{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,5]],"date-time":"2026-06-05T04:48:07Z","timestamp":1780634887318,"version":"3.54.1"},"reference-count":139,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/501100003593","name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100003593","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002322","name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100002322","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100004901","name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de Minas Gerais","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100004901","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/access.2025.3603866","type":"journal-article","created":{"date-parts":[[2025,8,28]],"date-time":"2025-08-28T18:10:34Z","timestamp":1756404634000},"page":"157828-157841","source":"Crossref","is-referenced-by-count":7,"title":["The Use of Artificial Intelligence in Supply Chain Management: Systematic Literature Review and Future Research Directions"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7806-9310","authenticated-orcid":false,"given":"Ana Claudia Andrade","family":"Ferreira","sequence":"first","affiliation":[{"name":"Production and Management Engineering Institute, Federal University of Itajubá (UNIFEI), Itajubá, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6300-3717","authenticated-orcid":false,"given":"Matheus Brendon","family":"Francisco","sequence":"additional","affiliation":[{"name":"Production and Management Engineering Institute, Federal University of Itajubá (UNIFEI), Itajubá, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1731-5327","authenticated-orcid":false,"given":"Alexandre Ferreira De","family":"Pinho","sequence":"additional","affiliation":[{"name":"Production and Management Engineering Institute, Federal University of Itajubá (UNIFEI), Itajubá, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.foodcont.2024.110471"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.3390\/logistics8040110"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3445281"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.48084\/etasr.7934"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1108\/BIJ-10-2020-0514"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.tre.2024.103933"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.7551\/mitpress\/13811.001.0001"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.20517\/jsegc.2022.09"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1142\/S0219477524400194"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3250230"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1504\/IJKBD.2022.128909"},{"issue":"1","key":"ref12","first-page":"135","article-title":"Implementation of artificial intelligence and blockchain in agricultural supply chain management","volume":"29","author":"Arkeman","year":"2023","journal-title":"J. Int. Soc. Southeast Asian Agricult. Sci."},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.tre.2022.102864"},{"key":"ref14","article-title":"On the evolution of A.I. and machine learning: Towards a meta-level measuring and understanding impact, influence, and leadership","volume-title":"Proc. Premier A.I. Conf.","author":"Audibert"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.3390\/engproc2024066009"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.4018\/ijitsa.2020070104"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.ifset.2024.103600"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2019.07.059"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2018.1530476"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2024.123947"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.3390\/math11040941"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1155\/2022\/7632892"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.3390\/su15032579"},{"key":"ref24","volume-title":"Patter Recognition and Machine Learning","author":"Bishop","year":"2006"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2021.1950935"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/s10479-021-03956-x"},{"issue":"4","key":"ref27","first-page":"1189","article-title":"AI and the optimization of supply chain logistics: A dynamic programming approach","volume":"55","author":"Benjaafar","year":"2021","journal-title":"Transp. Sci."},{"issue":"1","key":"ref28","first-page":"75","article-title":"Role of artificial intelligence in supply chain","volume":"19","author":"Borodavko","year":"2021","journal-title":"Academic J. Manuf. Eng."},{"issue":"4","key":"ref29","first-page":"1593","article-title":"Revolutionizing logistics through deep learning: Innovative solutions to optimize data security","volume":"102","author":"Boujarra","year":"2024","journal-title":"J. Theor. Appl. Inf. Technol."},{"key":"ref30","first-page":"1","volume-title":"The Business of Artificial Intelligence","author":"Brynjolfsson","year":"2017"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2024.123226"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.4018\/jiit.2007100103"},{"issue":"14","key":"ref33","first-page":"457","article-title":"Leveraging AI and machine learning in modern supply chain management: An evaluation of technological adoption and performance impact","volume":"12","author":"Chen","year":"2024","journal-title":"Int. J. Intell. Syst. Appl. Eng."},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.compind.2024.104132"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3474531"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1504\/IJLSM.2023.130970"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2022.108206"},{"key":"ref38","first-page":"576","article-title":"AI-driven analysis of market trends: An integrative approach","volume":"125","author":"Deng","year":"2021","journal-title":"J. Bus. Res."