Mapping the Future Strategic Plans of Major Maritime Commercial Actors”, Digital Business, 2(1), 100022.
  • Jović, M., Tijan, E., Vidmar, D. and Pucihar, A. (2022). “Factors of Digital Transformation in the Maritime Transport Sector”, Sustainability, 14(15), 9776.
  • Kache, F. and Seuring, S. (2017). “Challenges and Opportunities of Digital Information at the Intersection of Big Data Analytics and Supply Chain Management”, International Journal of Operations & Production Management, 37(1), 10-36.
  • Kahraman, C. and Kutlu Gündoğdu, F. (2018). “From 1D to 3D Membership: Spherical Fuzzy Sets”, BOS / SOR 2018 Conference, Warsaw, Poland.
  • Kechagias, E.P., Chatzistelios, G., Papadopoulos, G. A. and Apostolou, P. (2022). “Digital Transformation of the Maritime Industry: A Cybersecurity Systemic Approach”, International Journal of Critical Infrastructure Protection, 37, 100526.
  • Kozak-Holland, M. and Procter, C. (2020). “The Challenge of Digital Transformation”, Managing Transformation Projects, Palgrave Pivot, Cham, 1-11.
  • Kumar, A. and Pant, S. (2023). “Analytical Hierarchy Process for Sustainable Agriculture: An Overview”, MethodsX, 10, 101954.
  • Kutlu Gündoğdu, F. and Kahraman, C. (2019a). “Spherical Fuzzy Sets and Spherical Fuzzy TOPSIS Method”, Journal of Intelligent & Fuzzy Systems, 36(1), 337-352.
  • Kutlu Gündoğdu, F. and Kahraman, C. (2019b). “A Novel Fuzzy TOPSIS Method Using Emerging Interval-Valued Spherical Fuzzy Sets”, Engineering Applications of Artificial Intelligence, 85, 307-323.
  • Kutlu Gündoğdu, F. and Kahraman, C. (2020a). “A Novel Spherical Fuzzy QFD Method and Its Application to the Linear Delta Robot Technology Development”, Engineering Applications of Artificial Intelligence, 87, 103348.
  • Kutlu Gündoğdu, F. and Kahraman, C. (2020b). “A Novel Spherical Fuzzy Analytic Hierarchy Process and Its Renewable Energy Application”, Soft Computing, 24, 4607-4621.
  • Liu, Q., Chen, J., Yang, K., Liu, D., He, L., Qin, Q. and Wang, Y. (2023). “An Integrating Spherical Fuzzy AHP and Axiomatic Design Approach and Its Application in Human–Machine Interface Design Evaluation”, Engineering Applications of Artificial Intelligence, 125, 106746.
  • Mugge, P., Abbu, H., Michaelis, T.L., Kwiatkowski, A. and Gudergan, G. (2020). “Patterns of Digitization: A Practical Guide to Digital Transformation”, Research-Technology Management, 63(2), 27-35.
  • Nguyen, S., Chen, P.S.L., Du, Y. and Shi, W. (2019). “A Quantitative Risk Analysis Model with Integrated Deliberative Delphi Platform for Container Shipping Operational Risks”, Transportation Research Part E: Logistics and Transportation Review, 129, 203-227.
  • Özkan, B., Erdem, M. and Özceylan, E. (2022). “Evaluation of Asian Countries Using Data Center Security Index: A Spherical Fuzzy AHP-Based EDAS Approach”, Computers & Security, 122, 102900.
  • Panayides, P.M. and Song, D.W. (2013). “Maritime Logistics as An Emerging Discipline”, Maritime Policy & Management, 40(3), 295-308.
  • Parhi, S., Joshi, K., Gunasekaran, A. and Sethuraman, K. (2022). “Reflecting on An Empirical Study of the Digitalization Initiatives for Sustainability on Logistics: The Concept of Sustainable Logistics 4.0”, Cleaner Logistics and Supply Chain, 4, 100058.
  • Parola, F., Satta, G., Buratti, N. and Vitellaro, F. (2021). “Digital Technologies and Business Opportunities for Logistics Centres in Maritime Supply Chains”, Maritime Policy & Management, 48(4), 461-477.
  • Plaza-Hernández, M., Gil-González, A.B., Rodríguez-González, S., Prieto-Tejedor, J. and Corchado-Rodríguez, J.M. (2021). “Integration of IoT Technologies in the Maritime Industry”, Distributed Computing and Artificial Intelligence, Special Sessions, 17th International Conference (DCAI 2020), Advances in Intelligent Systems and Computing, 1242. Springer, Cham.
  • Raza, Z., Woxenius, J., Vural, C.A. and Lind, M. (2023). “Digital Transformation of Maritime Logistics: Exploring Trends İn The Liner Shipping Segment”, Computers in Industry, 145, 103811.
  • Saaty, T. L. (1977). “A Scaling Method for Priorities in Hierarchical Structures”, Journal of Mathematical Psychology, 15(3), 234-281.
  • Sarker, S., Henningsson, S., Jensen, T. and Hedman, J. (2021). “The Use of bloCkchain as A Resource for Combating Corruption in Global Shipping: An Interpretive Case Study”, Journal of Management Information Systems, 38(2), 338-373.
  • Statista. (2024). “Size of the Global Logistics Industry from 2018 to 2023, with Forecasts until 2028”, https://www.statista.com/statistics/943517/logistics-industry-global-cagr/ (Accessed: 12.05.2024).
  • Tan, W.K.A. and Sundarakani, B. (2021). “Assessing Blockchain Technology Application for freight booking business: A case Study from Technology Acceptance Model Perspective”, Journal of Global Operations and Strategic Sourcing, 14(1), 202-223.
  • Tijan, E., Jović, M., Aksentijević, S. and Pucihar, A. (2021). “Digital Transformation in the Maritime Transport Sector”, Technological Forecasting and Social Change, 170, 120879.
  • Tsiulin, S., Reinau, K.H. and Hilmola, O. P. (2023). “The Key Challenges of Blockchain Implementation in Maritime Sector: Summary from Literature and Previous Research Findings”, Procedia Computer Science, 217, 348-357.
  • UNCTAD (United Nations Conference on Trade and Development), (2020). “Transport and Trade Facilitation Series No. 13, Digitalizing the port call process”, https://unctad.org/system/files/official-document/dtltlb2019d2_en.pdf (Accessed: 20.05.2024).
  • Utama, D.R., Hamsal, M., Abdinagoro, S.B. and Rahim, R.K. (2024). “Developing A Digital Transformation Maturity Model for Port Assessment in Archipelago Countries: The Indonesian Case”, Transportation Research Interdisciplinary Perspectives, 26, 101146.
  • Vujičić, S., Hasanspahić, N., Car, M. and Čampara, L. (2020). “Distributed Ledger Technology as a Tool for Environmental Sustainability İn The Shipping İndustry”, Journal of Marine Science and Engineering, 8(5), 366.
  • Wei, F., Alias, C. and Noche, B. (2019). “Applications of Digital Technologies in Sustainable Logistics and Supply Chain Management”, Melkonyan, A., Krumme, K. (eds), Innovative Logistics Services and Sustainable Lifestyles. Springer, Cham, 235-263.
  • Yang, C. S. (2019). “Maritime Shipping Digitalization: Blockchain-Based Technology Applications, Future Improvements, and Intention to Use”, Transportation Research Part E: Logistics and Transportation Review, 131, 108-117.
  • Zadeh, L. A. (1965). “Fuzzy Sets”, Information and Control, 8(3), 338-353.
  • Zhou, Y., Soh, Y.S., Loh, H.S. and Yuen, K.F. (2020). “The Key Challenges and Critical Success Factors of Blockchain Implementation: Policy Implications for Singapore’s Maritime Industry”, Marine Policy, 122, 104265.

