The internet of things in supply chain management: past, present, and future – a systematic literature review and implementation framework
Abstract
The Internet of Things (IoT) was initially adopted to enhance efficiency and inform decision-making in supply chains (SC), but it is now increasingly utilised as a strategic tool to transform them. No prior study has systematically reviewed the past, present, and future of IoT in the SC context, especially amid the rise of advanced technologies like Generative Artificial Intelligence (GenAI). This study conducts a bibliometric analysis of 572 articles and a systematic literature review of 196 IoT studies published in the SC context between 2009 and 2025 (as of March). It applies descriptive, topic, and thematic analyses. This study develops the Theories, Context, Methods – Antecedents, Implementation, Outcomes – Emerging themes (TCM-AIO-E) framework. It tracks the ‘past’ and evolution of IoT applications on SC with several methods, like topic evolution analysis. The TCM-AIO-E framework guides scholars and practitioners with ‘present’ adoption and implementation mechanisms for transportation, warehouse, procurement, and resource management, focusing on decision-making, visibility, traceability, and agility. It reveals ‘future’ opportunities, significant barriers, and research gaps in the transformative role of IoT. The study proposes research questions to guide future research and help companies transition from IoT automation to autonomous and autodidact supply chains and production systems.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
bibliometrix: An R-tool for comprehensive science mapping analysis
Aria, M., & Cuccurullo, C. (2017) · Journal of Informetrics · doi:10.1016/j.joi.2017.08.007 · Cited by 16,064 · cited 1× · see citing works
“We used Bibliometrix for descriptive analysis (Aria and Cuccurullo 2017).”
Tranfield, D., Denyer, D., & Smart, P. (2003) · British Journal of Management · doi:10.1111/1467-8551.00375 · Cited by 15,386 · see citing works
How to conduct a bibliometric analysis: An overview and guidelines
Donthu, N., Kumar, S., Mukherjee, D., Pandey, N., & Lim, W. M. (2021) · Journal of Business Research · doi:10.1016/j.jbusres.2021.04.070 · Cited by 14,329 · see citing works
Literature review as a research methodology: An overview and guidelines
Snyder, H. (2019) · Journal of Business Research · doi:10.1016/j.jbusres.2019.07.039 · Cited by 11,524 · see citing works
Lasi, H., Fettke, P., Kemper, H.-G., Feld, T., & Hoffmann, M. (2014) · Business & Information Systems Engineering · doi:10.1007/s12599-014-0334-4 · Cited by 4,276 · see citing works
Organizations in Action: Social Science Bases of Administrative Theory.
Udy, S. H., & Thompson, J. D. (1968) · American Sociological Review · doi:10.2307/2092248 · Cited by 4,130 · see citing works
Industry 4.0 technologies: Implementation patterns in manufacturing companies
Frank, A. G., Dalenogare, L. S., & Ayala, N. F. (2019) · International Journal of Production Economics · doi:10.1016/j.ijpe.2019.01.004 · Cited by 2,958 · see citing works
Internet of things and supply chain management: A literature review
Ben-Daya, M., Hassini, E., & Bahroun, Z. (2019) · International Journal of Production Research · doi:10.1080/00207543.2017.1402140 · Cited by 1,501 · see citing works
Kusiak, A. (2018) · International Journal of Production Research · doi:10.1080/00207543.2017.1351644 · Cited by 1,330 · see citing works
Kamble, S. S., Gunasekaran, A., & Gawankar, S. A. (2020) · International Journal of Production Economics · doi:10.1016/j.ijpe.2019.05.022 · Cited by 1,015 · see citing works
A New Paradigm for Systematic Literature Reviews in Supply Chain Management
Durach, C. F., Kembro, J. H., & Wieland, A. (2017) · Journal of Supply Chain Management · doi:10.1111/jscm.12145 · Cited by 980 · see citing works
