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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Publications - Interactive Operations Research</title>
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<body class="bg-white">
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<a href="index.html" class="text-2xl font-semibold leading-6 tracking-widest">HOME</a>
<div class="flex items-center space-x-10 text-lg">
<a href="publications.html" class="font-bold hover:text-gray-300 tracking-widest">PUBLICATIONS</a>
<a href="projects.html" class="hover:text-gray-300 tracking-widest">PROJECTS</a>
<a href="team.html" class="hover:text-gray-300 tracking-widest">TEAM</a>
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<main class="publication-list">
<h1 class="text-4xl font-light mb-8">Publications</h1>
<!-- Journal Articles -->
<div class="category-title">Journal Articles</div>
<div class="publication-item">
1. Gu, Y., Razavi, S. (PI). Yang. H., "Headway Anomaly Detection for Cycle Maximum Queue Length Estimation: A Comparative Study", under review at the Journal of Transportation Research Record, In Press.
</div>
<div class="publication-item">
2. Li, J., Yang, H., Razavi, S., Abdulsattar, H. (2025). "Highway Non-Recurrent Congestion Prediction Using A Multi-Step Spatio-Temporal Deep Learning Approach", Transportation Letters: The International Journal of Transportation Research. <a href="https://doi.org/10.1155/atr/9941856" class="text-blue-600 hover:underline" target="_blank">https://doi.org/10.1155/atr/9941856</a>
</div>
<div class="publication-item">
3. Filom, S., Razavi, S. (PI)., (2025). "A Learning-Based Robust Optimization Framework for Synchromodal Freight Transportation Under Uncertainty", Transportation Research Part E: Logistics and Transportation Review. 199, 103967, <a href="https://doi.org/10.1016/j.tre.2025.103967" class="text-blue-600 hover:underline" target="_blank">https://doi.org/10.1016/j.tre.2025.103967</a>
</div>
<div class="publication-item">
4. Ardestani, A., Yang, H., Razavi, S., (2025), "Enhancing Traffic Speed Prediction Accuracy: The Multi-Algorithmic Ensemble Model with Spatiotemporal Feature Engineering", In Press, the Journal of Advanced Transportation, <a href="http://dx.doi.org/10.1155/atr/9941856" class="text-blue-600 hover:underline" target="_blank">http://dx.doi.org/10.1155/atr/9941856</a>
</div>
<div class="publication-item">
5. Li, J.; Yang, H.; Razavi, S., (2024). "Predicting Freeway Non-recurring Congestion via a Spatio-Temporal Deep Learning Approach", Transportmetrica A: Transport Science. 1–29. <a href="https://doi.org/10.1080/23249935.2024.2438314" class="text-blue-600 hover:underline" target="_blank">https://doi.org/10.1080/23249935.2024.2438314</a>
</div>
<div class="publication-item">
6. Gu, Y., Habibi, S., Razavi, S. (PI)., (2024). "Cycle Maximum Queue Length Estimation: An Integrated Deep Learning and Adaptive Neuro-Fuzzy Inference System Framework", IEEE Access, 12, 166564-166587, <a href="https://doi.org/10.1109/ACCESS.2024.3493753" class="text-blue-600 hover:underline" target="_blank">https://doi.org/10.1109/ACCESS.2024.3493753</a>
</div>
<div class="publication-item">
7. Ma, Y., Liu, C.A., Hassini, E., Razavi, S., (2024). "A Network-Based, Data-Driven Methodology for Identifying and Ranking Freight Bottlenecks", the Journal of Data Science for Transportation, 6, 20, <a href="https://doi.org/10.1007/s42421-024-00107-z" class="text-blue-600 hover:underline" target="_blank">https://doi.org/10.1007/s42421-024-00107-z</a>
</div>
<div class="publication-item">
8. Filom, S., Razavi, S. (PI). (2023). "Decarbonization through Modal Shift using a Synchromodal Platform: A Case Study in the Great Lakes", the Journal of Supply Chain Management Science, 4(3-4), 97–113. <a href="https://doi.org/10.59490/jscms.2023.7145" class="text-blue-600 hover:underline" target="_blank">https://doi.org/10.59490/jscms.2023.7145</a>
</div>
<div class="publication-item">
9. Xu., R., Razavi, S., Zheng, R. (2023). "Edge Video Analytics: A Survey on Applications, Systems and Enabling Techniques", IEEE Communications Surveys and Tutorials, 25(4), 2951 - 2982. 10.1109/COMST.2023.3323091
</div>
<div class="publication-item">
10. Ma, Y., Amiri, A., Hassini, E., Razavi, S. (Co-PI), (2022). "Transportation Data Visualization with a Focus on Freight: A Literature Review", Journal of Transportation Planning and Technology, 45(4), 358-401. <a href="https://doi.org/10.1080/03081060.2022.2111430" class="text-blue-600 hover:underline" target="_blank">https://doi.org/10.1080/03081060.2022.2111430</a>
</div>
<div class="publication-item">
11. Filom, S., Amiri, A., Razavi, S. (PI). (2022). "Applications of Machine Learning Methods in Port Operations – A Systematic Literature Review", Journal of Transportation Research Part E: Logistics and Transportation Review, 161, 102722 . (Impact Factor 2021-22: 7.925)
</div>
<div class="publication-item">
12. Rasouli, R., Mohamed, M., Amiri, A., Razavi, S. (Co-PI). (2022). "System Optimization of Shared Mobility in Suburban Contexts", Journal of Sustainability, 14(2), 876. <a href="https://doi.org/10.3390/su14020876" class="text-blue-600 hover:underline" target="_blank">https://doi.org/10.3390/su14020876</a>. (Impact Factor: 3.473)