Evaluation of Barriers to Digital Transformation in Maritime Logistics Based on A Spherical Fuzzy Multi-Criteria Decision-Making Framework

Year 2025, Issue: PRODUCTIVITY FOR LOGISTICS, 29 - 44, 03.02.2025
https://doi.org/10.51551/verimlilik.1526042

Abstract

Purpose: The objective of this study is to identify and prioritize the barriers to the adoption of digital transformation in order to ensure more efficient and effective operation of the maritime logistics sector.
Methodology: The Spherical Fuzzy Analytical Hierarchy Process (SF-AHP) method, which gives successful results in modelling uncertainty and uses Spherical fuzzy sets (SFSs), is used to rank the barriers affecting adoption of digital transformation according to their importance.
Findings: In the application part of the study, firstly the barriers in the adoption of digital transformation were determined and as a result of expert evaluations, the barriers were ranked according to their importance by applying the steps of the method. When the results obtained from the study were examined, ‘Technology’ is the most important barrier category (B1) (0.341) for the adoption of digital transformation in maritime logistics, followed by the main barrier categories related to “Security” (B4) (0.266), “Environment” (B3) (0.223) and “Organisation” (B2) (0.171) respectively.
Originality: This study represents a pioneering effort in the field of maritime logistics, as it is the first to identify and prioritize the barriers to digital transformation that impede operational efficiency.

