Rayan Hassane Assaad
Rayan Hassane Assaad
Assistant Professor, Civil & Environmental Engineering
207 Colton Hall (COLT)
About Me
Rayan H. Assaad is the founding director of the Smart Construction and Intelligent Infrastructure (SCIIS) Lab at NJIT (https://sciis.njit.edu/). Dr. Assaad is an Assistant Professor at the Civil and Environmental Engineering Department at NJIT. Dr. Assaad’s research interests span over different multi-disciplinary areas, including infrastructure asset management of above and underground systems; sustainability, resilience, and environmental impacts of infrastructure facilities; computational methods and applied machine learning; and modeling, simulation, and optimization of infrastructure and construction operations. Dr. Assaad's research lab focuses on intelligent infrastructure systems; efficient system performance and innovative facility maintenance, repair, and rehabilitation; and next-generation technologies such as internet of things, construction robots, sensing technologies, and virtualization. Dr. Assaad previously worked as a project manager responsible for the rehabilitation and maintenance of large commercial and residential projects. Dr. Assaad has authored and co-authored more than 70 peer-reviewed journal and conference papers as well as two book chapters. Dr. Assaad has received numerous awards for his research, service, innovation, and leadership. Dr. Assaad is actively involved with the American Society of Civil Engineers and the Associated General Contractors of America, among other professional organizations.
Education
Ph.D.; Missouri University of Science and Technology; Civil Engineering; 2021
M.E.; American University of Beirut; Engineering Management; 2018
B.E.; American University of Beirut; Civil and Environmental Engineering; 2016
M.E.; American University of Beirut; Engineering Management; 2018
B.E.; American University of Beirut; Civil and Environmental Engineering; 2016
Awards & Honors
2023 Outstanding Reviewer Award , Journal of Built Environment Project and Asset Management
2022 Outstanding Reviewer Award , American Society of Civil Engineers (ASCE) Journal of Management in Engineering
2021 Academic Excellence Award, Missouri University of Science and Technology
2021 Distinguished Research and Innovation Excellence Award, Missouri University of Science and Technology
2021 Key Contributor Award, Missouri University of Science and Technology
2022 Outstanding Reviewer Award , American Society of Civil Engineers (ASCE) Journal of Management in Engineering
2021 Academic Excellence Award, Missouri University of Science and Technology
2021 Distinguished Research and Innovation Excellence Award, Missouri University of Science and Technology
2021 Key Contributor Award, Missouri University of Science and Technology
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2021 Leadership Award, Missouri University of Science and Technology
2021 Member of the Year Award, Missouri University of Science and Technology
2021 Outstanding Reviewer Award , American Society of Civil Engineers (ASCE) Journal of Infrastructure Systems
2021 Outstanding Reviewer Award , American Society of Civil Engineers (ASCE) Journal of Management in Engineering
2020 College of Engineering and Computing Dean's PhD Scholar Award, Missouri University of Science and Technology
2020 Scholarship Award, Missouri University of Science and Technology
2019 Outstanding Reviewer Award , American Society of Civil Engineers (ASCE) Journal of Management in Engineering
2021 Member of the Year Award, Missouri University of Science and Technology
2021 Outstanding Reviewer Award , American Society of Civil Engineers (ASCE) Journal of Infrastructure Systems
2021 Outstanding Reviewer Award , American Society of Civil Engineers (ASCE) Journal of Management in Engineering
2020 College of Engineering and Computing Dean's PhD Scholar Award, Missouri University of Science and Technology
2020 Scholarship Award, Missouri University of Science and Technology
2019 Outstanding Reviewer Award , American Society of Civil Engineers (ASCE) Journal of Management in Engineering
COLLAPSE
Website
2024 Fall Courses
CE 727 - INDEPENDENT RESEARCH III
CE 790A - DOCT DISSERTATION & RES
CE 792 - PRE-DOCTORAL DISSERTATION
CE 490 - CIVIL ENGR PROJECTS
CE 700B - MASTERS PROJECT
CE 210 - CONSTRN MATRLS & PROCDRS
CE 725 - INDEPENDENT STUDY I
CE 491 - RESEARCH EXPER-CIVIL ENGR
CE 726 - INDEPENDENT STUDY II
CE 790A - DOCT DISSERTATION & RES
CE 792 - PRE-DOCTORAL DISSERTATION
CE 490 - CIVIL ENGR PROJECTS
CE 700B - MASTERS PROJECT
CE 210 - CONSTRN MATRLS & PROCDRS
CE 725 - INDEPENDENT STUDY I
CE 491 - RESEARCH EXPER-CIVIL ENGR
CE 726 - INDEPENDENT STUDY II
Teaching Interests
- Applied Machine Learning
- Infrastructure Resilience and Sustainability
- Infrastructure Asset Management
- Modeling, Simulation, and Optimization
- Automation and Technologies in Construction
- Infrastructure Resilience and Sustainability
- Infrastructure Asset Management
- Modeling, Simulation, and Optimization
- Automation and Technologies in Construction
Past Courses
CE 612: MACHINE LEARNING AND DATA ANALYTICS FOR CIVIL ENGINEERING SYSTEMS
CE 613: RESILIENT SYSTEMS PLANNING AND DESIGN
CE 702: SPECIAL TOPICS IN CIVIL ENGINEERING
CE 791: GRADUATE SEMINAR
CE 613: RESILIENT SYSTEMS PLANNING AND DESIGN
CE 702: SPECIAL TOPICS IN CIVIL ENGINEERING
CE 791: GRADUATE SEMINAR
Research Interests
Dr. Assaad's research interests are related to sustainable infrastructure systems, construction engineering, project management, and technologies. Dr. Assaad's research interests include:
- Sustainable, Resilient, and Intelligent Infrastructure Systems: Disaster Management and Recovery, Assessment of Deterioration Conditions of Infrastructure Assets, Inspection-Free and Data-Driven Maintenance Decisions, Technology-Driven Rehabilitation and Repair, Smart Cities and Transportation.
