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Under Review and Working Papers
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2026
Many-Objective Evolutionary Algorithms for Optimizing Set-Based Design Tradespace Exploration in Complex Engineered Systems
Eghbalizarch M.; Jahanmahin, R.; Masoud, S.; Chinnam R.B.; Murat A., Yildirim, M.; Arslanturk S., and Dalkiran E.
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2026
A Mixed-Methods Investigation of Experiential and Technology-Enhanced Learning in Youth Non-formal STEM Education
Masoud S., Zhu M., Alinezhad E., Jahanmahin R., Rickli J., Beavers A., Mahu R., Hulleza C., Chelst K., and Masoud N.
Peer-reviewed Publications
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2026
Context-Aware Communication for Control Authority Delegation in Semi-Autonomous Driving
Jahanmahin, R.; Chen Y.; Masoud, S.; and Masoud, N.
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2026
A Large-Scale Comparative Study of Machine Learning, Deep Learning, and Transformer Models for Persian E-Commerce Sentiment Analysis
Jahanmahin, R. and Masoud, S.
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2026
A Comparative Survey of Immersive Learning for Operator, Maintenance, and Safety Training in Energy Systems
Anjum, N.; Masoud, S.; Yildirim, M.; and Qui F.
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2026
Active Learning for Scalable Set-Based Design in High-Dimensional End-State Spaces
Eghbalizarch M.; Jahanmahin, R.; Masoud, S.; Masoud, N; Yildirim, M.; Dalkiran E.; Chinnam R.B.; Murat A.; and Arslanturk S.
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2026
Experiential and Collaborative Learning to Engage Youth in STEM and Agriculture: A Design Case Study
Masoud S., Zhu M., Alinezhad E., Beavers A., and Rickli J.
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2026
Disparities in emergency department outcomes by race during the 2022–2023 COVID-influenza twindemic
Emakhu, J.; David, C.; Etu, E.; Masoud, S.; Tenebe, I.; Larot, J.; Etu, K.; Gunaga, S., Miller, J.
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2025
Evaluating the Impact of Semiconductor Workforce Training Workshop on Participant Awareness, Exposure, and Career Motivation
Masoud, S.; Moazzeni, A.; Yildirim, M.; Tutuncuoglu, G.
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2025
Using 360° Virtual Reality to Enhance Learning and Engagement in Semiconductor Training
Masoud, S.; Tutuncuoglu, G.; Jahanmahin, R.; Alinezhad, E.
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2025
Forecasting pediatric emergency department arrivals: Evaluating the role of exogenous variables using deep learning models
Etu, E.E.; Larot, J.; Etu, K.; Emakhu, J.; Masoud, S.; Tenebe, I.; Huang, G.; Gunaga, S.; Miller, J.
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2025
Deep Learning-based Driver Classification for Takeover Events in Autonomous Vehicles
Jahanmahin, R.; Masoud, S.
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2025
Enhancing Human-Robot Interaction through Ensemble Intention Recognition and Trajectory Tracking
Alinezhad, E.; Kamali Mohammadzadeh, A.; Masoud, S.
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2025
Defining the Criteria for Selecting the Right Extended Reality Systems in Healthcare Using Fuzzy Analytic Network Process
Kamali Mohammadzadeh, A.; Eghbalizarch, M.; Jahanmahin, R.; Masoud, S.
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2025
Neural-Network-Driven Intention Recognition for Enhanced Human–Robot Interaction: A Virtual-Reality-Driven Approach
Kamali Mohammadzadeh, A.; Alinezhad, E.; Masoud, S.
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2025
Condition-based Maintenance for Degradation Aware Control Systems in Continious Manuscturing
Alsaedi, F.; Masoud, S.
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2025
The influence of SDL on learning satisfaction in online learning and group differences between undergraduates and graduates
Zhu, M.; Doo, M. Y.; Masoud, S.; Huang, Y.
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2024
Integrating Collaborative Robotics, Mixed Reality, and Dynamic Data Driven Application Systems for Perceptive Disassembly
Rickli, J.; Masoud, S.; Amicis, R.D.; Kim, K.Y.; Haapala, K.; Bi, Y.; Prioli, J.P.J.; Piroli, J.; Jahanmahin, R.
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2024
Application of machine learning in affordable and accessible insulin management for type 1 and 2 diabetes: A comprehensive review
Eghbalizarch, M.; Masoud, S.
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2024
Computer science and engineering students’ Self-Directed Learning Strategies and Satisfaction in Online Learning
Zhu, M.; Berri, S.; Huang, Y.; Masoud, S.
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2024
A Predictive Framework for Patients’ Otolaryngology Outpatient Visit Scope Need
Lanier, D.; Masoud, S.
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2024
Spatiotemporal Forecasting of PM2.5 AQI Using GCN and E-LSTM Networks
Kamali Mohammadzadeh, A.; Salah, H.; Jahanmahin, R.; Hussain, A.E.A.; Masoud, S.; Huang, H.
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2023
A hybrid machine learning and natural language processing model for early detection of acute coronary syndrome
Emakhu, J.; Etu, E. E.; Monplaisir, L.; Aguwa, C.; Arslanturk, S.; Masoud, S.; ...; Miller, J.
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2023
Data Driven Worker Routing for Irrigation Monitoring
Masoud, S.; Son, Y.