Li, Y., Dai, J., & Cui, L. (2020) · International Journal of Production Economics · doi:10.1016/j.ijpe.2020.107777 · Cited by 922 · see citing works
Ivanov, D. (2022) · International Journal of Production Research · doi:10.1080/00207543.2022.2118892 · Cited by 912 · see citing works
Paul, J., & Benito, G. R. G. (2017) · Asia Pacific Business Review · doi:10.1080/13602381.2017.1357316 · Cited by 904 · see citing works
Marzi, G., Balzano, M., Caputo, A., & Pellegrini, M. M. (2024) · International Journal of Management Reviews · doi:10.1111/ijmr.12381 · Cited by 759 · see citing works
A bibliometric analysis of operations research and management science
Merigó, J. M., & Yang, J. (2016) · Omega · doi:10.1016/j.omega.2016.12.004 · Cited by 754 · see citing works
Zheng, T., Ardolino, M., Bacchetti, A., & Perona, M. (2020) · International Journal of Production Research · doi:10.1080/00207543.2020.1824085 · Cited by 744 · see citing works
Impact of Industry 4.0 on supply chain performance
Fatorachian, H., & Kazemi, H. (2020) · Production Planning & Control · doi:10.1080/09537287.2020.1712487 · Cited by 709 · see citing works
Smart manufacturing must embrace big data
Kusiak, A. (2017) · Nature · doi:10.1038/544023a · Cited by 636 · see citing works
Lim, W. M., Yap, S. F., & Makkar, M. (2020) · Journal of Business Research · doi:10.1016/j.jbusres.2020.08.051 · Cited by 564 · see citing works
The adoption of digital technologies in supply chains: Drivers, process and impact
Yang, M., Fu, M., & Zhang, Z. (2021) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2021.120795 · Cited by 517 · see citing works
The smart factory as a key construct of industry 4.0: A systematic literature review
Osterrieder, P., Budde, L., & Friedli, T. K. (2019) · International Journal of Production Economics · doi:10.1016/j.ijpe.2019.08.011 · Cited by 501 · see citing works
The Internet of Things: Review and theoretical framework
Nord, J. H., Koohang, A. A., & Paliszkiewicz, J. O. (2019) · Expert Systems with Applications · doi:10.1016/j.eswa.2019.05.014 · Cited by 492 · see citing works
Ivanov, D., Tang, C. S., Dolgui, A. B., Battini, D., & Das, A. (2020) · International Journal of Production Research · doi:10.1080/00207543.2020.1798035 · Cited by 470 · see citing works
Digital technology enablers and their implications for supply chain management
Attaran, M. (2020) · Supply Chain Forum an International Journal · doi:10.1080/16258312.2020.1751568 · Cited by 457 · see citing works
Defining and assessing industry 4.0 maturity levels – case of the defence sector
Bibby, L., & Dehe, B. (2018) · Production Planning & Control · doi:10.1080/09537287.2018.1503355 · Cited by 434 · see citing works
Kamble, S., Gunasekaran, A., Ghadge, A., & Raut, R. D. (2020) · International Journal of Production Economics · doi:10.1016/j.ijpe.2020.107853 · Cited by 423 · see citing works
Big Data Analytics for Physical Internet-based intelligent manufacturing shop floors
Zhong, R. Y., Xu, C., Chen, C., & Huang, G. Q. (2015) · International Journal of Production Research · doi:10.1080/00207543.2015.1086037 · Cited by 417 · see citing works
Pivoto, D. G. S., de Almeida, L. F. R., Righi, R. D. R., Rodrigues, J., Lugli, A. B., & Alberti, A. (2021) · Journal of Manufacturing Systems · doi:10.1016/j.jmsy.2020.11.017 · Cited by 399 · see citing works
Industry 4.0 enables supply chain resilience and supply chain performance
Qader, G., Junaid, M., Abbas, Q., & Mubarik, M. S. (2022) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2022.122026 · Cited by 326 · see citing works
Soni, G., Kumar, S., Mahto, R. V., Mangla, S. K., Mittal, M. L., & Lim, W. M. (2022) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2022.121686 · Cited by 316 · see citing works
Information architecture for supply chain quality management
Xu, L. D. (2010) · International Journal of Production Research · doi:10.1080/00207543.2010.508944 · Cited by 308 · see citing works