- Data Science and Computational Analytics: Artificial Intelligence, Machine Learning, Soft Computing, Data Mining, Deep Learning.
- Innovative Technologies: Emerging Materials, Automation, Robotics, Sensing Technologies, Virtualization, Internet of Things (IoTs), Green Technologies, Offsite Manufacturing.
- Optimization, Modeling, and Simulation: Agent-Based Modeling, Mathematical and Statistical Models, Deterministic and Stochastic Optimization, System Dynamics, Monte-Carlo, Discrete-Event Simulation.
- Multi-Agent Systems: Interacting Intelligent Agents, Resilient and Sustainable Communities, Game theory, Systems-of-Systems, Self-Organized System.
- Novel Project Management Methods: Accelerated Project Delivery Solutions, Project Performance and Control, Risk Management.
- Workforce- and Workplace-related Aspects: Productivity, Health and Safety, Skill Set, Training Practices, Business Operations, Financial Performance.
- Contracting: Bid Decision-making, Project Procurement Methods, Sub-contracting, Contractual Guidelines, Commercial and Legal Considerations, Dispute Mitigation and Resolution.
- Sustainable, Resilient, and Intelligent Infrastructure Systems: Disaster Management and Recovery, Assessment of Deterioration Conditions of Infrastructure Assets, Inspection-Free and Data-Driven Maintenance Decisions, Technology-Driven Rehabilitation and Repair, Smart Cities and Transportation.
- Data Science and Computational Analytics: Artificial Intelligence, Machine Learning, Soft Computing, Data Mining, Deep Learning.
- Innovative Technologies: Emerging Materials, Automation, Robotics, Sensing Technologies, Virtualization, Internet of Things (IoTs), Green Technologies, Offsite Manufacturing.
- Optimization, Modeling, and Simulation: Agent-Based Modeling, Mathematical and Statistical Models, Deterministic and Stochastic Optimization, System Dynamics, Monte-Carlo, Discrete-Event Simulation.
- Multi-Agent Systems: Interacting Intelligent Agents, Resilient and Sustainable Communities, Game theory, Systems-of-Systems, Self-Organized System.
- Novel Project Management Methods: Accelerated Project Delivery Solutions, Project Performance and Control, Risk Management.
- Workforce- and Workplace-related Aspects: Productivity, Health and Safety, Skill Set, Training Practices, Business Operations, Financial Performance.
- Contracting: Bid Decision-making, Project Procurement Methods, Sub-contracting, Contractual Guidelines, Commercial and Legal Considerations, Dispute Mitigation and Resolution.
Journal Article
Mohammadi, Mohsen, & Assaf, Ghiwa, & Hassane Assaad, Rayan, & Chang, Aichih Jasmine (2024). An Intelligent Cloud-Based IoT-Enabled Multimodal Edge Sensing Device for Automated, Real-Time, Comprehensive, and Standardized Water Quality Monitoring and Assessment Process Using Multisensor Data Fusion Technologies. Journal of Computing in Civil Engineering,
Hu, Xi, & Hassane Assaad, Rayan (2024). A BIM-enabled digital twin framework for real-time indoor environment monitoring and visualization by integrating autonomous robotics, LiDAR-based 3D mobile mapping, IoT sensing, and indoor positioning technologies. Journal of Building Engineering, 86, 108901.
Hassane Assaad, Rayan, & Jezzini, Yasser (2024). Green gentrification vulnerability index (GGVI): A novel approach for identifying at-risk communities and promoting environmental justice at the census-tract level. Cities, 148, 104858.
Abdul Nabi, Mohamad, & El-adaway, Islam, & Hassane Assaad, Rayan (2024). Modeling Inflation Transmission among Different Construction Materials. Journal of Construction Engineering and Management, 150(5), 04024024.
Assaf, Ghiwa, & Hassane Assaad, Rayan, & Karaa, Fadi (2024). Identifying the Opportunities and Challenges of Project Bundling: Modeling and Discovering Key Patterns Using Unsupervised Machine Learning. Journal of Infrastructure Systems, 30(1), 04024001.
Hu, Xi, & Hassane Assaad, Rayan (2024). A BIM-enabled digital twin framework for real-time indoor environment monitoring and visualization by integrating autonomous robotics, LiDAR-based 3D mobile mapping, IoT sensing, and indoor positioning technologies. Journal of Building Engineering, 86, 108901.
Hassane Assaad, Rayan, & Jezzini, Yasser (2024). Green gentrification vulnerability index (GGVI): A novel approach for identifying at-risk communities and promoting environmental justice at the census-tract level. Cities, 148, 104858.
Abdul Nabi, Mohamad, & El-adaway, Islam, & Hassane Assaad, Rayan (2024). Modeling Inflation Transmission among Different Construction Materials. Journal of Construction Engineering and Management, 150(5), 04024024.