},{"issue":"3","key":"ref39","first-page":"18","article-title":"A novel intelligent agent equipped with machine learning for route optimization in effective supply chain management for seasonal agricultural products","volume":"18","author":"Dharmalingam","year":"2024","journal-title":"Int. J. Comput. Inf. Syst. Ind. Manag. Appl."},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2019.107599"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.3390\/pr8111384"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.48009\/2_iis_2019_47-55"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.sftr.2024.100278"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2019.07.053"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2019.07.002"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1080\/21693277.2024.2447035"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1111\/ecca.12458"},{"key":"ref48","article-title":"Combining machine learning and ontology: A systematic literature review","author":"Ghidalia","year":"2024","journal-title":"arXiv:2401.07744"},{"key":"ref49","first-page":"104","article-title":"Improved supply chain management in e-pharmacy supply chain using machine learning intelligence","volume":"12","author":"Gobinath","year":"2024","journal-title":"Int. J. Intell. Syst. Appl. Eng."},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.46852\/0424-2513.1.2024.15"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.62441\/nano-ntp.v20is14.52"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1080\/09537287.2021.1882690"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-024-01049-7"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.3390\/su16093552"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3407839"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1080\/19476337.2024.2393287"},{"issue":"15","key":"ref57","first-page":"4791","article-title":"Digital supply chain twins: Concepts, applications and impact on supply chain resilience","volume":"59","author":"Ivanov","year":"2021","journal-title":"Int. J. Prod. Res."},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-023-45406-7"},{"issue":"6","key":"ref59","first-page":"1","article-title":"Data clustering: A review","volume":"53","author":"Jain","year":"2020","journal-title":"ACM Comput. Surv."},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1007\/s12525-021-00475-2"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.15587\/1729-4061.2024.305696"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1016\/j.matpr.2023.02.177"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1080\/23311975.2021.1965459"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2022.03.017"},{"issue":"7","key":"ref65","first-page":"674","article-title":"An investigation: How artificial intelligence can be used with supply chain management to improve business","volume":"11","author":"Kim","year":"2023","journal-title":"Int. J. Intell. Syst. Appl. Eng."},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3199353"},{"key":"ref67","article-title":"Machine learning in artificial intelligence: Towards a common understanding, 2020","author":"K\u00fchl","year":"2020","journal-title":"arXiv:2004.04686"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1155\/2021\/4535567"},{"key":"ref69","article-title":"Application of artificial intelligence and machine learning in manufacturing industry: A bibliometric study","author":"Kumari","year":"2024","journal-title":"Int. J. Intell. Syst. Appl. Eng."},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1016\/j.jik.2022.100276"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.32629\/jai.v2i1.34"},{"issue":"7","key":"ref72","first-page":"1892","article-title":"Cluster analysis for demand forecasting in supply chain management using AI techniques","volume":"59","author":"Liu","year":"2021","journal-title":"Int. J. Prod. Res."},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2024.2361434"},{"key":"ref74","article-title":"A proposal for the Dartmouth summer research project on artificial intelligence","author":"McCarthy","year":"1955"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1002\/asi.20874"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2015.04.062"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-023-10535-y"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijin.2020.09.001"},{"key":"ref79","article-title":"Latest trends in artificial intelligence technology: A scoping review","author":"Niskanen","year":"2023","journal-title":"arXiv:2305.04532"},{"issue":"1","key":"ref80","first-page":"90","article-title":"Application of big data technology in support of food manufacturers\u2019 commodity demand forecasting","volume":"10","author":"Nita","year":"2015","journal-title":"NEC Tech. J."},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.33166\/AETiC.2022.02.002"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.59796\/jcst.v13n3.2023.1285"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1016\/j.techfore.2024.123630"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2024.141017"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1108\/JFMPC-09-2023-0057"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.32317\/ekon.apk\/4.2024.55"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1080\/09537287.2024.2313514"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1016\/j.scs.2024.105256"},{"issue":"12","key":"ref89","first-page":"124","article-title":"Development of MS excel and power BI integrated production scheduling system for an MSME","volume":"10","author":"Patil","year":"2024","journal-title":"Eng. Access"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1007\/s44187-023-00068-2"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2021.108250"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2018.1552369"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.3390\/logistics6040081"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3458830"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2024.103858"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.3390\/logistics8040111"},{"issue":"10","key":"ref97","first-page":"4604","article-title":"Exploring artificial intelligence impact on supply chain\u2019s firms: A case study of industrial firms in Morocco","volume":"102","author":"Riad","year":"2024","journal-title":"J. Theor. Appl. Inf. Technol."