Raja Jayaraman

Associate Professor, Industrial Engineering
(575) 646-2224 | EC III, Room 289
Raja Jayaraman is an Associate Professor in the Department of Industrial Engineering at New Mexico State University. His research adopts a multidisciplinary approach to solving complex engineering problems, drawing on systems engineering, optimization, operational excellence, and digital transformation. His work focuses on applications in supply chains, multimodal logistics, manufacturing, maintenance planning, and healthcare delivery. ...
Dr. Jayaraman has over 18 years of academic experience across India, the United States, and the United Arab Emirates, and teaches both graduate and undergraduate courses in supply chain and logistics, optimization, stochastic models, systems engineering, and quality management. To date, Dr. Jayaraman’s scholarly contributes include 40+ refereed conference proceedings, 170+ journal articles in top-tier, high impact journals, including Annals of Operations Research, IISE Transactions, Computers & Industrial Engineering, International Journal of Production Research, International Journal of Production Economics, Omega, Expert Systems with Applications, IEEE Transactions on Engineering Management, Technology in Society, Technovation, Technological Forecasting and Social Change, among others.
Dr. Jayaraman is the author and editor of multiple books and edited volumes on topics covering Industry 4.0, Operational Excellence, and the integration of artificial intelligence and operations research. His recent work include Industry 4.0: Research and Practice (World Scientific, Singapore, 2025), Operational Excellence for the Public Sector: a practical guide for senior executives (World Scientific, Singapore, 2025), Operational Excellence Case Studies in Higher Education Institutions (Emerald Publishing, UK, 2025), Forging Bridges between Artificial Intelligence and Operations Research: Applications in Healthcare and Supply Chain Management (Springer, 2025).
Dr. Jayaraman has been recognized in the Elsevier–Stanford World’s Top 2% Scientists list for four consecutive years (2022 to 2025) in the subject categories Operations Research, Artificial Intelligence, and Information & Communication Technologies. Dr. Jayaraman serves on the IISE Society for Engineering and Management Systems (SEMS) Board of Directors, senior member of IISE, and a member of INFORMS, and currently serves as Associate Editor for the International Journal of Quality and Reliability Management and an Editorial Board Member of the International Journal of Lean Six Sigma.
Education
- Ph.D. Industrial Engineering, Texas Tech University
- M.S. Industrial Engineering, New Mexico State University
- M.Sc. Mathematics, College of Engineering Guindy, Chennai, India
- B.Sc. Mathematics, University of Madras, Chennai, India
Research Interests
- Supply Chain, Logistics and Industry 4.0 (Blockchain, ML, and AI Applications)
- Applied Operations Research
- Operational Excellence and Sustainability Engineering
- Healthcare Systems Engineering
Keynote, Invited Talk, and Panel
- Distinguished Experts Panelist, " The Quantum–AI Threat to Decentralization: Securing Web3’s Future", Workshop Encouraging Building Better Blockchain Security (WEB3SEC), in conjunction with the 41st Annual Computer Security Applications Conference (ACSAC), IEEE Computer Society, 8 December 2025, Honolulu, Hawaii, USA
- Keynote Address, “ Building better Blockchain applications for Supply Chain & Healthcare”, Workshop Encouraging Building Better Blockchain Security (WEB3SEC), in conjunction with the 40th Annual Computer Security Applications Conference (ACSAC), IEEE Computer Society, 9 December 2024, Honolulu, Hawaii, USA
- Keynote Address, “ Emerging Frontiers in AI and Digital Twins for Supply Chains” at 12th International Young Scientists Conference in Computational Science, Oct. 9 - 14, 2023, Abu Dhabi, United Arab Emirates
- Distinguished Experts Panelist, " Beyond Firewalls: AI and Blockchain's Cyber Citadel", Workshop Encouraging Building Better Blockchain Security (WEB3SEC), in conjunction with the 40th Annual Computer Security Applications Conference (ACSAC), IEEE Computer Society, 9 December 2024, Honolulu, Hawaii, USA
- Invited Talk, “ Research in the Area of Emergency Logistics: How Science Standardizes Disruption and Chaos”, 2nd International Pharma Logistics Masterclass, 5-9 September 2022, Abu Dhabi, United Arab Emirates
- Invited Talk, “ Blockchain Applications: How New Technologies can Drive the Future of Emergency Medical and Pharmaceutical Supply Chain Data”, 2nd International Pharma Logistics Masterclass, 5-9 September 2022, Abu Dhabi, United Arab Emirates
- Distinguished Experts Panelist, “ Are Private Blockchains Dead?”, 2023 IEEE International Conference on Blockchain & Cryptocurrency (ICBC), IEEE Communication Society, Dubai, United Arab Emirates, May 1-5, 2023
- Invited Talk, “ A Levels, Requirements, and Impact Evaluation Model for GS1 Adoption in Healthcare Supply Chain”, 2011 Association for Healthcare Resource & Materials Management Conference (AHRMM) - American Hospitals Association, August 9, 2011, Boston, Massachusetts, USA
Awards & Honors
- 2025 Best Paper Award, IEEE TEMSCON Global 2025, San Diego, CA
- 2023 Best Paper Award (First Place) in IEEE Consumer Electronics Magazine, IEEE Consumer Electronics Society
- 2023 Faculty Research Excellence Award, Khalifa University (One award among over 200 faculty members)
- 2015 Best Track Paper Award - Sustainability & Green Systems, IEEE Industrial Engineering & Operations Management conference
- Honored Listee, 2024 Marquis Who’s Who
- E.L. Derr Merit Scholarship, Texas Tech University, 2005-2008
- Alpha Pi Mu (Industrial Engineering Honor Society)
- Golden Key International Honor Society
Books & Edited volume
- Sony, M., Antony, J., Jayaraman, R., Maalouf, M., Tortorella, G., “Industry 4.0: Research and Practice”, World Scientific Publishers, London, United Kingdom. August 2025. ISBN: 978-1-80061-724-7
- Antony, J., Brenig-Jones, M., Bhasin, S., Jayaraman, R., Cudney, E., Sony, M. “Operational Excellence for Public Sector: A practical guide for senior executives”, World Scientific Publishers, London, United Kingdom. Oct 2025. ISBN: 978-1-80061-792-6
- Antony, J., Sony, M., Cudney, E., Furterer, S., Laux, C., Jayaraman, R., Maalouf, M., “Operational Excellence Case Studies in Higher Education Institutions”, Emerald Publishers, Leeds, United Kingdom. October 2025. ISBN: 9781837978502
- Antony, J., Cudney, E., Bhat, S., Jayaraman, R., Sony, M., “Ten Commandments of Design for Six Sigma (DFSS)”, Emerald Publishers, 2025. In Press.