Assaf, Ghiwa, & Hassane Assaad, Rayan, & Karaa, Fadi (2024). Identifying the Opportunities and Challenges of Project Bundling: Modeling and Discovering Key Patterns Using Unsupervised Machine Learning. Journal of Infrastructure Systems, 30(1), 04024001.
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Assaf, Ghiwa, & Assaad, Rayan H., & Karaa, Fadi A (2024). Identifying the Opportunities and Challenges of Project Bundling: Modeling and Discovering Key Patterns Using Unsupervised Machine Learning. ASCE Journal of Infrastructure Systems(https://doi.org/10.1061/JITSE4.ISENG-2299, January 2024.),
Hassane Assaad, Rayan (2023). Examining Low-Carbon Material Initiatives: Existing Policies, Impacts on the Procurement of Projects, Current Challenges, and Potential Solutions to Reduce Embodied Carbon in the Construction Industry. Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, 16(2), 04523060.
Abdul Nabi, Mohamad, & Hassane Assaad, Rayan, & El-adaway, Islam (2023). Modeling and Understanding Dispute Causation in the US Public–Private Partnership Projects. Journal of Infrastructure Systems, 30(1), 04023035.
Hu, Xi, & Hassane Assaad, Rayan (2023). Improving the Predictive Analytics of Machine-Learning Pipelines for Bridge Infrastructure Asset Management Applications: An Upstream Data Workflow to Address Data Quality Issues in the National Bridge Inventory Database. Journal of Bridge Engineering, 29(1), 04023103.
Kolawole, Oladoyin, & Hassane Assaad, Rayan, & Adams, Matthew P., & Ngoma, M C, & Anya, A, & Assaf, G (2023). Coupled Experimental Assessment and Machine Learning Prediction of Mechanical Integrity of MICP and Cement Paste as Underground Plugging Materials. Biogeotechnics, 1(2), 1-9.
Hu, Xi, & Hassane Assaad, Rayan, & Hussein, Mohab (2023). Discovering key factors and causalities impacting bridge pile resistance using Ensemble Bayesian networks: A bridge infrastructure asset management system. Expert Systems with Applications, 238, 121677.
Kolawole, Oladoyin, & Hassane Assaad, Rayan (2023). Modeling and Prediction of Temporal Biogeomechanical Properties Using Novel Machine Learning Approach. Rock Mechanics and Rock Engineering, 56(8), 5635 - 5655.
Hassane Assaad, Rayan, & Mohammadi, Mohsen, & Chang, Aichih (2023). An IoT-Enabled Sensing Device to Quantify the Reliability of Shared Economy Systems Using Intelligent Sensor Fusion Building Technologies. Buildings, 13(9), 2182.
Assaf, Ghiwa, & Hassane Assaad, Rayan (2023). Models and methods for quantifying the benefits of engineered heat mitigation initiatives: A critical review. Urban Climate, 51, 101654.
Hassane Assaad, Rayan, & Chang, Aichih Jasmine, & Muhammadi, M (2023). An Intelligent IoT Sensing Device to Quantify the Reliability of Shared Economy Systems: Improving Mutual Trust in Smart Cities Using Smart Building Technologies. Buildings, MDPI,
Assaf, Ghiwa, & Hu, Xi, & Hassane Assaad, Rayan (2023). Predicting Urban Heat Island severity on the census-tract level using Bayesian networks. Sustainable Cities and Society, 97, 104756.
Kolawole, Oladoyin, & Hassane Assaad, Rayan, & Adams, Matthew P, & Ngoma, Mary C, & Anya, Alexander, & Assaf, Ghiwa (2023). Coupled Experimental Assessment and Machine Learning Prediction of Mechanical Integrity of MICP and Cement Paste as Underground Plugging Materials. Biogeotechnics, 100020.
Hassane Assaad, Rayan, & Hu, Xi, & Hussein, Mohab (2023). Expert Knowledge–Guided Bayesian Belief Networks for Predicting Bridge Pile Capacity. Journal of Bridge Engineering, 28(9), 04023058.
Assaf, Ghiwa, & Hu, Xi, & Hassane Assaad, Rayan (2023). Mining and modeling the direct and indirect causalities among factors affecting the Urban Heat Island severity using structural machine learned Bayesian networks. Urban Climate, 101570.
Hu, Xi, & Hassane Assaad, Rayan (2023). The use of unmanned ground vehicles (mobile robots) and unmanned aerial vehicles (drones) in the civil infrastructure asset management sector: Applications, robotic platforms, sensors, and algorithms. Expert Systems with Applications, 120897.
Kolawole, Oladoyin, & Hassane Assaad, Rayan (2023). Modeling and Prediction of Temporal Biogeomechanical Properties Using Novel Machine Learning Approach. Rock Mechanics and Rock Engineering, 1--21.
Jezzini, Yasser, & Assaf, Ghiwa, & Hassane Assaad, Rayan (2023). Models and Methods for Quantifying the Environmental, Economic, and Social Benefits and Challenges of Green Infrastructure: A Critical Review. Sustainability, 15(9), 7544.
Assaf, Ghiwa, & Hassane Assaad, Rayan (2023). Optimal Preventive Maintenance, Repair, and Replacement Program for Catch Basins to Reduce Urban Flooding: Integrating Agent-Based Modeling and Monte Carlo Simulation. Sustainability, 15(11), 8527.