},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.24200\/sci.2017.4463"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.3390\/electronics13132624"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2022.2140221"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.3390\/su14159295"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.47857\/irjms.2024.v05i04.01849"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.32604\/cmc.2021.018179"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.5267\/j.uscm.2023.8.009"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3447756"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.5267\/j.uscm.2024.2.016"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2022.2029611"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1109\/TETCI.2021.3131352"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.4108\/eetiot.5381"},{"issue":"4","key":"ref110","first-page":"1047","article-title":"Artificial intelligence and creativity: Automation of routine tasks to foster innovation","volume":"36","author":"Smith","year":"2021","journal-title":"AI Soc."},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1016\/j.pursup.2024.100896"},{"key":"ref112","article-title":"Reinforcement learning for multi-product multi-node inventory management in supply chains, 2020","author":"Sultana","year":"2020","journal-title":"arXiv:2006.04037"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.7717\/peerj-cs.1416"},{"issue":"4","key":"ref114","first-page":"36","article-title":"Current trends in supply chain management: A comprehensive review and research agenda","volume":"57","author":"Tachizawa","year":"2021","journal-title":"J. Supply Chain Manag."},{"key":"ref115","first-page":"106925-1","article-title":"A systematic review of artificial intelligence applications in customer service","volume":"124","author":"Taeihagh","year":"2021","journal-title":"Comput. Hum. Behav."},{"key":"ref116","doi-asserted-by":"publisher","DOI":"10.3991\/ijim.v17i08.39467"},{"key":"ref117","doi-asserted-by":"publisher","DOI":"10.3390\/pr10050842"},{"key":"ref118","doi-asserted-by":"publisher","DOI":"10.1155\/2021\/1476043"},{"key":"ref119","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbusres.2020.09.009"},{"key":"ref120","doi-asserted-by":"publisher","DOI":"10.3390\/su132212369"},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.1002\/bse.3009"},{"issue":"2","key":"ref122","first-page":"861","article-title":"AI-driven solutions for supply chain management","volume":"4","author":"Vandana","year":"2024","journal-title":"J. Inform. Educ. Res."},{"key":"ref123","first-page":"399","article-title":"Demand sensing using catboost machine learning algorithm to reduce risk and maintain clean environment","volume":"24","author":"Venkatachalam","year":"2023","journal-title":"J. Environ. Protection Ecol."},{"key":"ref124","doi-asserted-by":"publisher","DOI":"10.1109\/TETCI.2024.3379240"},{"issue":"1","key":"ref125","first-page":"30","article-title":"Cluster analysis of supplier performance in AI-driven supply chains","volume":"27","author":"Wang","year":"2023","journal-title":"Supply Chain Manag. Rev."},{"key":"ref126","doi-asserted-by":"publisher","DOI":"10.1109\/TCPMT.2024.3482467"},{"key":"ref127","doi-asserted-by":"publisher","DOI":"10.1016\/j.trb.2021.05.003"},{"key":"ref128","doi-asserted-by":"publisher","DOI":"10.1016\/j.indmarman.2022.04.013"},{"key":"ref129","doi-asserted-by":"publisher","DOI":"10.1016\/j.heliyon.2023.e21292"},{"key":"ref130","doi-asserted-by":"publisher","DOI":"10.1108\/JM2-12-2020-0322"},{"key":"ref131","doi-asserted-by":"publisher","DOI":"10.1007\/s40171-023-00357-w"},{"key":"ref132","doi-asserted-by":"publisher","DOI":"10.1016\/j.fochx.2024.101867"},{"key":"ref133","doi-asserted-by":"publisher","DOI":"10.1080\/17517575.2021.1941275"},{"key":"ref134","doi-asserted-by":"publisher","DOI":"10.1016\/j.tifs.2024.104730"},{"key":"ref135","doi-asserted-by":"publisher","DOI":"10.1016\/j.compag.2024.109262"},{"key":"ref136","doi-asserted-by":"publisher","DOI":"10.1080\/17517570701275390"},{"issue":"2","key":"ref137","first-page":"150","article-title":"Optimizing logistics networks using machine learning: A cluster analysis approach","volume":"43","author":"Zhang","year":"2022","journal-title":"J. Bus. Logistics"},{"key":"ref138","doi-asserted-by":"publisher","DOI":"10.3390\/su141911827"},{"issue":"23","key":"ref139","first-page":"15","article-title":"Applications of artificial intelligence methods for enhancing information sharing in supply chains: Systematic review","volume":"100","author":"Zougagh","year":"2022","journal-title":"J. Theor. Appl. Inf. Technol."}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10820123\/11143142.pdf?arnumber=11143142","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,16]],"date-time":"2025-09-16T17:35:19Z","timestamp":1758044119000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11143142\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":139,"URL":"https:\/\/doi.org\/10.1109\/access.2025.3603866","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}