- Layeb, S., Masri, H., La Torre, D., Jayaraman, R., Succi, G., “ Forging Bridges between Artificial Intelligence and Operations Research: Applications in Healthcare and Supply Chain Management”, Springer- Engineering Optimization: Methods and Applications, May 2025. In Press.
- “Advances in Operational Excellence in the Digital Era – Vol. 1” (2025). Proceedings of the 10th International Conference on Operational Excellence. Editors: De Sa’, C., Silva, J.G.F., Antony, J., Laux, C., Cudney, E., McDermott, O., Sony, M., Jayaraman, R., Tortorella, G. Emerald Publishers, Leeds, United Kingdom. In Press.
Book Chapters & Magazine
- Acquaye, A., Jayaraman, R., Patro, P. (2025) “Blockchain and Aviation Industry: Towards Trust, Compliance, and Safety”, Palgrave MacMillan Handbook on Blockchain Technology for Business. Eds. Joe Sarkis.
- Omar, I.A., Jayaraman, R., Antony, J., Salah, K., Tortorella, G., Sony, M., and Omar, M. (2022) “Digital Supply Chain 4.0 - The Competitive Advantage for Enterprises”, IISE – Industrial & Systems Engineering Magazine, Oct 2022, 32-37.
- Antony, J., Jayaraman, R., Snee, R. (2022) “Improving Service Processes in a Telecommunications company using Design of Experiments (DoE) – Case studies and key lessons learned”, Quality Progress (American Society of Quality Magazine).
- Antony, J., Bhat, S., Jayaraman, R., McDermott, O., Sony, M., Snee, R. (2022) “The Genealogy of Quality 4.0”, IISE – Industrial & Systems Engineering Magazine, 54 (4), 34-39.
- Marbouh, D., M.C.E. Simsekler, Salah, K., Jayaraman, R., Ellahham, S. (2022) “Blockchain-based Incident Reporting System for Patient Safety and Quality in Healthcare”. Blockchain Trust 2021: Trust Models for Next-generation Blockchain Ecosystems. EAI/Springer Innovations in Communications and Computing. DOI: 10.1007/978-3-030-75107-4
- Colapinto, C., Jayaraman, R., La Torre, D. (2020) “Goal Programming for Managerial Strategic Decision Making”. Applied Mathematical Analysis: Theory, Methods, and Applications. Studies in Systems, Decision and Control. Springer-Nature. http://www.springer.com/series/13304
- Jayaraman, R., Matis, T.I., “Finite Population Models in Single-Station Queues”, Wiley Encyclopedia of Operations Research and Management Science, 2010. ISBN: 978-0-470-40063-0, John-Wiley & Sons
- Jayaraman, R., Matis, T.I., “Batch Arrivals and Service Models in Single-Station Queues”, Wiley Encyclopedia of Operations Research and Management Science, 2010. ISBN: 978-0-470-40063-0, John-Wiley & Sons
- Barker, T., Day, J., Helander, M., Jayaraman, R., Lougee-Heimer, R. “Real World Lessons Learned- Innovative Education”, OR/MS Today, 40 (4), 58-62, August 2008.