Assaf, Ghiwa, & Hassane Assaad, Rayan (2023). Key decision-making factors influencing bundling strategies: analysis of bundled infrastructure projects. Journal of infrastructure systems, 29(2), 04023006.
Hassane Assaad, Rayan, & Assaf, Ghiwa, & Boufadel, Michel (2023). Optimizing the maintenance strategies for a network of green infrastructure: An agent-based model for stormwater detention basins. Journal of Environmental Management, 330, 117179.
Gerges, Firas, & Hassane Assaad, Rayan, & Nassif, Hani, & Bou-Zeid, Elie, & Boufadel, Michel C (2022). A perspective on quantifying resilience: Combining community and infrastructure capitals. Science of the Total Environment, 859, 160187.
Hassane Assaad, Rayan, & El-adaway, Islam H, & Hastak, Makarand, & LaScola Needy, Kim (2022). Key Factors Affecting Labor Productivity in Offsite Construction Projects. Journal of Construction Engineering and Management, 149(1), 04022158.
Hassane Assaad, Rayan, & El-adaway, Islam H, & Hastak, Makarand, & LaScola Needy, Kim (2022). The COVID-19 Pandemic: A Catalyst and Accelerator for Offsite Construction Technologies. Journal of Management in Engineering, 38(6), 04022062.
Hassane Assaad, Rayan, & El-adaway, Islam H, & Hastak, Makarand, & LaScola Needy, Kim (2022). Quantification of the state of practice of offsite construction and related technologies: Current trends and future prospects. Journal of Construction Engineering and Management, 148(7), 04022055.
Hassane Assaad, Rayan, & El-adaway, Islam H, & Hastak, Makarand, & LaScola Needy, Kim (2022). The impact of offsite construction on the workforce: Required skillset and prioritization of training needs. Journal of Construction Engineering and Management, 148(7), 04022056.
Ahmed, Muaz O, & Hassane Assaad, Rayan, & El-adaway, Islam H, & Echele, Emily, & Govro, Kyle, & Watson, John (2021). Administering Change Orders in Highway Projects. Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, 14(2), 05021010.
Hassane Assaad, Rayan, & Ahmed, Muaz O, & El-adaway, Islam H, & Shrestha, Pramen P (2021). Management of Change Orders in Infrastructure Transportation Projects. Practice Periodical on Structural Design and Construction, 27(1), 05021006.
Hassane Assaad, Rayan, & El-adaway, Islam H (2021). Stock Prices of Architectural, Engineering, and Construction Firms as Leading Economic Indicator: A Computational Deep-Learning Econometrics Model to Complement the Architecture Billings Index. Journal of Architectural Engineering, 27(4), 04021043.
Hassane Assaad, Rayan, & Fayek, Sara (2021). Predicting the price of crude oil and its fluctuations using computational econometrics: deep learning, LSTM, and convolutional neural networks. Econometric Research in Finance, 6(2), 119--137.
Hassane Assaad, Rayan, & El-adaway, Islam H (2021). Determining critical combinations of safety fatality causes using spectral clustering and computational data mining algorithms. Journal of Construction Engineering and Management, 147(5), 04021035.
Hassane Assaad, Rayan, & El-adaway, Islam H (2021). Guidelines for responding to COVID-19 pandemic: Best practices, impacts, and future research directions. Journal of Management in Engineering, 37(3), 06021001.
Hassane Assaad, Rayan, & El-adaway, Islam H, & Baxmeyer, Keegan, & Harman, Mikala, & Job, Levi, & Lashley, Hannah (2021). Allocation of Risks and Responsibilities in Green and Sustainable Buildings. Journal of Architectural Engineering, 27(2), 04021002.
Hassane Assaad, Rayan, & El-adaway, Islam H, & Hastak, Makarand, & Needy, Kim LaScola (2020). Commercial and legal considerations of offsite construction projects and their hybrid transactions. Journal of Construction Engineering and Management, 146(12), 05020019.
Hassane Assaad, Rayan, & Ahmed, Muaz O, & El-adaway, Islam H, & Elsayegh, Amr, & Siddhardh Nadendla, Venkata Sriram (2020). Comparing the impact of learning in bidding decision-making processes using algorithmic game theory. Journal of Management in Engineering, 37(1), 04020099.
Khalef, Ramy, & El-adaway, Islam H, & Hassane Assaad, Rayan, & Kieta, Niame (2020). Contract risk management: A comparative study of risk allocation in exculpatory clauses and their legal treatment. Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, 13(1), 04520036.
Hassane Assaad, Rayan, & El-adaway, Islam H (2020). Impact of dynamic workforce and workplace variables on the productivity of the construction industry: New gross construction productivity indicator. Journal of Management in Engineering, 37(1), 04020092.
Hassane Assaad, Rayan, & El-adaway, Islam H (2020). Bridge infrastructure asset management system: Comparative computational machine learning approach for evaluating and predicting deck deterioration conditions. Journal of Infrastructure Systems, 26(3), 04020032.
Assaad, Rayan, & El-adaway, Islam H, & El Hakea, Ayman H, & Parker, Matthew J, & Henderson, Tyler I, & Salvo, Christopher R, & Ahmed, Muaz O (2020). Contractual perspective for BIM utilization in US construction projects. Journal of construction engineering and management, 146(12), 04020128.