</div>
<div class="publication-item">
13. Sears S., Mohamed, M., Ferguson, M., Razavi, S., Paez, A., (2022). "Perceived Barriers to the Movement of Goods in Canada: A Grounded Theory Investigation", Journal of Transportation Research Part A: Policy and Practice, 162, 27-45, (Impact Factor 2020-21: 4.43)
</div>
<div class="publication-item">
14. Hassan, H., Lauzon, M., Ferguson, M., Newbold, B., Vrkljan, B., Razavi, S. (PI). (2022). "Factors affecting older adults' satisfaction with their mobility options: A survey-based analysis" Journal of Transportation Research Record, 2676(5), 315–324, <a href="https://doi.org/10.1177/03611981211065739" class="text-blue-600 hover:underline" target="_blank">https://doi.org/10.1177/03611981211065739</a>
</div>
<div class="publication-item">
15. Du S., and Razavi S. (PI). (2021). "Fault-tolerant control of variable speed limits for freeway work zone with recurrent sensor faults" IEEE Transactions on Intelligent Transportation Systems, 23(8), 10815 - 10826, DOI: 10.1109/TITS.2021.3095945. (Impact Factor 2020-21: 6.319)
</div>
<div class="publication-item">
16. Hassan, H., Byrne, K, Ferguson, M., Vrkljan, B., Newbold, B., Razavi, S. (PI). (2021). "Older Adults and their Willingness to Use Semi and Fully Autonomous Vehicles: A Structural Equation Analysis", Journal of Transport Geography, 95, 103133, DOI:10.1016/j.jtrangeo.2021.103133. (Impact Factor 2020-21: 4:00)
</div>
<div class="publication-item">
17. Doulabi, S., Hassan, H., Ferguson, M., Razavi, S. (Co-PI)., Paez, A., (2021). "Exploring the determinants of older adults' susceptibility to pedestrians' incidents", Journal of Accident Analysis and Prevention, 155, 106100 <a href="https://doi.org/10.1016/j.aap.2021.106100" class="text-blue-600 hover:underline" target="_blank">https://doi.org/10.1016/j.aap.2021.106100</a> (Impact Factor 2021-22: 4.993)
</div>
<div class="publication-item">
18. Amir A., Ferguson M., Razavi, S. (PI). (2021). "Adoption Patterns of Autonomous Technologies in Logistics: Evidence for Niagara Region", Transportation Letters: the International Journal of Transportation Research, (14)7: 685-696. (Impact Factor: 3.598)
</div>
<div class="publication-item">
19. Du, S. Razavi, S. (PI). (2020). "Fault-Tolerant Variable Speed Limit Control for Freeway Work Zone", Journal Advanced Engineering Informatics, 45, 101133. (Impact Factor =5.603)
</div>
<div class="publication-item">
20. Paez, A., Hassan, H., Ferguson, A., Razavi, S. (Co-PI)., (2020)."A systematic assessment of the use of opponent variables, data subsetting and hierarchical specification in two-party crash severity analysis", Journal of Accident Analysis and Prevention, 144, 105666 (Impact Factor 2020-21=3.58)
</div>
<div class="publication-item">
21. Genders, W., Razavi, S. (PI). (2020). "Policy Analysis of Reinforcement Learning Adaptive Traffic Signal Control", ASCE Journal of Computing in Civil Engineering 34(1), 04019046. (Impact Factor =5.44)
</div>
<div class="publication-item">
22. Divakarla, K.P., Emadi, A., Razavi, S., Habibi, S., and Yan, F., (2019). "A Review of Autonomous Vehicle Technology Landscape", International Journal of Electric and Hybrid Vehicles (IJEHV). 1(4), 320-345.
</div>
<div class="publication-item">
23. Genders, W., Razavi, S. (PI)., (2019). "Evaluating Reinforcement Learning State Representations for Adaptive Traffic Signal Control", Journal of Traffic and Transportation Management (JTTM), 1(1), 19-26.
</div>
<div class="publication-item">
24. Hassan, H., Ferguson, M., Razavi, S. (PI)., Vrkljan B. (2019). "Factors that influence Older Canadians' Preferences for using Autonomous Vehicle Technology: A Structural Equation Analysis", Journal of Transportation Research Record, 2673(1), 469–480.
</div>
<div class="publication-item">
25. Du, S., Razavi, S. (PI)., (2019). 'Variable Speed Limit for Freeway Work Zone with Capacity Drop Using Discrete-time Sliding Mode Control", ASCE Journal of Computing in Civil Engineering, 33(2), 04019001. (IF =3.46)
</div>
<div class="publication-item">
26. Genders, W., Razavi, S. (PI). (2019). "Asynchronous n-Step Q-learning Adaptive Traffic Signal Control", Journal of Intelligent Transportation Systems Technology, Planning, and Operations, 23(4) 319-331 (Impact Factor=3.269).
</div>
<div class="publication-item">
27. Wang, J., Razavi, S. (PI). (2019). "Integrated and Automated Systems for Safe Construction Sites", ASCE Journal of Professional Safety, 64(2), 41–45.
</div>
<div class="publication-item">
28. Divakarla, K., Wirasingha, S., Emadi, A., Razavi, S. (2019) "Artificial Neural Network Based Adaptive Control for Plug-in Hybrid Electric Vehicles", International Journal of Electric and Hybrid Vehicles (IJEHV). 11(2):127
</div>
<div class="publication-item">
29. Divakarla, K., Emadi, A., Razavi, S. (Co-PI). (2018). "A Cognitive Advanced Driver Assistance Systems (ADAS) Architecture for Autonomous-capable Electrified Vehicles", IEEE Transactions on Transportation Electrification. 5(1), 48-58. (Impact Factor 2020-21=5.444)
</div>
<div class="publication-item">
30. Wang, J., & Razavi, S. (PI). (2018). "Spatiotemporal Network-based Model for Dynamic Risk Analysis on Struck-by-equipment Hazard", ASCE Journal of Computing in Civil Engineering, 32(2), 04017089. (IF =3.46).