Selected Journal Publications
- Musamih, A., Yaqoob, I., Salah, K., Jayaraman, R., Omar, M. “Blockchain for Large Language Models (LLMs): Applications, Challenges, and Framework Implementation”, Expert Systems with Applications. 2026. (IF:7.5). DOI: 10.1016/j.eswa.2026.13110
- Repto, M., Colapinto, C., Jayaraman, R., Appio, F., La Torre, D., “Blockchain-Enabled Predictive Digital Twin Approach for Healthcare: Enhancing Accuracy and Performance with Federated Learning”, International Journal of Production Economics, 2025. (IF:10.0), DOI: 10.1016/j.ijpe.2025.109768
- Mazdik, P., Lukas, F., Jayaraman, R., Sony, M., Antony, J., Zimon, D., Skypalova, R. “Exploring the Directions of Artificial Intelligence in Good Health and Well-being (SDG3) Using Big Data and LDA Topic Modeling”, Technovation-The International Journal of Technical Innovation, Entrepreneurship and Technology Management, 2026. (IF:10.9). DOI: 10.1016/j.technovation.2025.103404
- Hawashin, D., Salah, K., Jayaraman, R., Ellaham, S., Yaqoob, I., “Leveraging Blockchain and LLMs for Patient-Clinical Trial Matching”, Array, 2025. (IF:4.5). DOI: 10.1016/j.array.2025.100657
- Dadsena, K., Rathore, P., Mathiyazhagan, K., Jayaraman, R., Saha, E. “Adoption of circular economy practices in supply chains to enhance firm performance: Industrial symbiosis and ecological modernization theory perspective”, International Journal of Logistics Management, 2026. (IF:6.4). DOI: 10.1108/IJLM-06-2024-0341
- Madine, M., Salah, K., Jayaraman, R., Yaqoob, I. “Zero-knowledge proofs for anonymous authentication of patients on public and private blockchains”, Array, (2025). (IF:4.5). DOI: 10.1016/j.array.2025.100590
- Skypalová, R., Lukas, F., Mazdik, P., Jayaraman, R., Sony, M., Antony, J., “Digital Technologies and Sustainability as Evolving Business Processes – An AI-Driven Scientific Mapping Perspective”, Business Process Management Journal, 2025. (IF:5.8). DOI: 10.1108/BPMJ-07-2025-1118
- Gabreab, S., Musamih, A., Salah, K., Jayaraman, R. “LLM-based Exploration and Analysis of Real-Time and Historical Blockchain Data”, Expert Systems with Applications, 2025. (IF:7.5). DOI: 10.1016/j.eswa.2025.129851
- Ruba, I., Gabreab, S., Alkadher, W., Musamih, A., Salah, K., Jayaraman, R., Khan, M.K. “Using LLMs for Enhanced Fraud Analysis and Detection in Blockchain-based Health Insurance Claims”, Nature Scientific Reports, 2025. (IF: 3.8), DOI: 10.1038/s41598-025-15676-4
- AlKhader, W., Musamih, A., Salah, K., Jayaraman, R., Omar, M., “Incentivizing a Sustainable Circular Supply Chain for Timber Construction using Blockchain”, Environmental Development & Sustainability, 2025. (IF:4.2). DOI: 10.1007/s10668-025-06902-0
- Moawad, K., Musamih, A., Chadley, A., Mayyas, A., Salah, K., Jayaraman, R., Omar, M., Yaqoob, I. “Blockchain-enabled Sustainability of Li-ion Batteries Supply Chain: Tracking and Sourcing Eco-Friendly Materials”, International Journal of Production Research, 2025. (IF:7), DOI: 10.1080/00207543.2025.2518262
- Alkhader, W., Jayaraman, R., Salah, K., Antony, J., Omar, M. “Transformations in Manufacturing Quality in the Industry 4.0 Era: A Semi-Centennial Review Using Latent Dirichlet Allocation”, Computers & Industrial Engineering, 2025. (IF:6.5), DOI: 10.1016/j.cie.2025.111340
- Madzik, P., Lukas, F., Jayaraman, R., Sony, M., Antony, J. “Exploring Research Trends in Operational Excellence Methodologies Through a Hybrid Artificial Intelligence Approach”, Production Planning & Control, 2025 (IF:6.1), DOI: 10.1080/09537287.2025.2520223
- Hasan, H., Salah, K., Mayyas, A., Musamih, A., Yaqoob, I., Omar, M., Jayaraman, R. “Using Composable NFTs and Blockchain for the Creation of EV Battery Digital Passports with Sustainability and Traceability Features”, Sustainable Futures, 2025. (IF:4.9), DOI: 10.1016/j.sftr.2025.100847
- Hawashin, D., Salah, K., Jayaraman, R., Yaqoob, I. “Using Machine Learning and Blockchain for Trusted Detection and Monitoring of Excessive Working Hours in Factories”, Technology in Society, 2025. (IF:10.1), DOI: 10.1016/j.techsoc.2025.102959
