Research Summary
My research focuses on simulation modeling, sustainable healthcare systems, and operations research applications in complex service and manufacturing environments. I specialize in discrete-event, agent-based, and system dynamics simulation, as well as machine learning and multi-criteria decision analysis applied to healthcare, waste management, circular economy, logistics, and supply chain resilience. My recent work includes digital twins and AI-driven simulation for process optimization, forecasting models for hazardous healthcare waste, municipal solid waste management frameworks, and advanced operations research tools applied to energy, transportation, and resource efficiency.
Key Publications
- Shbool, M. A., Altarawneh, Y., Bani Hamad, R., Alqa’aydeh, R., Al-Tahat, M. D., Abedeljawad, T., AlMashaqbeh,S., “Improving the Management of Healthcare Waste in Developing Countries: Applying a System Dynamics Approach.” International Journal of Mathematical, Engineering and Management Sciences, (2025), 10(6), PP 2318-2343. https://doi.org/10.33889/IJMEMS.2025.10.6.107
- Shbool, M. A., Al-Bazi, A., Jebril, L., Nasrallah, N. Al-Amad, S., AlSouliman, B., “Promoting sustainability in Urban waste management in Amman for a circular economy.” Journal of Material Cycles and Waste Management, (2025), https://doi.org/10.1007/s10163-025-02405-2
- Shbool, M. A., Albashabsheh, N., “A Mathematical Model for Potash Supply Chain Management with a Strategic Logistics Perspective.” IMA Journal of Management Mathematics (2025), 36(3). https://doi.org/10.1093/imaman/dpae028.
- Shbool, M. A., “A Proposed Lean Six Sigma-Based Approach for Prioritizing the Impactful Improvement Areas: The Packaging Industry.” Management Systems in Production Engineering (2025), 33, 2, PP. 184-201, https://doi.org/10.2478/mspe-2025-0018
- Shbool, M.A., Al-Dmour, R., Al-Shboul, B., Albashabsheh, N., Almasarwah, N., “Real Estate Decision-Making: Precision in Price Prediction through Advanced Machine Learning algorithms.” International Journal of Housing Markets and Analysis (2025), Published March 2025, https://1108/IJHMA-01-2025-0004
- Shbool, M.A., et al., “Modeling Consumer Behavior and Forecasting the Automobile Market: A System Dynamics Approach for Sustainable Mobility.” Arabian Journal for Science and Engineering (2025), 1-26. https://doi.org/10.1007/s13369-025-09984-0
- Shbool, M. A., Al-Bazi, A., Zureigat, L., Mahafzah, A., “Assessing the Impact of Non-Pharmaceutical Interventions on disease infection in the Public Health Sector: A Hybrid Simulation Approach.” J. of Simulation and Process Modelling (2024), 21(2), pp 130-146, https://doi.org/10.1504/IJSPM.2024.141987.
- Shbool, M. A., Altarazi, F., AlAlaween, W., “A Dynamic Nonlinear Autoregressive Exogenous Model to Analyze the Impact of Mobility During COVID-19 Pandemic on the Electricity Consumption Prediction in Jordan.” Journal of Scientific & Industrial Research (2024), 83, pp. 164-173, https://doi.org/10.56042/jsir.v83i2.84
- Shbool, M. A., Arabeyyat, O., Al-Bazi, A., Al-Hyari, A., Salem, A., Abu-Hmaid, T., Ali, M., “Machine Learning Approaches to Predict Patient’s Length of Stay in Emergency Department.” Applied Computational Intelligence and Soft Computing (2023), 8063846, https://doi.org/10.1155/2023/8063846.
- Shbool, M. A., Al-Bazi, A., Al-Hadeethi, R., “The Effect of Customer Satisfaction on Parcel Delivery Operations Using Autonomous Vehicles: An Agent-Based Simulation Study.” Heliyon (2022), 8(5), e09409. https://doi.org/10.1080/21693277.2022.2064359
- Shbool, M. A., Arabeyyat, O., Al-Bazi, A., AlAlaween, W., “An Integrated Multi-Criteria Decision-Making Framework for a Medical Device Selection in the Healthcare Industry.” Cogent Engineering (2021), 8(1), 1968741, ISSN: 2331-1916. https://doi.org/10.1080/23311916.2021.1968741
- Shbool, M. A., Abdallat, Y., Abdul Jawwad, A., Alsharairi, S., Abu-Ghannam, L., Abu-Khajil, E., Badwan, A., “Examining the effect of Nano-additions of rare earth elements on the Hardness of body armor ceramic.” Indian Journal of Engineering & Materials Sciences (2021), 28(1), 64-72, ISSN: 0975-1017.