</div>
<div class="publication-item">
31. Olia, A., Razavi, S. (PI)., Abdulhai, B., & Abdelgawad, H. (2018). "Traffic capacity implications of automated vehicles mixed with regular vehicles", Journal of Intelligent Transportation Systems, 22(3), 244-262 (Impact Factor=3.269).
</div>
<div class="publication-item">
32. Olia, A., Abdelgawad, H., Abdulhai, B., Razavi, S. (PI)., (2017). "Optimizing Numbers and Locations of Freeway Roadside Equipment (RSE) in Connected Vehicle Environments for Travel Time Estimation." Connected and Automated Vehicle Systems Special Issue; Journal of Intelligent Transportation Systems: Technology, Planning, and Operations, 21(4), 296-309 (Impact Factor=3.269).
</div>
<div class="publication-item">
33. Divakarla, K., Emadi, A., Razavi, S. (Co-PI)., (2017). "Journey Mapping", Re-defined Drive Cycle: an Accurate Vehicle Performance Prediction Tool", International Journal of Electric and Hybrid Vehicles, 9(2),169 - 186.
</div>
<div class="publication-item">
34. Roofigari-Esfahan, N. and Razavi, S. (PI). (2017) "Uncertainty-Aware Linear Schedule Optimization: A Space-Time Constraint-Satisfaction Approach", ASCE Journal of Construction Engineering and Management, 143(5).
</div>
<div class="publication-item">
35. Huang, W., Razavi, S., Baetz, B.W., (2016). "A GIS-Based Integer Programming Approach for the Location of Solid Waste Collection Depots.", the Journal of Environmental Informatics, 28(1), 39-44.
</div>
<div class="publication-item">
36. Wang, J., Razavi, S. (PI). (2016). "Two 4D Models for Struck-by-Equipment Hazard Prevention with Reduced False Alarms", the ASCE Journal of Computing in Civil Engineering, 30(60). (IF =3.46)
</div>
<div class="publication-item">
37. Divakarla, K., Emadi, A., Razavi, S. (Co-PI). (2016). "Journey Mapping – A New Approach for Defining Automotive Drive Cycles", IEEE-IAS IEEE Transactions on Industry Application, 52(6), 5121-5129.
</div>
<div class="publication-item">
38. Genders, W., Razavi, S. (PI)., (2016). "Impact of Connected Vehicle on Work Zone Network Safety through Dynamic Route Guidance," ASCE Journal of Computing in Civil Engineering, 30(2).
</div>
<div class="publication-item">
39. Wang, J., Razavi, S. (PI)., (2016). "A Low False Alarm Rate Model for Unsafe Proximity Detection in Construction" the ASCE Journal of Computing in Civil Engineering, 30(2).
</div>
<div class="publication-item">
40. Olia, A., Abdelgawad, H., Abdulhai, B., Razavi, S. (PI). (2016). "Assessing the Potential Impacts of Connected Vehicles: Mobility, Environmental, and Safety Perspectives", Journal of Intelligent Transportation Systems: Technology, Planning, and Operations, 20(3), 229-243.
</div>
<div class="publication-item">
41. Minelli, S., Izadpanah, P., Razavi, S. (PI). (2015). "Evaluation of the Impact of Connected Vehicle on Mobility and Mode Choice", Journal of Traffic and Transportation Engineering, 2(5), 301-312.
</div>
<div class="publication-item">
42. Roofigari-Esfahan, N., Paez, A., Razavi, S. (PI). (2015). "Location-Aware Scheduling and Control of Linear Projects: Introducing Space-Time Float", the ASCE Journal of Construction Engineering and Management, Technical Note, 141(1), 06014008.
</div>
<div class="publication-item">
43. Prevost, G., Baetz, B., Razavi, S., El-Dakhakhni, W., (2015). "Retrofitting Suburban Homes for Resiliency: A Methodology", the ASCE Journal of Urban Planning and Development, 141(3), 04014027.
</div>
<div class="publication-item">
44. Linde, J., Tait, M., El Dakhakhni, W., Razavi, S., (2015). "FRP Confined Concrete Composite Retrofit System for Structural Steel Columns", the ASCE Journal of Composites for Construction. 19(5), 04014086.
</div>
<div class="publication-item">
45. Razavi, S. and Hunkele, L., III (2014). "Options to Bring Design and Construction Experience into the Classroom.", The ASCE Journal of Practice Periodical on Structural Design and Construction. 19, SPECIAL ISSUE: Construction Engineering: Leveraging Project and Career Success, 19(1), 36-40.
</div>
<div class="publication-item">
46. Khaleghi, B., Khamis, A., Karray, F, Razavi, S., (2013). "Multisensor data fusion: A review of the state-of-the-art", Elsevier Journal of Information Fusion. 14(1), 28-44. (Impact Factor 2020-21=13.669). The most downloaded paper of the Journal in 2013, 2014 and 2015. This paper was recognized in 2015 by the McMaster's Faculty of Engineering as the one with the highest "immediate impact factor" among all the published journal papers across all faculty members in the Faculty of Engineering.
</div>
<div class="publication-item">
47. Huang, W., Dai, L.M., Baetz, B.W., Cao, M.F., Razavi, S., (2013). "Interval Binary Programming Model for Noise Control within an Urban Environment", Journal of Environmental Informatics, 21(2), 93-101.
</div>
<div class="publication-item">
48. Razavi, S.N., Moselhi, O., (2012). "GPS-Less Indoor Construction Location Sensing", the International Journal of Automation in Construction, 28(1), 128–136.
</div>
<div class="publication-item">
49. Razavi, S.N., Montaser, A., Moselhi, O., (2012). "RFID Deployment Protocols for Indoor Construction", Journal of Construction Innovation: Information, Process, Management, 12(2), 239 – 258.