Hassane Assaad, Rayan, & El-adaway, Islam H (2020). Evaluation and prediction of the hazard potential level of dam infrastructures using computational artificial intelligence algorithms. Journal of Management in Engineering, 36(5), 04020051.
Hassane Assaad, Rayan, & Elsayegh, Amr, & Ali, Gasser, & Abdul Nabi, Mohamad, & El-adaway, Islam H (2020). Back-to-back relationship under standard subcontract agreements: Comparative study. Journal of legal affairs and dispute resolution in engineering and construction, 12(3), 04520020.
Elsayegh, Amr, & El-Adaway, Islam H, & Hassane Assaad, Rayan, & Ali, Gasser, & Abotaleb, Ibrahim, & Smith, Christopher, & Bootwala, Mustafa, & Eteifa, Seif (2020). Contractual guidelines for management of infrastructure transportation projects. Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, 12(3), 04520023.
Hassane Assaad, Rayan, & El-Adaway, Islam H (2020). Enhancing the knowledge of construction business failure: A social network analysis approach. Journal of construction engineering and management, 146(6), 04020052.
Hassane Assaad, Rayan, & Abdul-Malak, Mohamed-Asem (2020). Legal perspective on treatment of delay liquidated damages and penalty clauses by different jurisdictions: Comparative analysis. Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, 12(2), 04520013.
Hassane Assaad, Rayan, & Abdul-Malak, Mohamed-Asem (2020). Timing of liquidated damages recovery and related liability issues. Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, 12(2), 04520015.
Hassane Assaad, Rayan, & El-Adaway, Islam H, & Abotaleb, Ibrahim S (2020). Predicting project performance in the construction industry. Journal of Construction Engineering and Management, 146(5), 04020030.
El-Adaway, Islam H, & Ali, Gasser, & Hassane Assaad, Rayan, & Elsayegh, Amr, & Abotaleb, Ibrahim S (2019). Analytic overview of citation metrics in the civil engineering domain with focus on construction engineering and management specialty area and its subdisciplines. Journal of Construction Engineering and Management, 145(10), 04019060.
Hassane Assaad, Rayan (2023). Examining Low-Carbon Material Initiatives: Existing Policies, Impacts on the Procurement of Projects, Current Challenges, and Potential Solutions to Reduce Embodied Carbon in the Construction Industry. Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, 16(2), 04523060.
Abdul Nabi, Mohamad, & Hassane Assaad, Rayan, & El-adaway, Islam (2023). Modeling and Understanding Dispute Causation in the US Public–Private Partnership Projects. Journal of Infrastructure Systems, 30(1), 04023035.
Hu, Xi, & Hassane Assaad, Rayan (2023). Improving the Predictive Analytics of Machine-Learning Pipelines for Bridge Infrastructure Asset Management Applications: An Upstream Data Workflow to Address Data Quality Issues in the National Bridge Inventory Database. Journal of Bridge Engineering, 29(1), 04023103.
Kolawole, Oladoyin, & Hassane Assaad, Rayan, & Adams, Matthew P., & Ngoma, M C, & Anya, A, & Assaf, G (2023). Coupled Experimental Assessment and Machine Learning Prediction of Mechanical Integrity of MICP and Cement Paste as Underground Plugging Materials. Biogeotechnics, 1(2), 1-9.
Hu, Xi, & Hassane Assaad, Rayan, & Hussein, Mohab (2023). Discovering key factors and causalities impacting bridge pile resistance using Ensemble Bayesian networks: A bridge infrastructure asset management system. Expert Systems with Applications, 238, 121677.
Kolawole, Oladoyin, & Hassane Assaad, Rayan (2023). Modeling and Prediction of Temporal Biogeomechanical Properties Using Novel Machine Learning Approach. Rock Mechanics and Rock Engineering, 56(8), 5635 - 5655.
Hassane Assaad, Rayan, & Mohammadi, Mohsen, & Chang, Aichih (2023). An IoT-Enabled Sensing Device to Quantify the Reliability of Shared Economy Systems Using Intelligent Sensor Fusion Building Technologies. Buildings, 13(9), 2182.
Assaf, Ghiwa, & Hassane Assaad, Rayan (2023). Models and methods for quantifying the benefits of engineered heat mitigation initiatives: A critical review. Urban Climate, 51, 101654.
Hassane Assaad, Rayan, & Chang, Aichih Jasmine, & Muhammadi, M (2023). An Intelligent IoT Sensing Device to Quantify the Reliability of Shared Economy Systems: Improving Mutual Trust in Smart Cities Using Smart Building Technologies. Buildings, MDPI,
Assaf, Ghiwa, & Hu, Xi, & Hassane Assaad, Rayan (2023). Predicting Urban Heat Island severity on the census-tract level using Bayesian networks. Sustainable Cities and Society, 97, 104756.
Kolawole, Oladoyin, & Hassane Assaad, Rayan, & Adams, Matthew P, & Ngoma, Mary C, & Anya, Alexander, & Assaf, Ghiwa (2023). Coupled Experimental Assessment and Machine Learning Prediction of Mechanical Integrity of MICP and Cement Paste as Underground Plugging Materials. Biogeotechnics, 100020.
Hassane Assaad, Rayan, & Hu, Xi, & Hussein, Mohab (2023). Expert Knowledge–Guided Bayesian Belief Networks for Predicting Bridge Pile Capacity. Journal of Bridge Engineering, 28(9), 04023058.
