IDEAS home Printed from https://ideas.repec.org/a/bla/bstrat/v31y2022i5p2400-2423.html
   My bibliography  Save this article

Reviewing the applications of artificial intelligence in sustainable supply chains: Exploring research propositions for future directions

Author

Listed:
  • Farheen Naz
  • Rohit Agrawal
  • Anil Kumar
  • Angappa Gunasekaran
  • Abhijit Majumdar
  • Sunil Luthra

Abstract

The sustainable supply chain (SSC) has received significant attention worldwide in the last few years because it integrates sustainability dimensions into its process. Recent artificial intelligence (AI)‐based advancements in technology make it possible to overcome many problems associated with supply chain (SC) networks. The current study was performed to explore the role of AI in establishing an SSC. The research contribution in the field of AI and SSC was examined through a systematic literature review. A total of 353 articles were gathered from the Scopus database in the selected research field. A big data‐based approach, namely, structural topic modelling (STM), was applied to generate emerging thematic topics from shortlisted articles of AI in SSC. Moreover, using R package, a bibliometric analysis was conducted to examine the research trends in the field of AI in SSC. The research trends were then analysed, with generated thematic topics discussed. The proposed research framework can help researchers and practitioners to develop an SSC model using AI‐based techniques. Propositions for future research are given and implications are suggested.

Suggested Citation

  • Farheen Naz & Rohit Agrawal & Anil Kumar & Angappa Gunasekaran & Abhijit Majumdar & Sunil Luthra, 2022. "Reviewing the applications of artificial intelligence in sustainable supply chains: Exploring research propositions for future directions," Business Strategy and the Environment, Wiley Blackwell, vol. 31(5), pages 2400-2423, July.
    • Handle: RePEc:bla:bstrat:v:31:y:2022:i:5:p:2400-2423
    DOI: 10.1002/bse.3034
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/bse.3034
    Download Restriction: no
    File URL: https://libkey.io/10.1002/bse.3034?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
    ---><---