- Ruba, I., Musamih, A., Salah, K., Jayaraman, R., Yaqoob, I. “Enhancing Medical Digital Twins within Metaverse using Blockchain, NFTs and LLMs”, Internet-of-Things Journal, 2025. (IF:6). DOI: 10.1016/j.iot.2025.101648
- Patro, P., Jayaraman, R., Adolf, A., Salah, K., Musamih, A., “Blockchain-based solution to enhance carbon footprint traceability, accounting, and offsetting in the passenger aviation industry”, International Journal of Production Research, 2025. (IF:7), DOI: 10.1080/00207543.2024.2441450
- Broekaert, J., Hafiz, F., Jayaraman, R., La Torre, D. “Managing resilience and viability of supranational supply chains under epidemic control scenarios”, Omega- The International Journal of Management Science, 2025. (IF:6.7), DOI: 10.1016/j.omega.2024.103234
- Patro, P., Quaye, E., Adolf, A., Jayaraman, R., Salah, K., “Supply Chain Carbon Finance Indexing with Generative AI and Advanced Data Analytics Techniques”, Journal of Cleaner Production, 2025. (IF: 9.8), DOI: 10.1016/j.jclepro.2025.145387
- Abdulrahim, A., Jayaraman, R., Azar, E., Maloof, M., “Maximizing Supply Chain Performance Leveraging Machine Learning to Anticipate Backorders”, Computers & Industrial Engineering, 2024. (IF: 6.7), DOI: 10.1016/j.cie.2024.110414
- Omar, I.A., Hasan, H., Jayaraman, R., Salah, K., Omar, M. “Using Blockchain Technology to Achieve Sustainability in the Hospitality Industry by Reducing Food Waste”, Computers & Industrial Engineering, 2024. (IF: 6.7), DOI: 10.1016/j.cie.2024.110586
- Goswami, M., Ramkumar, M., Antony, J., Jayaraman, R., Cudney, E., Chan, F.T.S. “Exploring the Impact of Production Volume and Product Quality Optimization on Manufacturers' Profitability: An Analytical Modeling and Empirical Validation Approach”, Industrial Management & Data Systems, 2025. (IF:4.2). DOI: 10.1108/IMDS-05-2024-0429
- Vishwakarma, A.K., Patro, P., Acquaye, A., Jayaraman, R., Salah, K. “Blockchain-based Traceability for Energy Loss Reduction in Distributed Energy Markets”, Journal of Operations Research Society, 2024. (IF:2.7). DOI: 10.1080/01605682.2024.2441224
- Senay, S.A., Musamih, A., Haya, H., Salah, K., Jayaraman, R., Al Hammadi, Y., Omar, M. “NFTs for accessing and Teleporting digital twins and digital artifacts into the Metaverse”, Computer Communications, 2024. (IF: 4.5), DOI: 10.1016/j.comcom.2024.107965
- Gabreab, S.A., Muasmih, A., Salah, K., Jayaraman, R., Boscovic, D. “Accelerating Digital Twin Development with Generative AI: A Framework for 3D Modeling and Data Integration”, IEEE Access, 2024, v12, 185918-185936. (IF:3.4). DOI: 10.1109/ACCESS.2024.3514175
- Bader, M., Jayaraman, R., Antony, J., Goonetilleke, R.S., Linderman, K., Hoerl, R., “Mitigating Process Improvement Project Failures: Leveraging Organizational Responses and Lessons Learned”, Benchmarking, 2024. (IF:4.5). DOI: 10.1108/BIJ-06-2024-0526
- Musamih, A., Hasan, A., Salah, K., Jayaraman, R., Yaqoob, I., Ellahham, S., Omar, M. “Leveraging Blockchain and Machine Learning to Promote Child Labor-Free Sustainable Development”, ACM Distributed Ledger Technologies: Research and Practice (DLT), 2024. DOI: 10.1145/3696430
- Musamih, A., Salah, K., Jayaraman, R., Seghier, M., Hamdan, H., Ellahham, S., Omar, M. “Enhancing Claustrophobia Exposure Therapy: A Blockchain and NFT-Enabled Metaverse Approach”, Computers in Human Behavior, 2024. (IF: 9.0), DOI: 10.1016/j.chb.2024.108364
- Hawashin, D., Nemer, M., Gabreab, S, Salah, K, Jayaraman, R., Khurram, K., Damiani, E. “Blockchain Applications in UAV Industry: Review, Opportunities, and Challenges”, Journal of Network and Computer Applications, 2024. (IF: 7.7), DOI: 10.1016/j.jnca.2024.103932
- Hasan, H.R., Musamih, A., Salah, K., Jayaraman, R., Omar, M., Arshad, J., Boscovic, D. “Smart Agriculture Assurance: IoT and Blockchain for Trusted Sustainable Produce”, Computers & Electronics in Agriculture, 2024. (IF: 7.7), DOI: 10.1016/j.compag.2024.109184
- Hasan, H., Madine, M., Musamih, A., Jayaraman, R., Salah, K., Yaqoob, I., Omar, M. “Non-fungible Tokens (NFTs) for Digital Twins in the Industrial Metaverse: Overview, Use Cases, and Open Challenges”, Computers & Industrial Engineering. 2024. (IF: 6.72), DOI: 10.1016/j.cie.2024.110315