</div>
<div class="publication-item">
50. Razavi, S.N., Duflos E., Haas, C., Vanheeghe P., (2012). "Dislocation Detection in Field Environments: A Belief Functions Contribution", Journal of Expert Systems with Applications. 39(10), 8505-8513.
</div>
<div class="publication-item">
51. Razavi, S.N., Haas, C., (2012). "A Reliability–Based Hybrid Data Fusion Method for Adaptive Location Estimation in Construction." ASCE Journal of Computing in Civil Engineering, 26(1), 1-10.
</div>
<div class="publication-item">
52. Razavi, S.N., Haas, C. (2011). "Using Reference RFID Tags for Calibrating the Estimated Locations of Construction Materials.", International Journal of Automation in Construction, 20(6), 677–685.
</div>
<div class="publication-item">
53. Shahandashti, S.M., Razavi, S.N., Soibelman, L., Berges, M., Caldas, C.H., Brilakis, I., Teizer, J., Haas, C.T., Garrett, J.H., Akinci, B., Zhu, Z. (2011). "Data Fusion Approaches and Applications for Construction Engineering." ASCE Journal of Construction Engineering and Management, 137(10),863-869.
</div>
<div class="publication-item">
54. Razavi, S.N., Haas, C. (2010). "Multisensor Data Fusion for On–Site Materials Tracking in Construction.", International Journal of Automation in Construction, 19(8), 1037-1046.
</div>
<div class="publication-item">
55. Nasir, H., Haas, C.T., Young, D.A., Razavi, S.N., Caldas, C. and Goodrum, P. (2010). "An Implementation Model for Automated Construction Materials Tracking and Locating", Canadian Journal of Civil Engineering, 37(4), 588-599.
</div>
<div class="publication-item">
56. Caron, F., Razavi, S. N., Song, J. Vanheeghe, P., Duflos, E., Caldas, C., and Haas, C. T. (2007). "Locating Sensor Nodes on Construction Projects", Journal of Autonomous Robots, 22(3), 255-263.
</div>
<!-- Conference Publications -->
<div class="category-title">Conference Publications</div>
<div class="publication-item">
1. Ma, Y; Hassini, E; Razavi, S. (2025). "Evaluating the Impact of Higher-Order Transit Infrastructure on Freight Movement: A Telematics Approach", Poster, the Transportation Research Symposium 2025, Rotterdam, The Netherlands, May 2025
</div>
<div class="publication-item">
2. Ma, Y; Hassini, E; Razavi, S. (2025). "A Data-Driven Approach to Eco-Routing for Freight Trucks: Time-Dependent Path Analysis and Emission Optimization", Transportation Research Board (TRB) 104th Annual Meeting, Washington D.C., US, January 2025
</div>
<div class="publication-item">
3. Ardestani, A; Yang, H; Razavi, S. (2025). "Enhanced Traffic Speed Prediction During Social Events using EA-LSTM and Probe Vehicle Data.", Transportation Research Board (TRB) 104th Annual Meeting, Washington D.C., US, January 2025
</div>
<div class="publication-item">
4. Zhou, H; Razavi, S. (2025). "A Novel Air Cargo Demand Prediction Model Based on Feature Fusion of Time Series and Unstructured Textual Data", Transportation Research Board (TRB) 104th Annual Meeting, Washington D.C., US, January 2025
</div>
<div class="publication-item">
5. Filom, S., Razavi, S., (2024). "Advancing Travel Time Prediction in Intelligent Transportation Systems Through Leaning-Based Uncertainty Quantification", 2024 IEEE International Conference on Smart Mobility (SM), 16-18 Sep., Niagara Falls, Canada, 165-170, doi: 10.1109/SM63044.2024.10733522
</div>
<div class="publication-item">
6. Dewantara, MS., Atasoy, B., Razavi, S. Saeednia, M., (2024). "Learning Assisted Simulation-Optimization Framework for Resilient Freight Transport Corridors". 2024 IEEE International Conference on Smart Mobility (SM), 16-18 Sep., Niagara Falls, Canada.
</div>
<div class="publication-item">
7. Saeednia, M., Razavi, S., Atasoy, B., Filom, S., Dewantara, MS., (2024)."A Simulation-Based Optimization Framework for Adaptive Disruption Management Strategies in Synchromodal Transport", 33rd European Conference on Operational Research, June 30-July 3, 2024, Copenhagen, Denmark.
</div>
<div class="publication-item">
8. Sukhu, J., Yang, H., Abdulsattar, H., Razavi, S., Ucar, S., Farid, Y., (2024). "A Comparative Study of Stationary and Dynamic Vehicular Micro Clouds: A Case of Vehicle Platooning for Incident Management", the IEEE Vehicular Technology Conference (IEEE VTC), 7-10 October, Washington D.C.
</div>
<div class="publication-item">
9. Sukhu, J. Yang, H., Abdulsattar, H., Razavi, S., (2024). "Truck Platooning Management: A Comparison of Vehicle Cloudification versus Infrastructure-less Communication Systems", Intelligent Transportation Systems Canada Conference, June 19-21, Vancouver, Canada.
</div>
<div class="publication-item">
10. Ma, Y., Hassini, E., Razavi, S., (2024). "Data-Driven Analysis of Sustainable Truck Routing: Tradeoffs Between Efficiency and Emissions", Abstract and presentation at the Transportation Association of Canada Conference (TAC 2024), Vancouver, Canada.