References

  • Ahmad, R. W., Hasan, H., Jayaraman, R., Salah, K. and Omar, M. (2021). “Blockchain Applications and Architectures for Port Operations and Logistics Management”, Research in Transportation Business & Management, 41, 100620.
  • Ayvaz, B., Tatar, V., Sağır, Z. and Pamucar, D. (2024). “An Integrated Fine-Kinney Risk Assessment Model Utilizing Fermatean Fuzzy AHP-WASPAS for Occupational Hazards in the Aquaculture Sector”, Process Safety and Environmental Protection, 186, 232-251.
  • Babica, V., Sceulovs, D. and Rustenova, E. (2020). “Digitalization in Maritime Industry: Prospects and Pitfalls”, ICTE in Transportation and Logistics 2019, Springer International Publishing, 20-27.
  • Bocayuva, M. (2021). “Cybersecurity in the European Union Port Sector in Light of the Digital Transformation and the COVID-19 Pandemic”, WMU Journal of Maritime Affairs, 20, 173-192.
  • Cichosz, M., Wallenburg, C.M. and Knemeyer, A.M. (2020). “Digital Transformation at Logistics Service Providers: Barriers, Success Factors and Leading Practices”, The International Journal of Logistics Management, 31(2), 209-238.
  • Del Giudice, M., Di Vaio, A., Hassan, R. and Palladino, R. (2022). “Digitalization and New Technologies for Sustainable Business Models at the Ship–Port Interface: A Bibliometric Analysis”, Maritime Policy & Management, 49(3), 410-446.
  • Dogan, O. (2021). “Process Mining Technology Selection with Spherical Fuzzy AHP and Sensitivity Analysis”, Expert Systems with Applications, 178, 114999.
  • Donyatalab, Y., Gündoğdu, F.K., Farid, F., Seyfi-Shishavan, S.A., Farrokhizadeh, E. and Kahraman, C. (2022). “Novel Spherical Fuzzy Distance and Similarity Measures and Their Applications to Medical Diagnosis”, Expert Systems with Applications, 191, 116330.
  • Durão, N., Ferreira, M.J., Pereira, C.S. and Moreira, F. (2019). “Current and Future State of Portuguese Organizations towards Digital Transformation”, Procedia Computer Science, 164, 25-32.
  • Fruth, M. and Teuteberg, F. (2017). “Digitization in Maritime Logistics—What Is There and What Is Missing?”, Cogent Business & Management, 4(1), 1411066.
  • Gausdal, A.H., Czachorowski, K.V. and Solesvik, M.Z. (2018). “Applying Blockchain Technology: Evidence from Norwegian Companies” Sustainability, 10(6), 1985.
  • Gebremeskel, B.K., Jonathan, G.M. and Yalew, S.D. (2023). “Information Security Challenges during Digital Transformation”, Procedia Computer Science, 219, 44-51.
  • Hamidi, S.M.M., Hoseini, S.F., Gholami, H. and Kananizadeh-Bahmani, M. (2024). “A Three-Stage Digital Maturity Model to Assess Readiness Blockchain Implementation in Maritime Logistics Industry”, Journal of Industrial Information Integration, 100643.
  • Heilig, L., Lalla-Ruiz, E. and Voß, S. (2017). “Digital Transformation in Maritime Ports: Analysis and A Game Theoretic Framework”, Netnomics: Economic Research and Electronic Networking, 18(2), 227-254.
  • Ho, T.C. and Hsu, C.L. (2020). “An Analysis of Key Factors Influencing Integration of Blockchain into Shipping Companies in Taiwan”, Journal of Marine Science and Technology, 28(4), 1.
  • Ichimura, Y., Dalaklis, D., Kitada, M. and Christodoulou, A. (2022). “Shipping in the Era of Digitalization: Mapping the Future Strategic Plans of Major Maritime Commercial Actors”, Digital Business, 2(1), 100022.
  • Jović, M., Tijan, E., Vidmar, D. and Pucihar, A. (2022). “Factors of Digital Transformation in the Maritime Transport Sector”, Sustainability, 14(15), 9776.