- Alshamsi, H., Alteneiji, S., Madine, M., Musamih, A., Nemer, M., Salah, K., Jayaraman, R., Anotny, J., Omar, M., “Blockchain-based Resale and Leasing of Pre-Owned Medical Equipment”, Technology in Society, 2024. (IF: 10.1), DOI: 10.1016/j.techsoc.2024.102549
- Hawashin, D., Nemer, M., Salah, K., Jayaraman, R., Svetinovic, D., Damiani, E. “Blockchain and NFT-based Traceability and Certification for UAV Parts in Manufacturing”, Journal of Industrial Information Integration, 2024. (IF: 10.4), DOI: 10.1016/j.jii.2024.100597
- Hasan, H., Salah, K., Jayaraman, R., Yaqoob, I., and Omar, M. “NFTs for Combating Deepfakes and Fake Metaverse Digital Contents”, Internet-of-Things Journal, 2024. (IF: 6.0), DOI: 10.1016/j.iot.2024.101133
- Abdulrahim, A., Jayaraman, R., Azar, E., Maalouf, M., “A Comparative Analysis of Machine Learning and Statistical Methods for Evaluating Building Performance: A Systematic Review and Future Benchmarking Framework”, Building & Environment, 2024. (IF: 7.1), DOI: 10.1016/j.buildenv.2024.111268
- Omar, I.A., Hasan, H., Alkadher, W., Jayaraman, R., Salah, K., Omar, M. “Blockchain-based Trusted Accountability in the Maintenance of Medical Imaging Equipment”, Expert Systems with Applications, Volume 241, 122718, 2024. (IF: 7.5), DOI: 10.1016/j.eswa.2023.122718
- Alkhader, W., Jayaraman, R., Salah, K., Sleptchenko, A., Antony, J., Omar, M. “Using Blockchain and NFTs for Implementing Quality 4.0 in Digital Manufacturing”, Journal of Manufacturing Technology & Management. 2023. (IF: 7.3), DOI: 10.1108/JMTM-05-2023-0172
- Yaqoob, I., Salah, K., Jayaraman, R., Omar, M. “Metaverse Applications in Smart Cities: Enabling Technologies, Opportunities, Challenges, and Future Directions”, Internet-of-Things Journal, 2023. (IF: 6.0), DOI: 10.1016/j.iot.2023.100884
- Hasan, H., Madine, M., Yaqoob, I., Salah, K., Jayaraman, R., Boscovic, D. “Using NFTs for Ownership Management of Digital Twins and for Proof of Delivery of Physical Assets”, Future Generation Computer Systems, 2023. (IF: 6.2), DOI: 10.1016/j.future.2023.03.047
- Abdulrahim, A., Jayaraman, R., Mayyas, A., Alaifan, B., Azar, E. “Machine Learning as a Surrogate to Building Performance Simulation: Predicting Energy Consumption under Different Operational Settings”, Energy & Buildings, 286, 112940. 2023. (IF: 6.6), DOI: 10.1016/j.enbuild.2023.112940
- Sony, M., Naik, S., Antony, J., McDermott, O., Tortella, G., and Jayaraman, R. “Operational Excellence framework for sustainability in the organization: A design science approach”, Production Planning & Control, 2022. (IF: 6.1), DOI: 10.1080/09537287.2023.2165188
- Musamih, A., Salah, K., Jayaraman, R., Yaqoob, I., Al-Hammadi, Y., Omar, M. and Ellahham,S. "Metaverse in Healthcare: Applications, Challenges, and Future Directions," IEEE Consumer Electronics Magazine, 2022. (IF: 3.7), DOI: 10.1109/MCE.2022.3223522 ( 2023 BEST PAPER AWARD, First Place by IEEE Consumer Electronics Society, Rated Top 10 Most Popular articles in Q1, Q3 & Q4 2023)
- Musamih, A., Dirri, A., Yaqoob, I., Salah, K., Jayaraman, R., Puthal, D. “NFTs in smart cities: vision, applications and challenges”, IEEE Consumer Electronics Magazine, 2022. (IF: 3.7), DOI: 10.1109/MCE.2022.3217660 ( Rated Top 10 Most Popular article)
- Musameh, A., Yaqoob, I., Salah, K., Jayaraman, R., Omar, M., Ellahham, S. “Using NFTs for Product Management, Digital Certification, Trading, and Delivery in the Healthcare Supply Chain”, IEEE Transactions in Engineering Management, 71, 4480-4501, 2022. (IF: 5.2), DOI: 10.1109/TEM.2022.3215793
- Musamih, A., Salah, K., Jayaraman, R., Yaqoob, I., Puthal, D. “NFTs in Healthcare: Applications and Challenges”, IEEE Consumer Electronics Magazine, 2022. (IF: 3.7), DOI: 10.1109/MCE.2022.3196480
- Musamih, A., Salah, K., Jayaraman, R., Yaqoob, I., Al-Hammadi, Y. and Antony, J. “Blockchain-Based Solution for COVID-19 Vaccines Waste Reduction”, Journal of Cleaner Production, 372, 133619, 2022. (IF: 9.7), DOI: 10.1016/j.jclepro.2022.133619