Mithas, S., Chen, Z., Saldanha, T. J. V., & Silveira, A. D. O. (2022) · Production and Operations Management · doi:10.1111/poms.13864 · Cited by 297 · see citing works
Supply chain digitalization: past, present and future
Seyedghorban, Z., Tahernejad, H., Meriton, R., & Graham, G. (2019) · Production Planning & Control · doi:10.1080/09537287.2019.1631461 · Cited by 293 · see citing works
Self-citationThibaud, M., Chi, H., Zhou, W., & Piramuthu, S. (2018) · Decision Support Systems · doi:10.1016/j.dss.2018.02.005 · Cited by 274 · see citing works
Grosse, E. H., Sgarbossa, F., Berlin, C., & Neumann, P. (2023) · International Journal of Production Research · doi:10.1080/00207543.2023.2246783 · Cited by 273 · see citing works
Gebhardt, M., Kopyto, M., Birkel, H. S., & Hartmann, E. (2021) · International Journal of Production Research · doi:10.1080/00207543.2021.1999521 · Cited by 258 · see citing works
Makerchain: A blockchain with chemical signature for self-organizing process in social manufacturing
Leng, J., Jiang, P., Xu, K., Liu, Q., Zhao, J. L., Bian, Y., & Shi, R. (2019) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2019.06.265 · Cited by 243 · see citing works
Lu, Y., Papagiannidis, S., & Alamanos, E. (2018) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2018.01.022 · Cited by 240 · see citing works
Nayal, K., Kumar, S., Raut, R. D., de Queiroz, M. M., Priyadarshinee, P., & Narkhede, B. E. (2021) · Business Strategy and the Environment · doi:10.1002/bse.2935 · Cited by 229 · see citing works
Enrique, D. V., Lerman, L. V., de Sousa, P. R., Benitez, G. B., Charrua-Santos, F., & Frank, A. G. (2022) · International Journal of Production Economics · doi:10.1016/j.ijpe.2022.108668 · Cited by 224 · see citing works
Reaidy, P., Gunasekaran, A., & Spalanzani, A. (2014) · International Journal of Production Economics · doi:10.1016/j.ijpe.2014.02.017 · Cited by 214 · see citing works
Internet of Things – the future of managing supply chain risks
Birkel, H. S., & Hartmann, E. (2020) · Supply Chain Management An International Journal · doi:10.1108/scm-09-2019-0356 · Cited by 208 · see citing works
Agile manufacturing: an evolutionary review of practices
Gunasekaran, A., Yusuf, Y. Y., Adeleye, E. O., Παπαδόπουλος, Θ., Kovvuri, D., & Geyi, D. G. (2018) · International Journal of Production Research · doi:10.1080/00207543.2018.1530478 · Cited by 199 · see citing works
Majeed, A. A., & Rupasinghe, T. D. (2017) · Cited by 193 · see citing works
Akhtar, P., Khan, Z., Tarba, S. Y., & Jayawickrama, U. (2017) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2017.04.023 · Cited by 191 · see citing works
Kumar, S., & Mallipeddi, R. R. (2022) · Production and Operations Management · doi:10.1111/poms.13859 · Cited by 189 · see citing works
Suppatvech, C., Godsell, J., & Day, S. (2019) · Industrial Marketing Management · doi:10.1016/j.indmarman.2019.02.016 · Cited by 180 · see citing works
Singh, R., & Bhanot, N. (2019) · International Journal of Production Research · doi:10.1080/00207543.2019.1675915 · Cited by 179 · see citing works
The applications of Internet of Things (IoT) in industrial management: a science mapping review
Mu, X., & Antwi‐Afari, M. F. (2023) · International Journal of Production Research · doi:10.1080/00207543.2023.2290229 · Cited by 172 · see citing works
Mangla, S. K., Kazançoğlu, Y., Yıldızbaşı, A., Öztürk, C., & Çalık, A. (2022) · Business Strategy and the Environment · doi:10.1002/bse.3027 · Cited by 170 · see citing works
Why emerging supply chain technologies initially disappoint: Blockchain, IoT, and AI
Sodhi, M. S., Seyedghorban, Z., Tahernejad, H., & Samson, D. A. (2022) · Production and Operations Management · doi:10.1111/poms.13694 · Cited by 165 · see citing works
‘Lean 4.0’: How can digital technologies support lean practices?