Assaf, Ghiwa, & Hu, Xi, & Hassane Assaad, Rayan (2023). Mining and modeling the direct and indirect causalities among factors affecting the Urban Heat Island severity using structural machine learned Bayesian networks. Urban Climate, 101570.
Hu, Xi, & Hassane Assaad, Rayan (2023). The use of unmanned ground vehicles (mobile robots) and unmanned aerial vehicles (drones) in the civil infrastructure asset management sector: Applications, robotic platforms, sensors, and algorithms. Expert Systems with Applications, 120897.
Kolawole, Oladoyin, & Hassane Assaad, Rayan (2023). Modeling and Prediction of Temporal Biogeomechanical Properties Using Novel Machine Learning Approach. Rock Mechanics and Rock Engineering, 1--21.
Jezzini, Yasser, & Assaf, Ghiwa, & Hassane Assaad, Rayan (2023). Models and Methods for Quantifying the Environmental, Economic, and Social Benefits and Challenges of Green Infrastructure: A Critical Review. Sustainability, 15(9), 7544.
Assaf, Ghiwa, & Hassane Assaad, Rayan (2023). Optimal Preventive Maintenance, Repair, and Replacement Program for Catch Basins to Reduce Urban Flooding: Integrating Agent-Based Modeling and Monte Carlo Simulation. Sustainability, 15(11), 8527.
Assaf, Ghiwa, & Hassane Assaad, Rayan (2023). Key decision-making factors influencing bundling strategies: analysis of bundled infrastructure projects. Journal of infrastructure systems, 29(2), 04023006.
Hassane Assaad, Rayan, & Assaf, Ghiwa, & Boufadel, Michel (2023). Optimizing the maintenance strategies for a network of green infrastructure: An agent-based model for stormwater detention basins. Journal of Environmental Management, 330, 117179.
Gerges, Firas, & Hassane Assaad, Rayan, & Nassif, Hani, & Bou-Zeid, Elie, & Boufadel, Michel C (2022). A perspective on quantifying resilience: Combining community and infrastructure capitals. Science of the Total Environment, 859, 160187.
Hassane Assaad, Rayan, & El-adaway, Islam H, & Hastak, Makarand, & LaScola Needy, Kim (2022). Key Factors Affecting Labor Productivity in Offsite Construction Projects. Journal of Construction Engineering and Management, 149(1), 04022158.
Hassane Assaad, Rayan, & El-adaway, Islam H, & Hastak, Makarand, & LaScola Needy, Kim (2022). The COVID-19 Pandemic: A Catalyst and Accelerator for Offsite Construction Technologies. Journal of Management in Engineering, 38(6), 04022062.
Hassane Assaad, Rayan, & El-adaway, Islam H, & Hastak, Makarand, & LaScola Needy, Kim (2022). Quantification of the state of practice of offsite construction and related technologies: Current trends and future prospects. Journal of Construction Engineering and Management, 148(7), 04022055.
Hassane Assaad, Rayan, & El-adaway, Islam H, & Hastak, Makarand, & LaScola Needy, Kim (2022). The impact of offsite construction on the workforce: Required skillset and prioritization of training needs. Journal of Construction Engineering and Management, 148(7), 04022056.
Ahmed, Muaz O, & Hassane Assaad, Rayan, & El-adaway, Islam H, & Echele, Emily, & Govro, Kyle, & Watson, John (2021). Administering Change Orders in Highway Projects. Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, 14(2), 05021010.
Hassane Assaad, Rayan, & Ahmed, Muaz O, & El-adaway, Islam H, & Shrestha, Pramen P (2021). Management of Change Orders in Infrastructure Transportation Projects. Practice Periodical on Structural Design and Construction, 27(1), 05021006.
Hassane Assaad, Rayan, & El-adaway, Islam H (2021). Stock Prices of Architectural, Engineering, and Construction Firms as Leading Economic Indicator: A Computational Deep-Learning Econometrics Model to Complement the Architecture Billings Index. Journal of Architectural Engineering, 27(4), 04021043.
Hassane Assaad, Rayan, & Fayek, Sara (2021). Predicting the price of crude oil and its fluctuations using computational econometrics: deep learning, LSTM, and convolutional neural networks. Econometric Research in Finance, 6(2), 119--137.
Hassane Assaad, Rayan, & El-adaway, Islam H (2021). Determining critical combinations of safety fatality causes using spectral clustering and computational data mining algorithms. Journal of Construction Engineering and Management, 147(5), 04021035.
Hassane Assaad, Rayan, & El-adaway, Islam H (2021). Guidelines for responding to COVID-19 pandemic: Best practices, impacts, and future research directions. Journal of Management in Engineering, 37(3), 06021001.
Hassane Assaad, Rayan, & El-adaway, Islam H, & Baxmeyer, Keegan, & Harman, Mikala, & Job, Levi, & Lashley, Hannah (2021). Allocation of Risks and Responsibilities in Green and Sustainable Buildings. Journal of Architectural Engineering, 27(2), 04021002.
Hassane Assaad, Rayan, & El-adaway, Islam H, & Hastak, Makarand, & Needy, Kim LaScola (2020). Commercial and legal considerations of offsite construction projects and their hybrid transactions. Journal of Construction Engineering and Management, 146(12), 05020019.
Hassane Assaad, Rayan, & Ahmed, Muaz O, & El-adaway, Islam H, & Elsayegh, Amr, & Siddhardh Nadendla, Venkata Sriram (2020). Comparing the impact of learning in bidding decision-making processes using algorithmic game theory. Journal of Management in Engineering, 37(1), 04020099.