    References listed on IDEAS

    as
    1. Maryam Abdirad & Krishna Krishnan & Deepak Gupta, 2021. "A two-stage metaheuristic algorithm for the dynamic vehicle routing problem in Industry 4.0 approach," Journal of Management Analytics, Taylor & Francis Journals, vol. 8(1), pages 69-83, January.
    2. Govindan, Kannan & Kadziński, Miłosz & Ehling, Ronja & Miebs, Grzegorz, 2019. "Selection of a sustainable third-party reverse logistics provider based on the robustness analysis of an outranking graph kernel conducted with ELECTRE I and SMAA," Omega, Elsevier, vol. 85(C), pages 1-15.
    3. Di Vaio, Assunta & Palladino, Rosa & Hassan, Rohail & Escobar, Octavio, 2020. "Artificial intelligence and business models in the sustainable development goals perspective: A systematic literature review," Journal of Business Research, Elsevier, vol. 121(C), pages 283-314.
    4. William Nikolakis & Lijo John & Harish Krishnan, 2018. "How Blockchain Can Shape Sustainable Global Value Chains: An Evidence, Verifiability, and Enforceability (EVE) Framework," Sustainability, MDPI, vol. 10(11), pages 1-16, October.
    5. Yu, Wantao & Wong, Chee Yew & Chavez, Roberto & Jacobs, Mark A., 2021. "Integrating big data analytics into supply chain finance: The roles of information processing and data-driven culture," International Journal of Production Economics, Elsevier, vol. 236(C).
    6. Eleonora Di Maria & Valentina De Marchi & Ambra Galeazzo, 2022. "Industry 4.0 technologies and circular economy: The mediating role of supply chain integration," Business Strategy and the Environment, Wiley Blackwell, vol. 31(2), pages 619-632, February.
    7. Ageron, Blandine & Gunasekaran, Angappa & Spalanzani, Alain, 2012. "Sustainable supply management: An empirical study," International Journal of Production Economics, Elsevier, vol. 140(1), pages 168-182.
    8. Govindan, K. & Jafarian, A. & Khodaverdi, R. & Devika, K., 2014. "Two-echelon multiple-vehicle location–routing problem with time windows for optimization of sustainable supply chain network of perishable food," International Journal of Production Economics, Elsevier, vol. 152(C), pages 9-28.
    9. Nees Jan Eck & Ludo Waltman, 2010. "Software survey: VOSviewer, a computer program for bibliometric mapping," Scientometrics, Springer;Akadémiai Kiadó, vol. 84(2), pages 523-538, August.
    10. Rocio de la Torre & Canan G. Corlu & Javier Faulin & Bhakti S. Onggo & Angel A. Juan, 2021. "Simulation, Optimization, and Machine Learning in Sustainable Transportation Systems: Models and Applications," Sustainability, MDPI, vol. 13(3), pages 1-21, February.
    11. Lee, Jun-Yeon & Choi, Sungyong, 2021. "Supply chain investment and contracting for carbon emissions reduction: A social planner's perspective," International Journal of Production Economics, Elsevier, vol. 231(C).
    12. Fathi, Mahdi & Khakifirooz, Marzieh & Diabat, Ali & Chen, Huangen, 2021. "An integrated queuing-stochastic optimization hybrid Genetic Algorithm for a location-inventory supply chain network," International Journal of Production Economics, Elsevier, vol. 237(C).
    13. Fahimnia, Behnam & Sarkis, Joseph & Davarzani, Hoda, 2015. "Green supply chain management: A review and bibliometric analysis," International Journal of Production Economics, Elsevier, vol. 162(C), pages 101-114.
    14. B. Ageron & A. Gunasekaran & A. Spalanzani, 2012. "Sustainable supply management : an empirical study," Post-Print halshs-00740499, HAL.
    15. Tseng, Ming-Lang & Wu, Kuo-Jui & Hu, Jiayao & Wang, Chin-Hsin, 2018. "Decision-making model for sustainable supply chain finance under uncertainties," International Journal of Production Economics, Elsevier, vol. 205(C), pages 30-36.
    16. Kannan, Devika & Jabbour, Ana Beatriz Lopes de Sousa & Jabbour, Charbel José Chiappetta, 2014. "Selecting green suppliers based on GSCM practices: Using fuzzy TOPSIS applied to a Brazilian electronics company," European Journal of Operational Research, Elsevier, vol. 233(2), pages 432-447.
    17. Sharma, Anuj & Rana, Nripendra P. & Nunkoo, Robin, 2021. "Fifty years of information management research: A conceptual structure analysis using structural topic modeling," International Journal of Information Management, Elsevier, vol. 58(C).
    18. Min, Hokey & Jeung Ko, Hyun & Seong Ko, Chang, 2006. "A genetic algorithm approach to developing the multi-echelon reverse logistics network for product returns," Omega, Elsevier, vol. 34(1), pages 56-69, January.
    19. Zhou, Yu & Xiong, Yu & Jin, Minyue, 2021. "Less is more: Consumer education in a closed-loop supply chain with remanufacturing," Omega, Elsevier, vol. 101(C).
    20. Agnieszka D. Hunka & Marcus Linder & Shiva Habibi, 2021. "Determinants of consumer demand for circular economy products. A case for reuse and remanufacturing for sustainable development," Business Strategy and the Environment, Wiley Blackwell, vol. 30(1), pages 535-550, January.
    21. Sabrina Schneider & Michael Leyer, 2019. "Me or information technology? Adoption of artificial intelligence in the delegation of personal strategic decisions," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 40(3), pages 223-231, April.