</div>
<div class="publication-item">
11. Du, S., Razavi, S., Abdulsattar, H., (2024). "Variable Speed Limits Control for Smart Work Zone with Connected Vehicles", the 41st International Symposium on Automation and Robotics in Construction (ISARC 2024), June 2024, Lille, France
</div>
<div class="publication-item">
12. Li, J. Yang, H., Razavi, S., (2024). "Non-Recurring Congestion Forecasting: Enhanced Multi-step Spatio-temporal Prediction with Interpretability and Comprehensive Crash Data", the 59th CTRF Conference, Kelowna, British Columbia, May 2024, Kelowna, BC, Canada
</div>
<div class="publication-item">
13. Ardestani, A., Yang, H., Razavi, S., Zhang, Z., (2024). "Enhancing Traffic Flow Prediction: Integrating Neural Temporal Relational Network (NTRN) with Missing Data Imputation", the 59th CTRF Conference, Kelowna, British Columbia, May 2024, Kelowna, BC, Canada
</div>
<div class="publication-item">
14. Ma, Y., Hassini, E., Razavi, S., (2024). "A Framework for Emission Analysis of Transportation Infrastructure: A Data-Driven Approach with a Freight Movement Case Study", the 59th CTRF Conference, May 2024, Kelowna, BC, Canada
</div>
<div class="publication-item">
15. Gu, Y., Razavi, S., (2024). "Cycle Queue Length Estimation at Signalized Intersections: A Learning-Driven Approach", the 59th CTRF Conference, May 2024, Kelowna, BC, Canada
</div>
<div class="publication-item">
16. Zhou, H., Razavi, S., (2024). "Air Freight Demand Forecasting using CNN- LSTM Model", the 59th CTRF Conference, May 2024, Kelowna, BC, Canada
</div>
<div class="publication-item">
17. Zhou, H., Ma, Y., Razavi, S. (2024). "Exploring the Rise of Large Language Models (LLMs) in Supply Chain, Logistics, and Transportation: A Multi-faceted Approach", ITE Canada 2024 Annual Conference, June 2024, Hamilton, Canada
</div>
<div class="publication-item">
18. Sukhu, J. Yang, H., Abdulsattar, H., Razavi, S., (2024). "Connected and Autonomous Vehicle Networks: A Comparative Analysis of Vehicular Cloudification and Ad-Hoc Approaches for Freeway Mobility Management", the Canadian Society for Civil Engineering (CSCE) 2024 Annual Conference, Niagara Falls, Canada.
</div>
<div class="publication-item">
19. Mandlik, R., Razavi, S., Tighe, S., (2024). "Advancing Traffic Speed Prediction in Intelligent Transportation Systems: A Multi-Head Attention for Spatial-Temporal Graph Neural Network Approach", the Canadian Society for Civil Engineering (CSCE) 2024 Annual Conference, Niagara Falls, Canada.
</div>
<div class="publication-item">
20. Zhou, H., Razavi, S., (2024). "Enhancing Air Cargo Demand Forecasting Using Quantitative Data and the Long Short-Term Memory (LSTM) ", the Canadian Society for Civil Engineering (CSCE) 2024 Annual Conference, Niagara Falls, Canada.
</div>
<div class="publication-item">
21. Ma, Y., Hassini, E., Razavi, S., (2024). "A Data-driven Methodology for Identifying and Ranking Freight Bottlenecks", a poster presentation at the 2024 Transportation Research Board (TRB) Annual Meeting, Washington D.C., US.
</div>
<div class="publication-item">
22. Li, J., Yang, H., Razavi, S., Abdulsattar, H., Zhang, Z., (2024) "Advancing Non-Recurring Congestion Forecasting: A Novel Approach for Robust Multi-Step Spatio-Temporal Prediction", a poster presentation at the 2024 Transportation Research Board (TRB) Annual Meeting, Washington D.C., US.
</div>
<div class="publication-item">
23. Karbasi, A.H., Yang., H., Razavi, S., (2024). "Exploring the Impact of Traffic Signal Control and Connected and Automated Vehicles on Intersections Safety: A Deep Reinforcement Learning Approach", a poster presentation at the 2024 Transportation Research Board (TRB) Annual Meeting, Washington D.C., US.
</div>
<div class="publication-item">
24. Sukhu, J. Yang, H., Abdulsattar, H., Razavi, S., (2023). "Assessment of the Impact of Network Infrastructure Failure on Infrastructure-supported vs. Infrastructure-less V2X Systems", the proceeding of the IEEE 26th International Conference on Intelligent Transportation Systems (ITSC), Sep. 2023, Bilbao, Spain.
</div>
<div class="publication-item">
25. Filom, S., Razavi, S., (2023). "Application of Web3 and Blockchain Technology in Physical Internet-Based Synchromodal Freight Transportation", Poster presentation at the 9th International Physical Internet Conference, June 2023, Athens, Greece.
</div>
<div class="publication-item">
26. Mandlik, R., Tighe, S., Razavi, S. (2023). "Graph Neural Networks for Freight Transportation and Logistics Applications: A Comprehensive Review", the proceeding of the Canadian Transportation Research Forum Annual Conference (CTRF), May 2023, Toronto.
</div>
<div class="publication-item">
27. Filom, S., Razavi, S., (2023). "An LSTM deep learning framework for port demand prediction in Ontario ports" , the proceeding of the Canadian Transportation Research Forum Annual Conference (CTRF), May, 2023, Toronto.
</div>
<div class="publication-item">
28. Filom, S., Razavi, S., (2023). "Opportunities for Synchromodal Freight Transportation for US-Canada Transborder Trade in Great Lakes: Conceptualization and Descriptive Analysis", the proceeding of the Transportation Research Board (TRB) 2023 Annual Meeting, Jan. 2023.
</div>
<div class="publication-item">
29. Rasouli, R., Mohamed, M., Razavi, S., (2021). "Costs and Benefits of Shared Mobility in a Suburban Context: The Impact of Powertrain Technology", Canadian Transportation Research Forum Annual Conference (CTRF), May 2021, Online.
</div>
<div class="publication-item">
30. Hassan, H., Lauzon, M.R., Ferguson, M., Newbold, B., Vrkljan, B., Razavi, S. (2021) "Factors affecting older adults' satisfaction with their mobility options: A survey-based analysis" Presentation at the Transportation Research Board (TRB) 2021 Annual Meeting, Jan. 2021, Online.