Khalef, Ramy, & El-adaway, Islam H, & Hassane Assaad, Rayan, & Kieta, Niame (2020). Contract risk management: A comparative study of risk allocation in exculpatory clauses and their legal treatment. Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, 13(1), 04520036.
Hassane Assaad, Rayan, & El-adaway, Islam H (2020). Impact of dynamic workforce and workplace variables on the productivity of the construction industry: New gross construction productivity indicator. Journal of Management in Engineering, 37(1), 04020092.
Hassane Assaad, Rayan, & El-adaway, Islam H (2020). Bridge infrastructure asset management system: Comparative computational machine learning approach for evaluating and predicting deck deterioration conditions. Journal of Infrastructure Systems, 26(3), 04020032.
Assaad, Rayan, & El-adaway, Islam H, & El Hakea, Ayman H, & Parker, Matthew J, & Henderson, Tyler I, & Salvo, Christopher R, & Ahmed, Muaz O (2020). Contractual perspective for BIM utilization in US construction projects. Journal of construction engineering and management, 146(12), 04020128.
Hassane Assaad, Rayan, & El-adaway, Islam H (2020). Evaluation and prediction of the hazard potential level of dam infrastructures using computational artificial intelligence algorithms. Journal of Management in Engineering, 36(5), 04020051.
Hassane Assaad, Rayan, & Elsayegh, Amr, & Ali, Gasser, & Abdul Nabi, Mohamad, & El-adaway, Islam H (2020). Back-to-back relationship under standard subcontract agreements: Comparative study. Journal of legal affairs and dispute resolution in engineering and construction, 12(3), 04520020.
Elsayegh, Amr, & El-Adaway, Islam H, & Hassane Assaad, Rayan, & Ali, Gasser, & Abotaleb, Ibrahim, & Smith, Christopher, & Bootwala, Mustafa, & Eteifa, Seif (2020). Contractual guidelines for management of infrastructure transportation projects. Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, 12(3), 04520023.
Hassane Assaad, Rayan, & El-Adaway, Islam H (2020). Enhancing the knowledge of construction business failure: A social network analysis approach. Journal of construction engineering and management, 146(6), 04020052.
Hassane Assaad, Rayan, & Abdul-Malak, Mohamed-Asem (2020). Legal perspective on treatment of delay liquidated damages and penalty clauses by different jurisdictions: Comparative analysis. Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, 12(2), 04520013.
Hassane Assaad, Rayan, & Abdul-Malak, Mohamed-Asem (2020). Timing of liquidated damages recovery and related liability issues. Journal of Legal Affairs and Dispute Resolution in Engineering and Construction, 12(2), 04520015.
Hassane Assaad, Rayan, & El-Adaway, Islam H, & Abotaleb, Ibrahim S (2020). Predicting project performance in the construction industry. Journal of Construction Engineering and Management, 146(5), 04020030.
El-Adaway, Islam H, & Ali, Gasser, & Hassane Assaad, Rayan, & Elsayegh, Amr, & Abotaleb, Ibrahim S (2019). Analytic overview of citation metrics in the civil engineering domain with focus on construction engineering and management specialty area and its subdisciplines. Journal of Construction Engineering and Management, 145(10), 04019060.
COLLAPSE
Conference Proceeding
Predicting Project Contingency in the Construction Industry Using Machine Learning Algorithms
I3CE, July (3rd Quarter/Summer) 2024
I3CE, July (3rd Quarter/Summer) 2024
Conference Paper
A Dynamic Agent-Based Optimization Model for Green Infrastructure to Address Flooding Risks
June 2023
A Fuzzy Model and Decision-Support Tool for Assessing and Predicting the Probability of Bankruptcy of Construction Companies
June 2023
An Agent-Based Cellular Automaton Simulation Model to Study Worker Safety Behavior on Construction Sites: The Impacts of Different Social Influence Rules
June 2023
An Intelligent IoT Device for Real-Time Cloud-Based Tracking of the Terms of Service in Smart Cities
June 2023
Assessing the Vulnerability of Communities Exposed to Climate Change-Related Challenges Caused by the Urban Heat Island Effect Using Machine Learning
June 2023
June 2023
A Fuzzy Model and Decision-Support Tool for Assessing and Predicting the Probability of Bankruptcy of Construction Companies
June 2023
An Agent-Based Cellular Automaton Simulation Model to Study Worker Safety Behavior on Construction Sites: The Impacts of Different Social Influence Rules
June 2023
An Intelligent IoT Device for Real-Time Cloud-Based Tracking of the Terms of Service in Smart Cities
June 2023
Assessing the Vulnerability of Communities Exposed to Climate Change-Related Challenges Caused by the Urban Heat Island Effect Using Machine Learning
June 2023
SHOW MORE
Cloud-Enabled Indoor Thermal Comfort Assessment and Visualization Using Digital Twins, IoT, Robotics, and Indoor Positioning Technology
June 2023
Integration of Autonomous Robotics, Indoor Localization Technologies, and IoT Sensing for Real-Time Cloud-Based Indoor Air Quality Monitoring and Visualization
June 2023
Using Data-Driven Feature Engineering Algorithms to Determine the Most Critical Factors Contributing to the Urban Heat Island Effect Associated with Global Warming
June 2023
Analyzing Causes of Disputes in Public Private Partnership Construction Projects
Canadian Society for Civil Engineering (CSCE), May 2023
Price Escalation in Design-Bid-Build Construction Projects: A Contractual and Legal Perspective