    22. Sube Singh & Ramesh Kumar & Rohit Panchal & Manoj Kumar Tiwari, 2021. "Impact of COVID-19 on logistics systems and disruptions in food supply chain," International Journal of Production Research, Taylor & Francis Journals, vol. 59(7), pages 1993-2008, April.
    23. Syed Abdul Rehman Khan & Karim Zkik & Amine Belhadi & Sachin S. Kamble, 2021. "Evaluating barriers and solutions for social sustainability adoption in multi-tier supply chains," International Journal of Production Research, Taylor & Francis Journals, vol. 59(11), pages 3378-3397, June.
    24. Chen, Cheng-Kang & Ulya, M. Akmalul ', 2019. "Analyses of the reward-penalty mechanism in green closed-loop supply chains with product remanufacturing," International Journal of Production Economics, Elsevier, vol. 210(C), pages 211-223.
    25. Deepa Mishra & Angappa Gunasekaran & Thanos Papadopoulos & Stephen J. Childe, 2018. "Big Data and supply chain management: a review and bibliometric analysis," Annals of Operations Research, Springer, vol. 270(1), pages 313-336, November.
    26. Fetscherin, Marc & Heinrich, Daniel, 2015. "Consumer brand relationships research: A bibliometric citation meta-analysis," Journal of Business Research, Elsevier, vol. 68(2), pages 380-390.
    27. Angappa Gunasekaran & Rameshwar Dubey & Surya Prakash Singh, 2016. "Flexible Sustainable Supply Chain Network Design: Current Trends, Opportunities and Future," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 17(2), pages 109-112, June.
    28. Östlin, Johan & Sundin, Erik & Björkman, Mats, 2008. "Importance of closed-loop supply chain relationships for product remanufacturing," International Journal of Production Economics, Elsevier, vol. 115(2), pages 336-348, October.
    29. Souza, Gilvan C., 2014. "Supply chain analytics," Business Horizons, Elsevier, vol. 57(5), pages 595-605.
    30. Ullah, Mehran & Sarkar, Biswajit, 2020. "Recovery-channel selection in a hybrid manufacturing-remanufacturing production model with RFID and product quality," International Journal of Production Economics, Elsevier, vol. 219(C), pages 360-374.
    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. Thi Thuy Hanh Nguyen, 2024. "Measuring Supply Chain Performance Using the SCOR Model," SN Operations Research Forum, Springer, vol. 5(2), pages 1-28, June.
    2. Samuel Ogbeibu & Jude Emelifeonwu & Vijay Pereira & Raphael Oseghale & James Gaskin & Uthayasankar Sivarajah & Angappa Gunasekaran, 2024. "Demystifying the roles of organisational smart technology, artificial intelligence, robotics and algorithms capability: A strategy for green human resource management and environmental sustainability," Business Strategy and the Environment, Wiley Blackwell, vol. 33(2), pages 369-388, February.
    3. Bhattacharya, Sourabh & Govindan, Kannan & Ghosh Dastidar, Surajit & Sharma, Preeti, 2024. "Applications of artificial intelligence in closed-loop supply chains: Systematic literature review and future research agenda," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 184(C).
    4. Podrecca, Matteo & Culot, Giovanna & Tavassoli, Sam & Orzes, Guido, 2024. "Artificial intelligence for climate change: a patent analysis in the manufacturing sector," Papers in Innovation Studies 2024/12, Lund University, CIRCLE - Centre for Innovation Research.
    5. Chen Qu & Eunyoung Kim, 2024. "Reviewing the Roles of AI-Integrated Technologies in Sustainable Supply Chain Management: Research Propositions and a Framework for Future Directions," Sustainability, MDPI, vol. 16(14), pages 1-27, July.
    6. Ibtissam Zejjari & Issam Benhayoun, 2024. "The use of artificial intelligence to advance sustainable supply chain: retrospective and future avenues explored through bibliometric analysis," Post-Print hal-04671595, HAL.
    7. Alexandra Brintrup & George Baryannis & Ashutosh Tiwari & Svetan Ratchev & Giovanna Martinez-Arellano & Jatinder Singh, 2023. "Trustworthy, responsible, ethical AI in manufacturing and supply chains: synthesis and emerging research questions," Papers 2305.11581, arXiv.org.
    8. Abhijit Barman & Ashis Kumar Chakraborty & Shib Sankar Sana & Parthasarathi Banerjee, 2024. "Pricing Strategy and Risk-Averse Flexibility in Sustainable Supply Chain: A Dual-Channel Logistics Process Under Reward Contracts and Demand Uncertainty," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 25(4), pages 733-762, December.
    9. Tekic, Zeljko & Tekic, Anja, 2024. "Complex patterns of ICTs' effect on sustainable development at the national level: The triple bottom line perspective," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    10. Saoussane Srhir & Anicia Jaegler & Jairo R. Montoya‐Torres, 2023. "Uncovering Industry 4.0 technology attributes in sustainable supply chain 4.0: A systematic literature review," Business Strategy and the Environment, Wiley Blackwell, vol. 32(7), pages 4143-4166, November.
    11. Sakshi Goyal & Praveen Goyal, 2024. "The evolution of pro‐environmental behavior research in three decades using bibliometric analysis," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(5), pages 4133-4153, September.