</div>
<div class="publication-item">
31. Eskandar, S., Razavi, S., (2020). "Using Deep Learning for Assessment of Workers' Stress and Overload", the 37th International Symposium on Automation and Robotics in Construction (ISARC 2020), Oct. 2020, Online.
</div>
<div class="publication-item">
32. Hassan, H., Byrne, K., Ferguson, M., Vrkljan, B., Newbold, B., Razavi, S., (2020). "Older Canadians' Preferences, Challenges and Concerns to Use Current and Emerging Transportation Alternatives", Presentation at the Transportation Research Board (TRB) 2020 Annual Meeting, Washington. DC. , January 2020
</div>
<div class="publication-item">
33. Wang, J., Razavi, S., (2019). "Network-based Safety Leading Indicators for Safety Risk Analysis in Construction", the 63rd Human Factors and Ergonomics Society (HFES) International Annual Meeting, Oct. 28th-Nov. 1st, 2019, Seattle, Washington.
</div>
<div class="publication-item">
34. Du, S, Razavi, S., (2019). "Fault-Tolerant Variable Speed Limit Control for Freeway Work Zone", the 26th International Workshop on Intelligent Computing in Engineering (Eg-ICE 2019), June 30 – July 03, 2019, Louven, Belgium.
</div>
<div class="publication-item">
35. Eskandar, S., Wang, J., Razavi, S., (2019)."A Review of Social, Physiological, and Cognitive Factors Affecting Construction Safety", the 36th International Symposium on Automation and Robotics in Construction (ISARC 2019), May 21-24, 2019, Banff, Alberta.
</div>
<div class="publication-item">
36. Du, S., Razavi, S., (2019). "Freeway Work Zone Traffic State Estimation with Fault Diagnosis", 2019 European Conference on Computing in Construction, July 10-12, 2019, Chania, Greece.
</div>
<div class="publication-item">
37. Hassan, H., Faroogui, N., Ferguson, M., Razavi, S. (2019). "Examining Contributing Factors to Motorcycle Crashes using Matched Case-Control Logistic Regression", Presentation at the 2019 TRB Annual Meeting, Washington. DC.
</div>
<div class="publication-item">
38. Hassan, H., Ferguson, M., Razavi, S., Vrkljan B. (2018). "Factors that influence Older Canadians' Preferences for using Autonomous Vehicle Technology: A Structural Equation Analysis", Presentation at the 2019 TRB Annual Meeting, Washington, DC.
</div>
<div class="publication-item">
39. Hamilton, R., Seager, H., Divakarla, K., Emadi, A., Razavi, S. (2018). "Modeling and Simulation of an Autonomous-capable Electrified Vehicle: A Review", IEEE Electrical Power and Energy Conference, Toronto, Canada, Oct. 2018.
</div>
<div class="publication-item">
40. Genders, W., Razavi, S. (2018). "Evaluating reinforcement learning state representations for adaptive traffic signal control", the 9th International Conference on Ambient Systems, Networks and Technologies. Porto, Portugal, May 2018. <a href="https://doi.org/10.1016/j.procs.2018.04.008" class="text-blue-600 hover:underline" target="_blank">https://doi.org/10.1016/j.procs.2018.04.008</a>
</div>
<div class="publication-item">
41. Genders, W., Razavi, S. (2018). "Evaluating the Generalization of Actor-Critic Traffic Signal Control", poster presented at the 97th Transportation Research Board Annual Meeting (TRB), Jan. 2018, Washington. DC.
</div>
<div class="publication-item">
42. Du, S., Razavi, S., Genders, W. (2017). "Optimal Variable Speed Limit Control under Connected Work Zone and Connected Vehicle Environment", the 34th International Symposium on Automation and Robotics in Construction (ISARC 2017), June 28 – July 1, 2017, Taipei, Taiwan
</div>
<div class="publication-item">
43. Wang, J., Razavi, S., Brilakis, I. (2017). "A Comprehensive Spatio-Temporal Network-based Model for Dynamic Risk Analysis on Struck-by-Equipment Hazard", the 2017 International Workshop on Computing for Civil Engineering (IWCCE), June 2017, Seattle, WA, USA
</div>
<div class="publication-item">
44. Wang, J. and Razavi, S. (2017) "A Study on the Dynamic Safety Risk of Struck-by-Equipment Hazard: Risk analysis, Prediction and Safety Performance Evaluation" CSCE/CRC International Construction Specialty Conference, May 31-June 3, Vancouver, British Columbia.
</div>
<div class="publication-item">
45. Roofigari-Esfahan, N., Du, S., Anumba, C., Razavi, S.(2017), "Smart Tracking of Highway Construction Projects", the 2017 International Workshop on Computing for Civil Engineering (IWCCE), June 2017, Seattle, WA, USA
</div>
<div class="publication-item">
46. Genders, W., Wang, J., Razavi, S. (2016). "Smartphone Construction Safety Awareness System: A Cyber-Physical System Approach", the 16th International Conference on Computing in Civil and Building Engineering, July 2016, Osaka, Japan.
</div>
<div class="publication-item">
47. Wang, J., Razavi, S. (2016). "Time-Cuboid Model with Reduced False Alarms for Construction Safety", Construction Research Congress (CRC2016), San Juan, Puerto Rico, May 2016.
</div>
<div class="publication-item">
48. Wang, J., Du, S. and Razavi, S. (2016) "An Integrated INS-GPS-Raspberry Pi System Using the Time-Sphere Model for Real-Time Identification of Struck-by-Equipment Hazard." the 33rd International Symposium on Automation and Robotics in Construction, Alabama, US.