Cifone, F. D., Hoberg, K., Holweg, M., & Staudacher, A. P. (2021) · International Journal of Production Economics · doi:10.1016/j.ijpe.2021.108258 · Cited by 151 · see citing works
Integrated blockchain and internet of things in the food supply chain: Adoption barriers
Kumar, S., Raut, R. D., Agrawal, N. M., Cheikhrouhou, N., Sharma, M., & Daim, T. U. (2022) · Technovation · doi:10.1016/j.technovation.2022.102589 · Cited by 149 · see citing works
An intelligent logistics service system for enhancing dispatching operations in an IoT environment
Wang, J., Lim, M. K., Zhan, Y., & Wang, X. (2020) · Transportation Research Part E Logistics and Transportation Review · doi:10.1016/j.tre.2020.101886 · Cited by 129 · see citing works
Yadav, A. K., Shweta, S., & Kumar, D. (2022) · International Journal of Production Economics · doi:10.1016/j.ijpe.2022.108716 · Cited by 129 · see citing works
Latino, M. E., Menegoli, M., Lazoi, M., & Corallo, A. (2022) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2022.121564 · Cited by 123 · see citing works
Treiblmaier, H., Mirkovski, K., Lowry, P. B., & Zacharia, Z. G. (2020) · The International Journal of Logistics Management · doi:10.1108/ijlm-11-2018-0284 · Cited by 117 · see citing works
Bhargava, A., Bhargava, D., Naveen Kumar, P., Sajja, G. S., & Ray, S. (2022) · International Journal of Systems Assurance Engineering and Management · doi:10.1007/s13198-021-01581-2 · Cited by 117 · see citing works
Leng, J., Guo, J. F., Xie, J., Zhou, X., Liu, A., Gu, X., Mourtzis, D., Qi, Q., Liu, Q., Shen, W., et al. (2024) · Journal of Manufacturing Systems · doi:10.1016/j.jmsy.2024.07.012 · Cited by 115 · see citing works
Jahani, N., Sepehri, A., Vandchali, H. R., & Tirkolaee, E. B. (2021) · Sustainability · doi:10.3390/su13147520 · Cited by 115 · see citing works
For Better or For Worse: Impacts of IoT Technology in e‐Commerce Channel
Sun, C., & Ji, Y. (2021) · Production and Operations Management · doi:10.1111/poms.13615 · Cited by 108 · see citing works
The internet of things and corporate business models: A systematic literature review
Palmaccio, M., Dıcuonzo, G., & Belyaeva, Z. S. (2020) · Journal of Business Research · doi:10.1016/j.jbusres.2020.09.069 · Cited by 107 · see citing works
Meta-heuristics for sustainable supply chain management: a review
Faramarzi-Oghani, S., Neghabadi, P. D., Talbi, E., & Tavakkoli-Moghaddam, R. R. (2022) · International Journal of Production Research · doi:10.1080/00207543.2022.2045377 · Cited by 102 · see citing works
Dias, D. D. O., Marín, J. M. M., Moyano‐Fuentes, J., & Carvalho, H. (2023) · International Journal of Production Economics · doi:10.1016/j.ijpe.2023.108916 · Cited by 102 · see citing works
A supply chain of things: The EAGLET ontology for highly visible supply chains
Geerts, G. L., & O’Leary, D. E. (2013) · Decision Support Systems · doi:10.1016/j.dss.2013.09.007 · Cited by 99 · see citing works
Bogataj, D., Bogataj, M., & Hudoklin, D. (2017) · International Journal of Production Economics · doi:10.1016/j.ijpe.2017.06.028 · Cited by 98 · see citing works
Digital project driven supply chains: a new paradigm
Bhattacharya, S., & Chatterjee, A. K. (2021) · Supply Chain Management An International Journal · doi:10.1108/scm-12-2020-0641 · Cited by 98 · see citing works
Al‐Khatib, A. W. (2022) · Journal of Manufacturing Technology Management · doi:10.1108/jmtm-08-2022-0310 · Cited by 96 · see citing works
Internet of things capability and alliance
Yu, X., Nguyen, B., & Chen, Y. (2016) · Internet Research · doi:10.1108/intr-10-2014-0265 · Cited by 90 · see citing works
Benitez, G. B., Ghezzi, A., & Frank, A. G. (2023) · International Journal of Production Economics · doi:10.1016/j.ijpe.2023.108858 · Cited by 82 · see citing works
Evaluation of supply chain coordination index in context to Industry 4.0 environment
Singh, R. K., Kumar, P., & Chand, M. (2019) · Benchmarking An International Journal · doi:10.1108/bij-07-2018-0204 · Cited by 81 · see citing works
Lateral inventory share-based models for IoT-enabled E-commerce sustainable food supply networks
Ekren, B. Y., Mangla, S. K., Turhanlar, E. E., Kazançoğlu, Y., & Li, G. (2021) · Computers & Operations Research · doi:10.1016/j.cor.2021.105237 · Cited by 80 · see citing works