Canadian Society for Civil Engineering (CSCE), May 2023
An Artificial Neural Network Model for Predicting Microbial-Induced Alteration of Rock Strength
March 2023
A Simulation Model for Optimal Bidding Decisions
May 2022
Opportunities and Challenges of Offsite Construction
May 2022
Prioritization of Project Factors Affecting the Use of Modular Construction: Comparison Between the Perspectives of Industry and Literature
May 2022
Smart and Emerging Technologies: Shaping the Future of the Industry and Offsite Construction
Computing in Civil Engineering 2021, May 2022
A Comprehensive Management Framework for Preventing Operational Bankruptcy of Construction Firms
November 2020
Analyzing Citation Metrics in Civil Engineering with Focus on Construction Engineering and Management
November 2020
Deck, Superstructure, and Substructure Deterioration Prediction for Bridges Using Deep Artificial Neural Networks
November 2020
Forecasting and Modeling Bridge Deterioration Using Data Mining Analytics
November 2020
Holistic risk management approach for predicting cost and schedule overruns at project completion
November 2020
Understanding the Sub-Contractual Relationship for Proper Management of Construction Projects
November 2020
A system-of-systems model to simulate the complex emergent behavior of vehicle traffic on an urban transportation infrastructure network
Procedia Computer Science, May 2020
Artificial neural network model for bridge deterioration and assessment
Canadian Society for Civil Engineering (CSCE), June 2019
June 2023
Integration of Autonomous Robotics, Indoor Localization Technologies, and IoT Sensing for Real-Time Cloud-Based Indoor Air Quality Monitoring and Visualization
June 2023
Using Data-Driven Feature Engineering Algorithms to Determine the Most Critical Factors Contributing to the Urban Heat Island Effect Associated with Global Warming
June 2023
Analyzing Causes of Disputes in Public Private Partnership Construction Projects
Canadian Society for Civil Engineering (CSCE), May 2023
Price Escalation in Design-Bid-Build Construction Projects: A Contractual and Legal Perspective
Canadian Society for Civil Engineering (CSCE), May 2023
An Artificial Neural Network Model for Predicting Microbial-Induced Alteration of Rock Strength
March 2023
A Simulation Model for Optimal Bidding Decisions
May 2022
Opportunities and Challenges of Offsite Construction
May 2022
Prioritization of Project Factors Affecting the Use of Modular Construction: Comparison Between the Perspectives of Industry and Literature
May 2022
Smart and Emerging Technologies: Shaping the Future of the Industry and Offsite Construction
Computing in Civil Engineering 2021, May 2022
A Comprehensive Management Framework for Preventing Operational Bankruptcy of Construction Firms
November 2020
Analyzing Citation Metrics in Civil Engineering with Focus on Construction Engineering and Management
November 2020
Deck, Superstructure, and Substructure Deterioration Prediction for Bridges Using Deep Artificial Neural Networks
November 2020
Forecasting and Modeling Bridge Deterioration Using Data Mining Analytics
November 2020
Holistic risk management approach for predicting cost and schedule overruns at project completion
November 2020
Understanding the Sub-Contractual Relationship for Proper Management of Construction Projects
November 2020
A system-of-systems model to simulate the complex emergent behavior of vehicle traffic on an urban transportation infrastructure network
Procedia Computer Science, May 2020
Artificial neural network model for bridge deterioration and assessment
Canadian Society for Civil Engineering (CSCE), June 2019
COLLAPSE
Technical Report
A Machine Learning Decision-Support System for Selecting Optimal Innovative Project Delivery Methods for Bundled Transportation Projects
U.S. Department of Transportation, June 2023
U.S. Department of Transportation, June 2023
Chapter
Kolawole, Oladoyin, & Hassane Assaad, Rayan, & Ngoma, M C, & Ozotta, O (2023). An Artificial Neural Network Model for Predicting Microbial-Induced Alteration of Rock Strength, E. Rathje, B.M. Montoya, & M.H. Wayne (Eds.), American Society of Civil Engineers. (pp. 243 - 251). American Society of Civil Engineers
El-Adaway, Islam H, & Hassane Assaad, Rayan (2023). Contractual Aspects of Integrated Project Delivery, World Scientific Publishing. (pp. 232-260). World Scientific Publishing
El-Adaway, Islam H, & Hassane Assaad, Rayan (2022). State-of-the-Art Research in the Area of Artificial Intelligence with Specific Consideration to Civil Infrastructure, Construction Engineering and Management, and Safety, CRC Press. (pp. 140--160). CRC Press
El-Adaway, Islam H, & Hassane Assaad, Rayan (2023). Contractual Aspects of Integrated Project Delivery, World Scientific Publishing. (pp. 232-260). World Scientific Publishing
El-Adaway, Islam H, & Hassane Assaad, Rayan (2022). State-of-the-Art Research in the Area of Artificial Intelligence with Specific Consideration to Civil Infrastructure, Construction Engineering and Management, and Safety, CRC Press. (pp. 140--160). CRC Press
Other
Innovative modeling and management of infrastructure systems, engineering and construction operations, and offsite construction technology using computational data analytics
Missouri University of Science and Technology, September 2021
Missouri University of Science and Technology, September 2021