  • Kache, F. and Seuring, S. (2017). “Challenges and Opportunities of Digital Information at the Intersection of Big Data Analytics and Supply Chain Management”, International Journal of Operations & Production Management, 37(1), 10-36.
  • Kahraman, C. and Kutlu Gündoğdu, F. (2018). “From 1D to 3D Membership: Spherical Fuzzy Sets”, BOS / SOR 2018 Conference, Warsaw, Poland.
  • Kechagias, E.P., Chatzistelios, G., Papadopoulos, G. A. and Apostolou, P. (2022). “Digital Transformation of the Maritime Industry: A Cybersecurity Systemic Approach”, International Journal of Critical Infrastructure Protection, 37, 100526.
  • Kozak-Holland, M. and Procter, C. (2020). “The Challenge of Digital Transformation”, Managing Transformation Projects, Palgrave Pivot, Cham, 1-11.
  • Kumar, A. and Pant, S. (2023). “Analytical Hierarchy Process for Sustainable Agriculture: An Overview”, MethodsX, 10, 101954.
  • Kutlu Gündoğdu, F. and Kahraman, C. (2019a). “Spherical Fuzzy Sets and Spherical Fuzzy TOPSIS Method”, Journal of Intelligent & Fuzzy Systems, 36(1), 337-352.
  • Kutlu Gündoğdu, F. and Kahraman, C. (2019b). “A Novel Fuzzy TOPSIS Method Using Emerging Interval-Valued Spherical Fuzzy Sets”, Engineering Applications of Artificial Intelligence, 85, 307-323.
  • Kutlu Gündoğdu, F. and Kahraman, C. (2020a). “A Novel Spherical Fuzzy QFD Method and Its Application to the Linear Delta Robot Technology Development”, Engineering Applications of Artificial Intelligence, 87, 103348.
  • Kutlu Gündoğdu, F. and Kahraman, C. (2020b). “A Novel Spherical Fuzzy Analytic Hierarchy Process and Its Renewable Energy Application”, Soft Computing, 24, 4607-4621.
  • Liu, Q., Chen, J., Yang, K., Liu, D., He, L., Qin, Q. and Wang, Y. (2023). “An Integrating Spherical Fuzzy AHP and Axiomatic Design Approach and Its Application in Human–Machine Interface Design Evaluation”, Engineering Applications of Artificial Intelligence, 125, 106746.
  • Mugge, P., Abbu, H., Michaelis, T.L., Kwiatkowski, A. and Gudergan, G. (2020). “Patterns of Digitization: A Practical Guide to Digital Transformation”, Research-Technology Management, 63(2), 27-35.
  • Nguyen, S., Chen, P.S.L., Du, Y. and Shi, W. (2019). “A Quantitative Risk Analysis Model with Integrated Deliberative Delphi Platform for Container Shipping Operational Risks”, Transportation Research Part E: Logistics and Transportation Review, 129, 203-227.
  • Özkan, B., Erdem, M. and Özceylan, E. (2022). “Evaluation of Asian Countries Using Data Center Security Index: A Spherical Fuzzy AHP-Based EDAS Approach”, Computers & Security, 122, 102900.
  • Panayides, P.M. and Song, D.W. (2013). “Maritime Logistics as An Emerging Discipline”, Maritime Policy & Management, 40(3), 295-308.
  • Parhi, S., Joshi, K., Gunasekaran, A. and Sethuraman, K. (2022). “Reflecting on An Empirical Study of the Digitalization Initiatives for Sustainability on Logistics: The Concept of Sustainable Logistics 4.0”, Cleaner Logistics and Supply Chain, 4, 100058.
  • Parola, F., Satta, G., Buratti, N. and Vitellaro, F. (2021). “Digital Technologies and Business Opportunities for Logistics Centres in Maritime Supply Chains”, Maritime Policy & Management, 48(4), 461-477.
  • Plaza-Hernández, M., Gil-González, A.B., Rodríguez-González, S., Prieto-Tejedor, J. and Corchado-Rodríguez, J.M. (2021). “Integration of IoT Technologies in the Maritime Industry”, Distributed Computing and Artificial Intelligence, Special Sessions, 17th International Conference (DCAI 2020), Advances in Intelligent Systems and Computing, 1242. Springer, Cham.