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2023
VR Driven Unsupervised Classification for Context Aware Human Robot Collaboration
Kamali Mohammadzadeh, A.; Allen, C. L.; Masoud, S.
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2023
A novel fuzzy SECA model based on fuzzy standard deviation and correlation coefficients for resilient-sustainable supplier selection
Eghbali-Zarch, M.; Zabihi, S.Z.; Masoud, S.
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2023
Impact of Autonomous Vehicles on the Car-Following Behavior of Human Drivers
Zhang, R.; Masoud, S.; Masoud, N.
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2022
Robotics Laboratory during COVID-19 — Challenges and Future Directions
Masoud, S.; Zhu, M.; Djuric, A.; Rickli, J.
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2022
Human-robot interactions in manufacturing: A survey of human behavior modeling
Jahanmahin, R.; Masoud, S.; Rickli, J.; Djuric, A.
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2022
Acute Coronary Syndrome Prediction in Emergency Care: A Machine Learning Approach
Emakhu, J.; Monplaisir, L.; Aguwa, C.; Arslanturk, S.; Masoud, S.; Nassereddine, H.; ...; Miller, J. B.
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2022
Prioritizing the glucose-lowering medicines for type 2 diabetes by an extended fuzzy decision-making approach with target-based attributes
Eghbali-Zarch, M.; Tavakkoli-Moghaddam, R.; Esfahanian, F.; Masoud, S.
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2022
A Comparison of Univariate and Multivariate Forecasting Models Predicting Emergency Department Patient Arrivals during the COVID-19 Pandemic
Etu, E. E.; Monplaisir, L.; Masoud, S.; Arslanturk, S.; Emakhu, J.; Tenebe, I.; ...; Krupp, S.
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2022
Identifying indicators influencing emergency department performance during a medical surge: A consensus-based modified fuzzy Delphi approach
Etu, E. E.; Monplaisir, L.; Aguwa, C.; Arslanturk, S.; Masoud, S.; Markevych, I.; Miller, J.
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2022
Prediction of Length of Stay in the Emergency Department for COVID-19 Patients: A Machine Learning Approach
Etu, E. E.; Monplaisir, L.; Arslanturk, S.; Masoud, S.; Aguwa, C.; Markevych, I.; Miller, J.
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2021
An Ensemble Learning Approach to Predict Non-ST-Segment Elevation Myocardial Infarction in Patients With Clinical Concerns for Acute Coronary Syndrome
Emakhu, J.; Monplaisir, L.; Aguwa, C.; Arslanturk, S.; Masoud, S.; Hamam, M.; ...; Miller, J.
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2021
Forecasting Daily Patient Arrivals during COVID-19 in Emergency Departments: A Deep Learning Approach
Etu, E. E.; Monplaisir, L.; Aguwa, C.; Arslanturk, S.; Masoud, S.; Krupp, S.; ...; Miller, J.
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2021
A Dynamic HMM-based Real-time Location Tracking System Utilizing UHF Passive RFID
Chowdhury, B. D. B.; Masoud, S.; Son, Y. J.; Kubota, C.; Tronstad, R.
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2021
A Sensor-Based Data Driven Framework to Investigate PM2.5 in the Greater Detroit Area
Masoud, S.; Mariscal, N.; Huang, Y.; Zhu, M.
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2020
A dynamic data driven indoor localisation framework based on ultra high frequency passive RFID system
Chowdhury, B. D. B.; Masoud, S.; Son, Y. J.; Kubota, C.; Tronstad, R.
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2020
Mitigating the risk of hazardous materials transportation: A hierarchical approach
Masoud, S.; Kim, S.; Son, Y. J.
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2020
A Comparison of Traditional and Modified Fuzzy Delphi in Identification of Metrics for ED Performance Associated with Medical Surges
Etu, E. E.; Monplaisir, L.; Aguwa, C.; Masoud, S.; Arslanturk, S.; Markevych, I.; Miller, J.
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2019
Impact of traffic conditions and carpool lane availability on peer to peer ridesharing demand
Masoud, S.; Son, Y. J.; Masoud, N.; Jayakrishnan, J.
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2019
Markov-chain Monte-Carlo Sampling for Optimal Fidelity Determination in Dynamic Decision-Making
Masoud, S.; Chowdhury, B.; Son, Y. J.; Tronstad, R.
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2019
Simulation based optimization of resource allocation and facility layout for vegetable grafting operations
Masoud, S.; Chowdhury, B. D. B.; Son, Y. J.; Kubota, C.; Tronstad, R.
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2019
GRANDES: an online decision support tool for grafting nurseries
Masoud, S.; Meng, C.; Chowdhury, B.; Son, Y. J.; Kubota, C.; Tronstad, R.
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2019
Advanced technologies for large-scale plant factories—Integration of industrial and systems engineering approach in controlled environment crop production
Kubota, C.; Meng, C.; Masoud, S.; Son, Y. J.; Tronstad, R.
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2019
A dynamic modelling framework for human hand gesture task recognition
Masoud, S.; Chowdhury, B.; Son, Y. J.; Kubota, C.; Tronstad, R.
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2018
Evaluation of simulation-based optimization in grafting labor allocation
Masoud, S.; Son, Y. J.; Kubota, C.; Tronstad, R.
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2015
Integrated Dual Toll Pricing with Network Design for Hazardous Materials Transportation
Masoud, S.; Kim, S.; Son, Y. J.
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