- Omar, I.A., Debe, M., Jayaraman, R., Salah, K., Omar, M., Arshad, J. “Blockchain-based Supply Chain Traceability for COVID-19 PPE”, Computers & Industrial Engineering, 2022. (IF: 6.72), DOI: 10.1016/j.cie.2022.107995
- Trakulsunti, Y., Antony, J., Jayaraman, R., Tortella, G. “The application of operational excellence methodologies in logistics: a systematic review and directions for future research”, Total Quality Management & Business Excellence, 2022. (IF: 3.6), DOI: 10.1080/14783363.2022.2071695
- Ahmad, R.W., Salah, K., Jayaraman, R., Yaqoob, I., Omar, M. “Blockchain in Oil and Gas Industry: Applications, Challenges, and Future Trends”, Technology in Society, 2022. (IF: 10.1), DOI: 10.1016/j.techsoc.2022.101941
- Nasir, M.H., Junaid A., Mahawish, M., Khan, M., Salah, K., Jayaraman, R. “Scalable Blockchains - A Systematic Review “, Future Generation Computer Systems, 26, 136-162, 2022. (IF: 6.2), DOI: 10.1016/j.future.2021.07.035
- Fahim, P., Rezaei, J., Jayaraman, R., Poulin, M., Montreuil, B., Tavasszy, L. “The Physical Internet and Maritime Ports: Ready for the Future?”, I EEE Engineering Management Review, 2021. DOI: 10.1109/EMR.2021.3113932
- Omar, I.A., Jayaraman, R., Debe, M., Salah, K., Yaqoob, I. Omar, M. “Automating Procurement Contracts in the Healthcare Supply Chain using Blockchain Smart Contracts”, IEEE Access, 2021. (IF: 3.4), DOI: 10.1109/ACCESS.2021.3062471
- Ahmad, R.W., Hasan, H.R., Jayaraman, R., Salah, K., Omar, M. “Blockchain Applications and Architectures for Port Operations and Logistics Management”, Research in Transportation Business & Management, 2021. (IF: 4.4), DOI: 10.1016/j.rtbm.2021.100620
- Omar, I.A., Hasan, H.R., Jayaraman, R., Salah, K., Omar, M. “Implementing Decentralized Auctions Using Blockchain Smart Contracts”, Technological Forecasting & Social Change, 2021. (IF: 13.3), DOI: 10.1016/j.techfore.2021.120786
- Yaqoob, I., Salah, K., Jayaraman, R., “Blockchain for Healthcare Data Management: Opportunities, Challenges, and Future Recommendations”, Neural Computing & Applications, 2021. (IF: 4.5), DOI: 10.1007/s00521-020-05519-w
- Omar, I.A., Jayaraman, R., Salah, K., Simsekler, M.C.E., Ibrar Y., Ellahham, S. “Ensuring Protocol Compliance and Data Transparency in Clinical Trials Using Blockchain Smart Contracts”, BMC Medical Research Methodology-Springer Nature, 2020. (IF: 3.4), DOI: 10.1186/s12874-020-01109-5
- Colapinto, C., Jayaraman, R., La Torre, D. “A Goal Programming model to study the impact of R&D Expenditures on Sustainability Related Criteria: the case of Kazakhstan”, Management Decision, 58 (11), 2497-2512. 2020. (IF: 4.10), DOI: 10.1108/MD-09-2019-1334
- Hasan, H.R., Salah, K., Jayaraman, R., Yaqoob, I., Omar, M. “Blockchain Architectures for Physical Internet: A Vision, Features, Requirements, and Applications”, IEEE Networks, Nov-Dec 2020. (IF: 6.3), DOI: 10.1109/MNET.021.2000442
- Yaqoob, I., Salah, K., Uddin, M., Jayaraman, R., Omar, M., Imran, M. “Blockchain for Digital Twins: Recent Advances and Future Research Challenges”, IEEE Networks, 34(5), 290-298, 2020. (IF: 6.3), DOI: 10.1109/MNET.001.1900661
- Colapinto, C., Jayaraman, R., Abdelaziz, F., La Torre, D. “Environmental Sustainability: a multifaceted development-Multicriteria Decision Models with Applications”, Annals of Operations Research, 2019. (IF: 4.5), DOI: 10.1007/s10479-019-03403-y
- Jayaraman, R., Salah, K., King, N. “Improving Opportunities in Healthcare Supply Chain Processes via the Internet of Things and Blockchain Technology”, International Journal of Healthcare Information Systems and Informatics, 14(2), 49-65, April-June 2019. (IF: 0.9), DOI: 10.4018/IJHISI.2019040104
- Jayaraman, R., Colapinto, C., La Torre, D., Malik, T. “A Weighted Goal Programming Model for Planning Sustainable Development Applied to Gulf Cooperation Council Countries”, Journal of Applied Energy, 185, 1931-1939, 2017. (IF: 11), DOI: 10.1016/j.apenergy.2016.04.065
- Jayaraman, R., Liuzzi, D., Colapinto, C., Malik, T. “A Fuzzy Goal Programming Model to Analyze Energy, Environmental and Sustainability Goals of United Arab Emirates”, Annals of Operations Research 251(1), 255-270, 2017. (IF: 4.5), DOI: 10.1007/s10479-015-1825-5