- Shbool, M. A., Rossetti, M. D., “Decision Making Framework for Evaluating Physicians Preference Items Using Multi-Objective Decision Analysis Principles.” Sustainability (2020), 12(16), 6415, ISSN: 2071-1050, https://doi.org/10.3390/su12166415
- Parsa, P., Shbool, M. A., Sattar, T., Rossetti, M. D., Pohl, E., “A Collaborative Planning Forecasting and replenishment (CPFR) Maturity Model.” Int. J. Sup. Chain Mgt., Vol 9, No 6, (2020) 49-71.
- Saidan, M.N., Shbool, M.A., Arabeyyat, O., Al-Shihabi, S., AlAbdallat, Y., Barghash, M., Saidan, H., “Estimation of the probable outbreak size of novel coronavirus (COVID-19) in social gathering events and industrial activities.” International Journal of Infectious Diseases (2020), 98, 321-327, ISSN: 1201-9712, doi: https://doi.org/10.1016/j.ijid.2020.06.105
- Alrashdan, A., Bataineh, O., Shbool, M. “Multi-criteria end milling parameters optimization of AISI D2 steel using genetic algorithm.” The International Journal of Advanced Manufacturing Technology, 73(1), pp 1201-1212, (2014), DOI: https://doi.org/10.1007/s00170-014-5921-5.
LINKS
Awards
- Active Research Award 2024/2025, American University of Bahrain (AUBH).
- Outstanding Regional Faculty Advisor Award, Middle East Region 2024, Institute of Industrial & Systems Engineering. In recognition of leadership, support, and Mentorship of the IISE Student Chapter 792.
- Jordanian Engineering Association contest for engineering graduation projects for 2023 for all universities on the country’s level
- Industrial and Mechanical Engineering Category, 3rd place, Project entitled “Improvement of 3PL Warehousing Storage and Retrieval Processes.” Carried out at a Regional 3rd Party Logistics Company.
- The 10th Undergraduate Research Competition (URC), Abu Dhabi University (ADU) in UAE, May 2023,
- Improvement of 3PL Warehousing Storage and Retrieval Processes, 3rd place, – Engineering Mechanics
- Medical waste internal supply chain complexity and rate prediction using System dynamics: A case study at the Jordan University Hospital, 4th place – Environmental Engineering.
- Outstanding Regional Faculty Advisor Award, Middle East Region 2023, Institute of Industrial & Systems Engineering.
- Jordanian Engineering Association contest for engineering graduation projects for 2021 for all universities on the country’s level
- Projects performed in the industrial sector, 2nd place, the project entitled “Production Line Improvement using DMAIC Approach: A case study of Cardboard Food containers Manufacturing,” carried out at a local Food Packaging Company.
- Jordanian Engineering Association contest for engineering graduation projects for 2019 for all universities on the country’s level
- Projects performed in the industrial sector, 1st place, entitled “Improvements of a pharmaceutical production line using Lean Six Sigma Approach,” carried out in a local pharmaceutical company.
- Industrial and Mechanical Engineering Category, 2nd place, Project entitled “Investigating blood bank supply chain complexity using system dynamics simulation.” Carried out at a local hospital.
- Hamdi Mango award for 1st place on graduation projects on the country level, April 2019. The project is entitled “Enhancing Body Armor Materials Efficiency Through Nano-Additions of Rare Earth Elements.“
Funding
- Superconducting ceramics manufacturing for body armor using Nanotechnology, KADDB, Jordan, 2017-2018.
Editorial roles
- Associate Editor (Topic Editor), Frontiers in Sustainable Cities
Diffusion Dynamics of Sustainable Development Practices in Cities (2024 – Present)