</div>
<div class="publication-item">
49. Roofigari-Esfahan, N., Attalla, M. Khurshid, K., Saeed, N., Huang, T., Razavi, S. (2016). "Employing Unmanned Aerial Vehicles to Enhance building Roof Inspection Practices: A Case Study", Proceeding of Canadian Society for Civil Engineering (CSCE) Conference, London, ON, Canada
</div>
<div class="publication-item">
50. Wang, J., Razavi, S.N. (2015). "Situational Awareness for Construction Safety Risks Management (SA4SR)", Poster Presentation at the Construction Industry Institute (CII) Annual Conference, Boston, MA, Aug 2015.
</div>
<div class="publication-item">
51. Roofigari-Esfahan, N., Wang, J., Razavi, S. (2015) "An Integrated Framework to Prevent Unsafe Proximity Hazards in Construction by Optimizing Spatio-Temporal Constraints". International Construction Specialty Conference (ICSC) of Canadian Society for Civil Engineering (CSCE) 2015, Vancouver, BC, Canada.
</div>
<div class="publication-item">
52. Roofigari-Esfahan, N. and Razavi, S. (2015) "Optimizing Linear Schedules: Congestion-Minimization Approach". International Construction Specialty Conference (ICSC) of Canadian Society for Civil Engineering (CSCE) 2015- Vancouver, BC, Canada.
</div>
<div class="publication-item">
53. Roofigari-Esfahan, N. and Razavi, S. (2015) "Scheduling Optimization of Linear Projects Considering Spatio-Temporal Constraints". International Construction Specialty Conference (ICSC) of Canadian Society for Civil Engineering (CSCE) 2015- Vancouver, BC, Canada.
</div>
<div class="publication-item">
54. Wang, J., Razavi, S. (2015). "An Unsafe Proximity Detection Model to Decrease False Alarms for Construction Applications", International Conference on Civil and Building Engineering Informatics (ICCBEI 2015), Tokyo, Japan.
</div>
<div class="publication-item">
55. Olia, A., Abdelgawad, H., Abdulhai, B., Razavi, S., (2015). "Traffic-Flow Characteristics of Cooperative vs. Autonomous Automated Vehicles", Transportation Research Board 94rd Annual Meeting. No. 15-3225
</div>
<div class="publication-item">
56. Divakarla, K., Nalakath, S., Drennan, M., Ahmed, R., Emadi, A.,Razavi S., (2015)., "Battery Characterization and State-of-Charge Prediction for Different Journey Conditions with the help of the Journey Mapping Concept", IEEE Industrial Electronics Society (IECON2015), Yokohama, Japan.
</div>
<div class="publication-item">
57. Divakarla, K., Emadi, A., Razavi, S., (2015). "Journey Mapping – A New Approach for Defining Vehicle Drive Cycles", the IEEE Transportation Electrification Conference (ITEC2015), Detroit, MI.
</div>
<div class="publication-item">
58. Olia, A., Abdelgawad, H., Abdulhai, B., Razavi S., (2014). "Assessing the Potential Benefits of Connected Vehicles: Mobility, Environmental, and Safety Perspectives", Proc. the 93th Transportation Research Board (TRB) Annual Meeting and Conference, 14(2348), Jan. 2014, Washington, DC.
</div>
<div class="publication-item">
59. Roofigari-Esfahan, N., Paez, N., Razavi, S., (2013). "Spatio-temporal Progress Estimation for Highway Construction", Proc. the ASCE Workshop on Computing in Civil Engineering, Los Angeles, US, June 23-25.
</div>
<div class="publication-item">
60. Roofigari-Esfahan, N., Razavi, (2013). "GIS-based Resource-Integrated Progress Tracking for Construction Projects using Spatio-Temporal Data", Proc. the Annual Conference of the Canadian Society for Civil Engineering, Montreal, May 29-June 1
</div>
<div class="publication-item">
61. Gender, W., Olia, A., Razavi, S., (2013). "Safety Impacts of V2V Communication in Construction Zones", Proc. The Annual Conference of the Canadian Society for Civil Engineering, Montreal, May 29-June
</div>
<div class="publication-item">
62. ElSayed, M., El-Dakhakhni, W., Razavi, S., Mekky, W., Tait, M., (2013). "Response of One-Way Reinforced Masonry Walls to Blast Loading", Proc. 12th Canadian Masonry Symposium, Vancouver, British Columbia, June 2-5.
</div>
<div class="publication-item">
63. Roofigari-Esfahan, N., Razavi, S., (2012). "Location-aware resource-driven scheduling", Proc. the Annual Conference of the Canadian Society for Civil Engineering (CSCE), Edmonton, Canada, June 6-9.
</div>
<div class="publication-item">
64. Olia, A., Izadpanah, P., Razavi, S., (2012). "Construction Work Zone Traffic Management using Connected Vehicle System", Proc. the Annual Conference of the Canadian Society for Civil Engineering (CSCE), Edmonton, Canada, June 6-9.
</div>
<div class="publication-item">
65. Linde, J., Tait, M., Razavi, S., (2012). "Influence of Shrinkage Reducing Agent on the Behaviour of Steel-Concrete-CFRP Composite Columns", Proc., the Annual Conference of the Canadian Society for Civil Engineering (CSCE), Edmonton, Canada, June 6-9.
</div>
<div class="publication-item">
66. Razavi, S.N., Montaser, A., Moselhi, O. (2011). "Applications of Zone-Specific Contextual Data Acquisition in Construction", Poster Presentation at the Construction Industry Institute (CII) Annual Conference, Chicago, IL, July 25-28.
</div>
<div class="publication-item">
67. Razavi, S.N., Moselhi, O. (2011). "Indoor Construction Location Sensing using Low Cost Passive RFID Tags", Proc., the Annual Conference of the Canadian Society for Civil Engineering (CSCE), Ottawa, Canada, June 14-17.
</div>
<div class="publication-item">
68. Jiao, B., Razavi, S.N., Moselhi, O. (2011). "Go/No-Go Decisions for BOT Projects.", Proc. Annual Conference of the Canadian Society for Civil Engineering (CSCE), Ottawa, Canada, June 14-17.