He, P., Li, K., & Kumar, P. N. R. (2021) · International Journal of Production Research · doi:10.1080/00207543.2021.1876941 · Cited by 80 · see citing works
Piccarozzi, M., Silvestri, L., Silvestri, C., & Ruggieri, A. (2024) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2024.123467 · Cited by 79 · see citing works
Rahmanzadeh, S., Pishvaee, M. S., & Govindan, K. (2022) · Annals of Operations Research · doi:10.1007/s10479-021-04254-2 · Cited by 78 · see citing works
Will bots take over the supply chain? Revisiting agent-based supply chain automation
Xu, L., Mak, S., & Brintrup, A. M. (2021) · International Journal of Production Economics · doi:10.1016/j.ijpe.2021.108279 · Cited by 77 · see citing works
Implementation of an intelligent supply chain control tower: a socio-technical systems case study
Vlachos, I. P. (2021) · Production Planning & Control · doi:10.1080/09537287.2021.2015805 · Cited by 72 · see citing works
Self-citationDoolun, I. S., Ponnambalam, S. G., Subramanian, N., & Kanagaraj, G. (2018) · Computers & Operations Research · doi:10.1016/j.cor.2018.01.008 · Cited by 71 · see citing works
Kumar, D., Singh, R. K., Mishra, R., & Daim, T. U. (2023) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2023.122837 · Cited by 70 · see citing works
Schmidt, M.-C., Veile, J. W., Müller, J. M., & Voigt, K. (2022) · International Journal of Production Research · doi:10.1080/00207543.2022.2120923 · Cited by 64 · see citing works
Enabling industrial internet of things-based digital servitization in smart production logistics
Flores-García, E., Jeong, Y., Liu, S., Wiktorsson, M., & Wang, L. (2022) · International Journal of Production Research · doi:10.1080/00207543.2022.2081099 · Cited by 63 · see citing works
Kumar, P., Singh, R. K., & Shahgholian, A. (2022) · Annals of Operations Research · doi:10.1007/s10479-022-04753-w · Cited by 61 · see citing works
Reaidy, P., Alaeddini, M., Gunasekaran, A., Lavastre, O., & Shahzad, M. A. (2024) · Production Planning & Control · doi:10.1080/09537287.2024.2440454 · Cited by 58 · see citing works
Digital transformation in food supply chains: an implementation framework
Wang, S., Ghadge, A., & Aktaş, E. (2024) · Supply Chain Management An International Journal · doi:10.1108/scm-09-2023-0463 · Cited by 58 · see citing works
Rejeb, A., & Appolloni, A. (2022) · Sustainability · doi:10.3390/su142315633 · Cited by 57 · see citing works
Pal, T., Ganguly, K. K., & Chaudhuri, A. (2024) · Supply Chain Management An International Journal · doi:10.1108/scm-02-2024-0108 · Cited by 57 · see citing works
Strengthening Supply Chain Visibility With Blockchain: A PRISMA-Based Review
Sahoo, S., Kumar, A., Mishra, R., & Tripathi, P. M. (2022) · IEEE Transactions on Engineering Management · doi:10.1109/tem.2022.3206109 · Cited by 56 · see citing works
Yadav, S., Choi, T., Luthra, S., Kumar, A., V, & Garg, D. (2022) · IEEE Transactions on Engineering Management · doi:10.1109/tem.2022.3177188 · Cited by 55 · see citing works
Industry 4.0 Technologies: Empirical Impacts and Decision Framework
Bai, C. A., Li, H. A., & Xiao, Y. (2022) · Production and Operations Management · doi:10.1111/poms.13813 · Cited by 53 · see citing works
Editorial: Blockchain Ecosystem—Technological and Management Opportunities and Challenges
Choo, K. R., Ozcan, S., Dehghantanha, A., & Parizi, R. M. (2020) · IEEE Transactions on Engineering Management · doi:10.1109/tem.2020.3023225 · Cited by 53 · see citing works
da Silva, T. H. H., & Sehnem, S. (2024) · Business Strategy and the Environment · doi:10.1002/bse.3954 · Cited by 52 · see citing works
Ding, S., Ward, H., & Tukker, A. (2023) · Cleaner Logistics and Supply Chain · doi:10.1016/j.clscn.2023.100094 · Cited by 52 · see citing works
Franco, C. W., Benitez, G. B., de Sousa, P. R., Neto, F. J. K., & Frank, A. G. (2024) · International Journal of Production Economics · doi:10.1016/j.ijpe.2024.109428 · Cited by 51 · see citing works
Kazançoğlu, Y., Lafçı, Ç., Kumar, A., V, Luthra, S., Garza‐Reyes, J. A., & Berberoğlu, Y. (2023) · Business Strategy and the Environment · doi:10.1002/bse.3629 · Cited by 49 · see citing works