  • Raza, Z., Woxenius, J., Vural, C.A. and Lind, M. (2023). “Digital Transformation of Maritime Logistics: Exploring Trends İn The Liner Shipping Segment”, Computers in Industry, 145, 103811.
  • Saaty, T. L. (1977). “A Scaling Method for Priorities in Hierarchical Structures”, Journal of Mathematical Psychology, 15(3), 234-281.
  • Sarker, S., Henningsson, S., Jensen, T. and Hedman, J. (2021). “The Use of bloCkchain as A Resource for Combating Corruption in Global Shipping: An Interpretive Case Study”, Journal of Management Information Systems, 38(2), 338-373.
  • Statista. (2024). “Size of the Global Logistics Industry from 2018 to 2023, with Forecasts until 2028”, https://www.statista.com/statistics/943517/logistics-industry-global-cagr/ (Accessed: 12.05.2024).
  • Tan, W.K.A. and Sundarakani, B. (2021). “Assessing Blockchain Technology Application for freight booking business: A case Study from Technology Acceptance Model Perspective”, Journal of Global Operations and Strategic Sourcing, 14(1), 202-223.
  • Tijan, E., Jović, M., Aksentijević, S. and Pucihar, A. (2021). “Digital Transformation in the Maritime Transport Sector”, Technological Forecasting and Social Change, 170, 120879.
  • Tsiulin, S., Reinau, K.H. and Hilmola, O. P. (2023). “The Key Challenges of Blockchain Implementation in Maritime Sector: Summary from Literature and Previous Research Findings”, Procedia Computer Science, 217, 348-357.
  • UNCTAD (United Nations Conference on Trade and Development), (2020). “Transport and Trade Facilitation Series No. 13, Digitalizing the port call process”, https://unctad.org/system/files/official-document/dtltlb2019d2_en.pdf (Accessed: 20.05.2024).
  • Utama, D.R., Hamsal, M., Abdinagoro, S.B. and Rahim, R.K. (2024). “Developing A Digital Transformation Maturity Model for Port Assessment in Archipelago Countries: The Indonesian Case”, Transportation Research Interdisciplinary Perspectives, 26, 101146.
  • Vujičić, S., Hasanspahić, N., Car, M. and Čampara, L. (2020). “Distributed Ledger Technology as a Tool for Environmental Sustainability İn The Shipping İndustry”, Journal of Marine Science and Engineering, 8(5), 366.
  • Wei, F., Alias, C. and Noche, B. (2019). “Applications of Digital Technologies in Sustainable Logistics and Supply Chain Management”, Melkonyan, A., Krumme, K. (eds), Innovative Logistics Services and Sustainable Lifestyles. Springer, Cham, 235-263.
  • Yang, C. S. (2019). “Maritime Shipping Digitalization: Blockchain-Based Technology Applications, Future Improvements, and Intention to Use”, Transportation Research Part E: Logistics and Transportation Review, 131, 108-117.
  • Zadeh, L. A. (1965). “Fuzzy Sets”, Information and Control, 8(3), 338-353.
  • Zhou, Y., Soh, Y.S., Loh, H.S. and Yuen, K.F. (2020). “The Key Challenges and Critical Success Factors of Blockchain Implementation: Policy Implications for Singapore’s Maritime Industry”, Marine Policy, 122, 104265.
There are 48 citations in total.

Details

Primary Language English
Subjects Logistics
Journal Section Araştırma Makalesi
Authors

Veysel Tatar 0000-0003-4285-6854

Publication Date February 3, 2025
Submission Date August 1, 2024
Acceptance Date September 26, 2024
Published in Issue Year 2025 Issue: PRODUCTIVITY FOR LOGISTICS

Cite

APA Tatar, V. (2025). Evaluation of Barriers to Digital Transformation in Maritime Logistics Based on A Spherical Fuzzy Multi-Criteria Decision-Making Framework. Verimlilik Dergisi(PRODUCTIVITY FOR LOGISTICS), 29-44. https://doi.org/10.51551/verimlilik.1526042

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