</div>
<div class="publication-item">
69. Duflos E., Vanheeghe P., Razavi, S.N., Haas C. (2010). "Belief Function-Based Algorithm for Material Detection and Tracking in Construction.", Proc., the International Workshop on Theory of Belief Functions, Brest, France, March 31-April 2.
</div>
<div class="publication-item">
70. Young, D., Nasir, H., Razavi, S.N., Haas, C., Goodrum, P., Caldas C. (2010). "Automated Materials Tracking and Locating: Impact Modelling and Estimation.", Proc., Construction Research Congress (CRC 2010), Banff, Alberta, 41-50.
</div>
<div class="publication-item">
71. Khaleghi, B., Razavi, S.N., Khamis, A., Karray, F. (2009). "Multisensor Data Fusion: Antecedents and Directions.", Proc., International Conference on Signals, Circuits and Systems, IEEE, Jerba, Tunisia, November 6-8.
</div>
<div class="publication-item">
72. Razavi, S.N., Haas, C. (2009). "A Data Fusion Model for Location Estimation in Construction.", Proc., International Symposium for Automation and Robotics in Construction (ISARC), Austin, Texas, June 24-27.
</div>
<div class="publication-item">
73. Razavi, S. N., Haas, C. T., Vanheeghe, P., and Duflos, E. (2009). "Real World Implementation of Belief Function Theory to Detect Dislocation of Materials in Construction.", Proc. 12th International Conference on Information Fusion, IEEE, Seattle, VA, 748-755
</div>
<div class="publication-item">
74. Young, D., Razavi, S.N., Nassir, H., Haas, C. (2009). "Automated Materials Tracking and Locating.", poster presentation at the Construction Industry Institute (CII) Annual Conference, Reno, Nevada, July 28-30.
</div>
<div class="publication-item">
75. Razavi, S.N., Haas, C. (2009). "Data Fusion for Improving Location Estimation and Movement Detection with Materials Tracking and Locating Technologies.", poster presentation at the 1st Canadian Graduate Students Colloquium on Computer–Assisted Construction Technologies, London, Ontario, June 18-19.
</div>
<div class="publication-item">
76. Razavi, S.N., Young, D., Nasir, H., Haas, C., Caldas, C., Goodrum, P. (2008). "Field Trial of Automated Materials Tracking in Construction.", Proc., the Annual Conference of the Canadian Society for Civil Engineering (CSCE) , Quebec, Canada, 3 1503-11.
</div>
<div class="publication-item">
77. Caron F., Razavi S.N., Song J., Haas C., Vanheeghe P., Duflos E., Caldas C. (2006). "Models for Locating RFID Nodes.", Proc., Joint International Conference on Computing and Decision Making in Civil and Building Engineering, Montreal, Canada, June 14-16.
</div>
<div class="publication-item">
78. Razavi, S.N., Caron, F., Song, J., Caldas, C., Haas, C. (2006). "Models for Locating RFID Nodes.", poster presentation at the Transportation Research Board (TRB) conference on RFID in Transportation, Washington D.C., October 17-18.
</div>
<div class="publication-item">
79. Barari L., Razavi S.N., Fathy M. (2005). "Video Shot Detection via Information Theory", Proc., International Conference on Information and Knowledge Technology (IKT 2005), Tehran, Iran, May 24-26.
</div>
<div class="publication-item">
80. Fathy, M., Farshad J.F., Razavi S.N., Sadat Hoseini S.M. (2003). "Traffic Monitoring System Using Moving Camera", Proc., National Conference on Image Processing and Machine Vision, Tehran, Iran, Feb.13-15.
</div>
<div class="publication-item">
81. Razavi, S.N., Fathy, M., (2002). "Qualitative Traffic Analysis using Image Processing and Time–Delayed Neural Network.", Proc., IEEE International Conference on Intelligent Transportation Systems, IEEE, Singapore, 3-6 Sep.
</div>
<div class="publication-item">
82. Razavi, S.N. (2010). "Data Fusion for Location Estimation in Construction.", Ph.D. Thesis, Department of civil and environmental engineering, University of Waterloo. Supervisor: Dr. Carl Haas, other committee members: Dr. Osama Moselhi, Dr. Fakhri Karray, Dr. Tarek Hegazi, and Dr. Susan Tighe.
</div>
<div class="publication-item">
83. Razavi, S.N. (2002). "Quantitative Analysis of Urban Traffic Using Image Processing and Time-Delayed Neural Networks.", M.Sc. Thesis, Department of Computer Engineering, Iran University of Science and Technology. Supervisor: Prof. Mahmood Fathy, other committee members: Dr. Jahed Motlagh, Dr. Mozayeni
</div>
<div class="publication-item">
84. Razavi, S.N., (1996). "Library Information Management System Using Barcode." B.Sc. Thesis, Department of Computer Engineering, Sharif University of Technology, Supervisor: Dr. Amir H. Jahangir.
</div>
<!-- Book Chapters -->
<div class="category-title">Book Chapters</div>
<div class="publication-item">
1. Eskandar, S., Wang, J., & Razavi, S. (PI). (2020). Human-in-the-Loop Cyber-Physical Systems for Construction Safety. In Cyber-Physical Systems in the Built Environment (pp. 161-173). Springer, Cham.
</div>
<div class="publication-item">
2. Roofigari-Esfahan, N., & Razavi, S. (PI). (2020). CPS-Based Approach to Improve Management of Heavy Construction Projects. In Cyber-Physical Systems in the Built Environment (pp. 89-105). Springer, Cham.
</div>
<div class="publication-item">
3. Robinson Fayek, A., Rankin J.H., Razavi, S., Thomas, R.T., (2013). Canada – Innovation through Collaboration, Book Chapter, International R&D Investment and Impact in Construction, Taylor & Francis
</div>
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