Ghasemi, E., Lehoux, N., & Rönnqvist, M. (2022) · International Journal of Production Research · doi:10.1080/00207543.2022.2093681 · Cited by 49 · see citing works
Weißhuhn, S., & Hoberg, K. (2021) · European Journal of Operational Research · doi:10.1016/j.ejor.2021.03.042 · Cited by 48 · see citing works
Zhou, X., Zhu, Q., & Xu, Z. (2022) · International Journal of Production Economics · doi:10.1016/j.ijpe.2022.108630 · Cited by 48 · see citing works
Adoption of Internet of Things: A systematic literature review and future research agenda
Kumar, A., Dhingra, S., & Falwadiya, H. (2023) · International Journal of Consumer Studies · doi:10.1111/ijcs.12964 · Cited by 47 · see citing works
Shayganmehr, M., Gupta, S., Laguir, I., Stekelorum, R., & Kumar, A. (2021) · Annals of Operations Research · doi:10.1007/s10479-021-04430-4 · Cited by 45 · see citing works
Thakuri, P. K., Alkki, L., & Aarikka‐Stenroos, L. (2024) · R and D Management · doi:10.1111/radm.12744 · Cited by 44 · see citing works
Cammarano, A., Varriale, V., Michelino, F., & Caputo, M. (2022) · Operations Management Research · doi:10.1007/s12063-022-00324-1 · Cited by 41 · see citing works
Asadi, S., Nilashi, M., Iranmanesh, M., Hyun, S. S., & Rezvani, A. (2021) · Technovation · doi:10.1016/j.technovation.2021.102426 · Cited by 40 · see citing works
After-Sales Service Contracting: Condition Monitoring and Data Ownership
Li, C., & Tomlin, B. T. (2022) · Manufacturing & Service Operations Management · doi:10.1287/msom.2022.1095 · Cited by 40 · see citing works
Machine learning in supply chain management: systematic literature review and future research agenda
Vlachos, I. P., & Reddy, P. G. (2025) · International Journal of Production Research · doi:10.1080/00207543.2025.2466062 · Cited by 40 · see citing works
Self-citationSupply Chain Vulnerability in Prefabricated Building Projects and Digital Mitigation Technologies
Luo, L., Li, Y., Wang, X., Jin, X., & Qin, Z. (2023) · IEEE Transactions on Engineering Management · doi:10.1109/tem.2023.3272585 · Cited by 39 · see citing works
Krishnan, R., Phan, P. Y., Krishnan, S., Agarwal, R., & Sohal, A. S. (2024) · Business Strategy and the Environment · doi:10.1002/bse.3970 · Cited by 39 · see citing works
Recent Advances of Blockchain and Its Applications
Li, X., & Wu, W. (2022) · Journal of Social Computing · doi:10.23919/jsc.2022.0016 · Cited by 38 · see citing works
Ding, S., Ward, H., Cucurachi, S., & Tukker, A. (2023) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2023.138558 · Cited by 38 · see citing works
Blockchain-IIoT-big data aided process control and quality analytics
Ng, S. C. H., Ho, G. T. S., & Wu, C. H. (2023) · International Journal of Production Economics · doi:10.1016/j.ijpe.2023.108871 · Cited by 35 · see citing works
Digitizing global supply chains through blockchain
Rauniyar, K., Wu, X., Gupta, S., Modgil, S., & Kumar, A. (2023) · Production Planning & Control · doi:10.1080/09537287.2023.2189614 · Cited by 32 · see citing works
Ma, Y., Du, G., & Jiao, J. R. (2020) · International Journal of Production Economics · doi:10.1016/j.ijpe.2020.107884 · Cited by 30 · see citing works
Eryarsoy, E., Kılıç, H. S., Zaim, S., & Doszhanova, M. (2022) · Journal of Business Research · doi:10.1016/j.jbusres.2022.03.036 · Cited by 30 · see citing works
Supply chain integration in mass customization
Shen, B., Zhang, J., Cheng, M., Guo, S. J., & He, R. (2023) · Annals of Operations Research · doi:10.1007/s10479-023-05202-y · Cited by 30 · see citing works
Sorooshian, S., Khiavi, S. F., Karimi, F., & Mina, H. (2024) · Business Strategy and the Environment · doi:10.1002/bse.3905 · Cited by 29 · see citing works
Total fulfillment management: principles, practices and use cases
Leung, E. K. H. (2024) · Transportation Research Part E Logistics and Transportation Review · doi:10.1016/j.tre.2024.103888 · Cited by 29 · see citing works
Tsao, Y., Pantisoontorn, A., Vu, T.-L., & Chen, T.-H. (2023) · International Journal of Production Economics · doi:10.1016/j.ijpe.2023.109132 · Cited by 29 · see citing works
Multi-agent system optimisation in factories of the future: cyber collaborative warehouse study