- Colapinto, C., J ayaraman, R., Marsiglio, S. “Multi-Criteria Decision Analysis with Goal Programming in Engineering, Management and Social Sciences”, Annals of Operations Research 251 (1), 7-40, 2017. (IF: 4.5), DOI: 10.1007/s10479-015-1829-1
- Jayaraman, R., Colapinto, C., Liuzzi, D., La Torre, D. “Planning Sustainable Development through a Scenario-based Stochastic Goal Programming Model”, Operational Research - An International Journal 17 (3), 789-805, 2017. (IF: 2.3), DOI: 10.1007/s12351-016-0239-8
- Jayaraman, R., Colapinto, C., La Torre, D., Malik, T. “Multi-criteria model for sustainable development using goal programming applied to the United Arab Emirates”, Energy Policy, 87, 447-454, 2015. (IF: 9.2), DOI: 10.1016/j.enpol.2015.09.027
- Jeong, Y.S., Jayaraman, R. “Support Vector-Based Algorithms with Weighted Dynamic Time Warping Kernel Function for Time Series Classification”, Knowledge-Based Systems, 75, 184-191, 2015. (IF: 7.6), DOI: 10.1016/j.knosys.2014.12.003
- Jayaraman, R., Rardin, R.L., Buyurgan, N., Varghese, V., Burbano, A. “A Decision Support Tool for Healthcare Providers to evaluate Readiness and Impacts of Supply Chain Data Standards Adoption”, IISE Transactions on Healthcare Systems Engineering, 3(2), 110-126, 2013. (IF: 1.5), ( Highlighted in IISE Industrial Engineer Magazine for Impactful Research ). DOI: 10.1080/19488300.2013.790860
- Matis, T.I., Jayaraman, R., Rangan, A. “Optimal Price and Pro-Rata Period Decisions for Combined Warranty Policies with Different Repair Options”, IISE Transactions - Quality and Reliability Engineering, 40(10), 984-991, 2008. (IF: 2.0), DOI: 10.1080/07408170801971494
- Kumar, B.K., Jayaraman, R., “On Multiserver retrial queuing system with balking and control retrial rate”, Annals of Operations Research, 141(1), 211-232, 2006. (IF: 4.5), DOI: 10.1007/s10479-006-5300-1
Selected Conference Proceedings
- Kucukaltan, B., Õzbilgin, M.F., Mazdik, P., Antony, J., Jayaraman, R., Sony, M. “Understanding Decision-Override Thresholds in GAI-Enabled Supply Chain Organizations”, 2026 European Decision Sciences Institute Conference-16th EDSI Annual Conference, Porto, Portugal, 1-3 June 2026. https://edsi.decisionsciences.org/conference/
- Patro, P.K., Acquaye, A., Salah, K., Knottenbelt, W.J., Mulligan, C., Jayaraman, R. “ Verifiable Feature Aggregation: Trust-Minimized Off-Chain Analytics for Scalable Blockchain Fraud Detection”, IEEE International Conference on Blockchain and Cryptocurrency (ICBC), Brisbane, Australia, 1-5 June 2026. https://icbc2026.ieee-icbc.org/
- Thiyagarajan, S.; Jayaraman, R. “A maturity model for supply chain resilience and future directions”, Proceedings of IEEE TEMSCON Global 2025, 4-8 August 2025, San Diego, CA, USA. DOI: 10.1109/TEMSCONGlobal64363.2025.11238304
- Madine, M., Musamih, A., Salah, K., Zemerly, M.J., Ellahham, S., Jayaraman, R. “Leveraging LLMs for rapid development of regulatory-compliant software in healthcare”, Proceedings of IEEE TEMSCON Global 2025, 4-8 August 2025, San Diego, CA, USA. DOI: 10.1109/TEMSCONGlobal64363.2025.11238299
- Islayem, R., Salah, K., Musamih, A., Jayaraman, R., Boscovic, D., “Using LLMs to accelerate the development of blockchain-based solutions: A case study on controlled medication management”, Proceedings of IEEE TEMSCON Global 2025, 4-8 August 2025, San Diego, CA, USA. DOI: 10.1109/TEMSCONGlobal64363.2025.11238312. ( Best Paper Award )
- Altawil, Z., Alwheibi, S., AlKhader, W., Salah, K., Jayaraman, R., Zemerly, M.J., Aung, Z., Antony, J. “Proof of Sustainability of Clothing in the Fashion Industry Using Blockchain”, Proceedings of IEEE TEMSCON Global 2025, 4-8 August 2025, San Diego, CA, USA. DOI: 10.1109/TEMSCONGlobal64363.2025.11238258
- Madine, M., Alsalami, Y., Salah, K., Jayaraman, R., “Framework for GDPR and HIPAA Compliance in Healthcare Applications using Zero-Knowledge Proofs”, 2025 Annual Computer Security Applications Conference Workshops (ACSAC Workshops), IEEE Computer Society, Honolulu, Hawaii, USA.