    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. Patel, Ritesh & Goodell, John W. & Oriani, Marco Ercole & Paltrinieri, Andrea & Yarovaya, Larisa, 2022. "A bibliometric review of financial market integration literature," International Review of Financial Analysis, Elsevier, vol. 80(C).
    2. Goodell, John W. & Oriani, Marco Ercole & Paltrinieri, Andrea & Patel, Ritesh, 2023. "The importance of ABS 2 journals in finance scholarship: Evidence from a bibliometric case study," Finance Research Letters, Elsevier, vol. 55(PA).
    3. Jamalnia, Aboozar & Gong, Yu & Govindan, Kannan, 2023. "Sub-supplier's sustainability management in multi-tier supply chains: A systematic literature review on the contingency variables, and a conceptual framework," International Journal of Production Economics, Elsevier, vol. 255(C).
    4. Małgorzata Ćwil & Witold Bartnik & Sebastian Jarzębowski, 2021. "Railway Vehicle Energy Efficiency as a Key Factor in Creating Sustainable Transportation Systems," Energies, MDPI, vol. 14(16), pages 1-14, August.
    5. Luthra, Sunil & Garg, Dixit & Haleem, Abid, 2015. "An analysis of interactions among critical success factors to implement green supply chain management towards sustainability: An Indian perspective," Resources Policy, Elsevier, vol. 46(P1), pages 37-50.
    6. Rodríguez-Espíndola, Oscar & Cuevas-Romo, Ana & Chowdhury, Soumyadeb & Díaz-Acevedo, Natalie & Albores, Pavel & Despoudi, Stella & Malesios, Chrisovalantis & Dey, Prasanta, 2022. "The role of circular economy principles and sustainable-oriented innovation to enhance social, economic and environmental performance: Evidence from Mexican SMEs," International Journal of Production Economics, Elsevier, vol. 248(C).
    7. Graça Miranda Silva & Paulo J. Gomes & Joseph Sarkis, 2019. "The role of innovation in the implementation of green supply chain management practices," Business Strategy and the Environment, Wiley Blackwell, vol. 28(5), pages 819-832, July.
    8. Ruifeng Gong & Jian Xue & Laijun Zhao & Oleksandra Zolotova & Xiaoqing Ji & Yan Xu, 2019. "A Bibliometric Analysis of Green Supply Chain Management Based on the Web of Science (WOS) Platform," Sustainability, MDPI, vol. 11(12), pages 1-18, June.
    9. Charbel Jose Chiappetta Jabbour & Rafael Caliani Janeiro & Ana Beatriz Lopes Sousa Jabbour & Jose Alcides Gobbo Junior & Manoel Henrique Salgado & Daniel Jugend, 2020. "Social aspects of sustainable supply chains: unveiling potential relationships in the Brazilian context," Annals of Operations Research, Springer, vol. 290(1), pages 327-341, July.
    10. Rasih Boztepe & Onur Çetin, 2020. "Sustainable Warehousing: Selecting The Best Warehouse for Solar Transformation," Alphanumeric Journal, Bahadir Fatih Yildirim, vol. 8(1), pages 97-110, June.
    11. Shashi & Piera Centobelli & Roberto Cerchione & Amit Mittal, 2021. "Managing sustainability in luxury industry to pursue circular economy strategies," Business Strategy and the Environment, Wiley Blackwell, vol. 30(1), pages 432-462, January.
    12. Ding, Huiping & Wang, Li & Zheng, Lucy, 2018. "Collaborative mechanism on profit allotment and public health for a sustainable supply chain," European Journal of Operational Research, Elsevier, vol. 267(2), pages 478-495.
    13. Fuzhen Liu & Kee-hung Lai & Wei Cai, 2021. "Responsible Production for Sustainability: Concept Analysis and Bibliometric Review," Sustainability, MDPI, vol. 13(3), pages 1-27, January.
    14. Victor Tiberius & Meike Rietz & Ricarda B. Bouncken, 2020. "Performance Analysis and Science Mapping of Institutional Entrepreneurship Research," Administrative Sciences, MDPI, vol. 10(3), pages 1-21, September.
    15. Govindan, K. & Muduli, K. & Devika, K. & Barve, A., 2016. "Investigation of the influential strength of factors on adoption of green supply chain management practices: An Indian mining scenario," Resources, Conservation & Recycling, Elsevier, vol. 107(C), pages 185-194.
    16. Jabbour, Charbel Jose Chiappetta & de Sousa Jabbour, Ana Beatriz Lopes & Sarkis, Joseph, 2019. "Unlocking effective multi-tier supply chain management for sustainability through quantitative modeling: Lessons learned and discoveries to be made," International Journal of Production Economics, Elsevier, vol. 217(C), pages 11-30.
    17. Guohua Qu & Zhijie Zhang & Weihua Qu & Zeshui Xu, 2020. "Green Supplier Selection Based on Green Practices Evaluated Using Fuzzy Approaches of TOPSIS and ELECTRE with a Case Study in a Chinese Internet Company," IJERPH, MDPI, vol. 17(9), pages 1-32, May.
    18. Rana Muhammad Zulqarnain & Xiao Long Xin & Imran Siddique & Waseem Asghar Khan & Mogtaba Ahmed Yousif, 2021. "TOPSIS Method Based on Correlation Coefficient under Pythagorean Fuzzy Soft Environment and Its Application towards Green Supply Chain Management," Sustainability, MDPI, vol. 13(4), pages 1-24, February.
    19. Pournader, Mehrdokht & Ghaderi, Hadi & Hassanzadegan, Amir & Fahimnia, Behnam, 2021. "Artificial intelligence applications in supply chain management," International Journal of Production Economics, Elsevier, vol. 241(C).
    20. Brojeswar Pal & Shib Sankar Sana, 2022. "Game-theoretic analysis in an environment-friendly competitive closed-loop dual-channel supply chain with recycling," Operations Management Research, Springer, vol. 15(3), pages 627-646, December.

    More about this item

    Statistics

    Access and download statistics

    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:bla:bstrat:v:31:y:2022:i:5:p:2400-2423. 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: Wiley Content Delivery (email available below). General contact details of provider: http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1099-0836 .

    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.