Dusadeerungsikul, P. O., Xiang, H., Sreeram, M., & Nof, S. Y. (2021) · International Journal of Production Research · doi:10.1080/00207543.2021.1979680 · Cited by 26 · see citing works
Dash, A., Pant, P., Sarmah, S. P., & Tiwari, M. K. (2023) · International Journal of Production Research · doi:10.1080/00207543.2023.2218499 · Cited by 25 · see citing works
Rehman, S. U., Usman, M., Fernando, Y., Kamarudin, D., & Waheed, A. (2023) · Journal of Science and Technology Policy Management · doi:10.1108/jstpm-12-2021-0191 · Cited by 25 · see citing works
Akhtar, P., Osburg, V., Kabra, G., Ullah, S., Shabbir, H. A., & Kumari, S. (2020) · Production Planning & Control · doi:10.1080/09537287.2020.1834126 · Cited by 24 · see citing works
Circular supply chain strategy in Industry 4.0: The canned food industry in Vietnam
Bui, T., Tseng, J., Tran, T. P. T., Hà, H. M., Lim, M. K., & Tseng, M. (2023) · Business Strategy and the Environment · doi:10.1002/bse.3472 · Cited by 24 · see citing works
Dynamic pricing and service customization strategy for IoT-based smart products
Xin, B., Song, Y., & Xie, L. (2023) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2023.123046 · Cited by 24 · see citing works
Modeling the impact of IoT technology on food supply chain operations
Hassini, E., Ben‐Daya, M., & Bahroun, Z. (2023) · Annals of Operations Research · doi:10.1007/s10479-023-05464-6 · Cited by 21 · see citing works
Madjid Tavana, D., Nasr, A. K., Santos‐Arteaga, F. J., Saberi, E., & Mina, H. (2023) · Annals of Operations Research · doi:10.1007/s10479-023-05219-3 · Cited by 21 · see citing works
Chen, Y., Wang, W., Yang, Z., Deveci, M., & Delen, D. (2024) · International Journal of Production Economics · doi:10.1016/j.ijpe.2024.109386 · Cited by 20 · see citing works
IoT-enabled delivery time guarantee in logistics outsourcing and efficiency improvement
Niu, B., Zhang, J., & Mu, Z. (2022) · International Journal of Production Research · doi:10.1080/00207543.2022.2117868 · Cited by 18 · see citing works
Nwafor, O., Ma, X., Johnson, N., Singh, R., & Aron, R. (2023) · Journal of Management Information Systems · doi:10.1080/07421222.2023.2229126 · Cited by 18 · see citing works
Enabling Technologies as a Support to Achieve Resilience in Supply Chain Operations
Domingos, E., Pereira, C. R., Armellini, F., Danjou, C., & Facchini, F. (2024) · IEEE Transactions on Engineering Management · doi:10.1109/tem.2024.3477946 · Cited by 17 · see citing works
Han, J., Li, L., Sun, Z., Feng, X., Lin, N., & Ruan, J. (2022) · International Journal of Production Research · doi:10.1080/00207543.2022.2131927 · Cited by 14 · see citing works
Chauhan, A., & Rani, M. V. (2024) · IEEE Transactions on Engineering Management · doi:10.1109/tem.2024.3415496 · Cited by 14 · see citing works
Ansari, N., Fattahi, P., & Shiri, M. (2024) · Transportation Research Part E Logistics and Transportation Review · doi:10.1016/j.tre.2024.103831 · Cited by 14 · see citing works
Harish, A. R., Liu, X., Li, M., Zhong, R. Y., & Huang, G. Q. (2025) · Transportation Research Part E Logistics and Transportation Review · doi:10.1016/j.tre.2025.103962 · Cited by 14 · see citing works
Meta-inventory management decisions: A theoretical model
Xiao, J., Ma, S., Wang, S., & Huang, G. Q. (2024) · International Journal of Production Economics · doi:10.1016/j.ijpe.2024.109339 · Cited by 13 · see citing works
Kayhan, B. M., Yeni, F. B., Özçelik, G., & Ayyıldız, E. (2024) · Annals of Operations Research · doi:10.1007/s10479-024-06441-3 · Cited by 13 · see citing works
Game theory approach for secured supply chain management in effective trade management
Chu, W., Shi, Y., Jiang, X., Ciano, T., & Zhao, B. (2024) · Annals of Operations Research · doi:10.1007/s10479-023-05792-7 · Cited by 11 · see citing works
Zhou, Z., Pei, J., Liu, X., Fu, H., & Pardalos, P. M. (2020) · International Journal of Production Research · doi:10.1080/00207543.2020.1806369 · Cited by 7 · see citing works
CONWIP control in the digitized world: The case of the cyber-physical jobshop
Gosavi, A., & Gosavi, A. A. (2024) · International Journal of Production Economics · doi:10.1016/j.ijpe.2024.109169 · Cited by 7 · see citing works
Vedapradha, R., Joshi, D., & Ravi, H. (2024) · The International Journal of Logistics Management · doi:10.1108/ijlm-12-2023-0509 · Cited by 6 · see citing works