- Patro, P., Acquaye, A., Salah, K., Jayaraman, R., “Blockchain-based system for carbon accounting in intermodal transportation”, The 11th IFAC Conference on Manufacturing Modelling, Management & Control (IFAC MIM 25’), 30 June-3 July 2025, Trondheim, Norway. DOI: 10.1016/j.ifacol.2025.09.181
- Patro, P., Acquaye, A., Jayaraman, R., Salah, K. “Circular Economy Indexing with Generative AI and PCA”, The 51st International Conference on Computers and Industrial Engineering (CIE51), 9 -11 Dec 2024, University of New South Wales (UNSW), Sydney, Australia
- Patro, P., Acquaye, A., Jayaraman, R., Salah, K. “A framework for carbon accounting for sustainable supply chains using Blockchain, Internet of Things, and Artificial Intelligence”, Proceedings of the IISE Conference & Expo 2024. Eds. A. Brown Greer, C. Contardo, J.-M. Frayret. DOI: 10.21872/2024IISE_5925
- Alshehhi, S., Musamih, A., Salah, K., Mayyas, A., Jayaraman, R., “Blockchain-based Sustainability, Traceability, and Certification of Hydrogen Production”, 2024 Annual Computer Security Applications Conference Workshops (ACSAC Workshops), IEEE Computer Society, Honolulu, Hawaii, USA. DOI: 10.1109/ACSACW65225.2024.00040
- Bader, M., Jayaraman, R., Goonetilleke, S.R. “The Role of Technology in Mitigating Process Improvement Project Failures: A Qualitative Study”, 6th IEEE International Conference on Technology Management, Operations and Decisions (IEEE ICTMOD 2024), Sharjah, UAE. DOI: 10.1109/ICTMOD63116.2024.10878170
- Bader, M., Goonetilleke, S.R., Jayaraman, R., “Skills Development to Reduce Process Improvement Failures”, 15th Annual International Conference on Industrial Engineering and Operations Management (IEOM), Singapore University of Social Sciences (SUSS), Singapore, DOI: 10.46254/AN15.20250281
- Patro, P.K., Acquaye, A., Jayaraman, R., Salah, K. “Blockchain, IoT, and AI-based framework for traceability in carbon capture utilization storage (CCUS) supply chain”, Proceedings of the BIOTC 2024, Fukuoka, Japan, July 19-21, 2024. ACM International Conference Proceedings, DOI: 10.1145/3688225.3688234
- Bader, M., Jayaraman, R., Antony, J., Goonetilleke, R. “An AHP Approach for Evaluation of the Critical Failure Factors in Process Improvement Projects”, Proceedings of the 2024 IEEE Industrial Engineering and Engineering Management Conference, Bangkok, Thailand. DOI: 10.1109/IEEM62345.2024.10857079
- Gabreab, S., Salah, K., Jayaraman, R., Habib Rehman, M., Ellahham, S. “Large Language Models based Framework for Administrative Task Automation in Healthcare”, 12th International Symposium on Digital Forensics and Security (ISDFS 2024), 29-30 April 2024, San Antonio, TX, USA. DOI: 10.1109/ISDFS60797.2024.10527275
- Yaqoob, I., Salah, K., Khan, L.U., Jayaraman, R., Al-Fuqaha, A., Omar, M., “Digital Twins for Smart Cities: Benefits, Enabling Technologies, Applications and Challenges”, IEEE Future Networks World Forum, 13-15 November 2023, Baltimore, MD, USA. DOI: 10.1109/FNWF58287.2023.10520349
- Bader, M., Jayaraman, R., and Sleptchenko, A. “Optimizing Supplier Selection and Order Allocation for Medical Supplies: A Mixed Integer Linear Approach”, Proceedings of the 2023 IEEE Industrial Engineering and Engineering Management Conference, Singapore. DOI: 10.1109/IEEM58616.2023.10406375
- Komkowski, T., Antony, J., Sony, M., Jayaraman, R. “Pathways for integrating Lean Management with Industry 4.0 - a Dynamic Capabilities perspective”, Ninth International Conference on Six Sigma, 13-14, November 2023, Newcastle, United Kingdom
- Bader, M., Jayaraman, R., Antony, J., Goonetilleke, R., Maalouf, M. “Reshaping Process Improvement Success: A Conceptual Framework to Mitigate Project Failures Through Change Management Theory”, Ninth International Conference on Six Sigma, 13-14, November 2023, Newcastle, United Kingdom
- Ali, A., Jayaraman, R., Azar, E., Sleptchenko, A., “Towards energy-efficient buildings - A case of modelling occupant comfort in university buildings”, Proceedings of the IISE Conference & Expo 2023. Eds. Babski-Reeves, K., Eksioglu, B., Hampton, D.
- Feruz, E., Madine, M., Salah, K., Jayaraman, R. “NFTs for Trusted Traceability and Management of Digital Twins for Shipping Containers”, 2023 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops),13-17, March 2023, Atlanta, GA, USA. DOI: 10.1109/PerComWorkshops56833.2023.10150331
- Dirir, A., Salah, K., Svetinovic, D., Jayaraman, R., Ibrar, Y., Kanhere, S., “Blockchain-based Decentralized Federated Learning,” Proceedings of the IEEE 4th International Conference on Blockchain Computing and Applications (BCCA 2022), San Antonio, TX, USA, DOI: 10.1109/BCCA55292.2022.9921963
- Ali, H.A., Jayaraman, R., Sleptchenko, A., Azar, E., “A Systematic Assessment of Genetic Algorithm (GA) in Optimizing Machine Learning Model: A Case Study from Building Science”, Proceedings of the 2022 IEEE Industrial Engineering and Engineering Management Conference, Kuala Lumpur, Malaysia. DOI: 10.1109/IEEM55944.2022.9989719
- Alkaf, A. Q., Jayaraman, R. “Exploring the Role of Simulation in a Performance-based System with aging spare-parts”. Proceedings of the Institute of Industrial Engineering 2022 Annual Conference, Seattle, Washington, USA
- Jayaraman, R., Torre, D., Malik, T., Pearson, Y.E. “A Polynomial Goal Programming Model with Application to Energy Consumption and Emissions in United Arab Emirates”, Proceedings of the 2015 IEEE Industrial Engineering and Operations Management Conference, Dubai, United Arab Emirates. ( Best Track paper: Sustainability and Green Systems ) DOI: 10.1109/IEOM.2015.7093869