Kamala, V., Vijaya Sunder, M., Sreedharan, V. R., Chargui, K., Zouadi, T., & Tortorella, G. L. (2023) · IEEE Transactions on Engineering Management · doi:10.1109/tem.2023.3267040 · Cited by 5 · see citing works
Cortés-Pellicer, P., Valero, F. A., & Perales, D. P. (2025) · Annals of Operations Research · doi:10.1007/s10479-025-06505-y · Cited by 5 · see citing works
Modelling and monitoring multi-relational networks with ordinal information
Wang, J., Lui, C. F., & Xie, M. (2024) · International Journal of Production Research · doi:10.1080/00207543.2024.2415979 · Cited by 4 · see citing works
Barilla, D., Costa, A., Crupi, A., & Barbagallo, A. (2024) · Annals of Operations Research · doi:10.1007/s10479-024-05946-1 · Cited by 2 · see citing works
Xu, Z., Elomri, A., Baldacci, R., Kerbache, L., & Wu, Z. (2024) · Annals of Operations Research · doi:10.1007/s10479-024-05935-4 · Cited by 1 · see citing works
Parliamentary Office of Science and Technology, Sherman, D., & Brawley, S. (2024) · doi:10.58248/pn734 · Cited by 1 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Anitha, R., & Parthiban, A. (2025) · Results in Engineering · doi:10.1016/j.rineng.2025.107988 · Cited by 13 · see citing works
Nozari, H., & Yordanova, Z. B. (2026) · Algorithms · doi:10.3390/a19030218 · Cited by 12 · see citing works
Yordanova, Z. B., & Nozari, H. (2026) · Algorithms · doi:10.3390/a19030198 · Cited by 8 · see citing works
Vlachos, I. P., Lespinasse, A., & Ali, S. M. (2026) · International Journal of Physical Distribution & Logistics Management · doi:10.1108/ijpdlm-07-2024-0291 · Cited by 2 · see citing works
Self-citationLiang, L. (2025) · Journal of Computing and Electronic Information Management · doi:10.54097/egqtdy48
Toprak, B., & Tolga, A. Ç. (2026) · Agriculture · doi:10.3390/agriculture16080901
Vasanthada, J. (2025) · International Conference on Computational Engineering, Sensing Technology and Management (ICCETM) · doi:10.1109/iccetm66557.2025.11557854
Chauhan, A., & Rani, M. V. (2026) · OPSEARCH · doi:10.1007/s12597-026-01216-9
Role of Technology (AI, IoT, Blockchain) in Supply Chain Sourcing
Gupta, D., Gayratovich, E. N., Sottarov, A., Ashirova, A. I., Latibjonova, Z., Kurbonbekova, M. T., & Urozboev, K. (2026) · IGI Global eBooks · doi:10.4018/979-8-3373-7143-6.ch016
Vlachos, I. P. (2026) · Business Strategy and the Environment · doi:10.1002/bse.71237
Self-citationWeraikat, D., Hiasat, L., & Khan, S. (2026) · International Journal of Logistics Research and Applications · doi:10.1080/13675567.2026.2729145
Zatrochová, M., Khatib, T., & Sezgin, S. (2026) · Acta Logistica · doi:10.22306/al.v13i3.808
Malik, M., Mor, R. S., Gahlawat, V. K., Ranjan, S., & Vlachos, I. P. (2026) · Transportation Research Part E Logistics and Transportation Review · doi:10.1016/j.tre.2026.105301
Self-citation
- Authors
- Vlachos, I., & Graham, G.
- Affiliations
- Excelia Business School (FR)
- Liverpool John Moores University (GB)
- Corresponding author
- Vlachos, Ilias
- Venue
- International Journal of Production Research
- Publisher
- Informa UK Limited
- Published
- 2025-09-15
- Volume
- 63
- Issue
- 24
- Pages
- 10555-10585
- ISSN
- 0020-7543 (ISSN-L)
- 1366-588X
- OpenAlex
- W4414191861
- Cited by
- 12
- References
- 145
- Citations by year
- 2026: 9 · 2025: 3
- FWCI
- 1.49
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- International Journal of Production Research (publishedVersion)
- Liverpool John Moores University (acceptedVersion)
- Topics
- Physical Sciences › Engineering › Industrial and Manufacturing Engineering › Digital Transformation in Industry
- Social Sciences › Decision Sciences › Management Science and Operations Research › Impact of AI and Big Data on Business and Society
- Life Sciences › Agricultural and Biological Sciences › Food Science › Food Supply Chain Traceability
- Keywords
- Internet of Things, supply chain management, IoT adoption, generative AI, supply chain traceability, supply chain visibility, supply chain agility, implementation barriers, transportation, warehouse management, procurement, resource management, decision-making
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review