{"id":4053,"date":"2019-01-25T15:06:03","date_gmt":"2019-01-25T20:06:03","guid":{"rendered":"https:\/\/cecas.clemson.edu\/C2M2\/?page_id=4053"},"modified":"2025-05-29T20:44:31","modified_gmt":"2025-05-30T00:44:31","slug":"project-reports","status":"publish","type":"page","link":"https:\/\/cecas.clemson.edu\/C2M2\/project-reports\/","title":{"rendered":"Project Reports"},"content":{"rendered":"<p><strong>Safety and Health Impacts of Mobility Alternatives Technology Transfer<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Dimitra Michalaka, The Citadel<br \/>Co-Principal Investigator(s) \u2013 Kweku Brown, and William J. Davis, The Citadel<br \/>Sponsoring Organization \u2013 OST-R, The Citadel<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/C2M2_Project_Report_Safety-and-Health-Impacts-of-Mobility-Alternatives-Tech-Transfer_Final.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/C2M2_TechnologyTransfer_Safety-and-Health-Impacts-of-Mobility-Alternatives_Final.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Assessing Transportation Infrastructure Segments for Bike Suitability<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Dimitra Michalaka, The Citadel<br \/>Co-Principal Investigator(s) \u2013 Keweku Brown and William J. Davis, The Citadel; Nathan Huynh and Chun-Hsing Ho, University of Nebraska-Lincoln; Yuche Chen, University of South Carolina<br \/>Sponsoring Organization \u2013 OST-R, The Citadel, University of South Carolina<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/C2M2_Project_Report_Assessing-Bike-Suitability_v2_Final.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1YGXnpWVSApQuPLwOMe8KYRCDpL67w7oO?usp=sharing\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/C2M2_TechnologyTransfer_Assessing-Bike-Suitability_v2_Final.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Intelligent Asset Management for Improved Mobility: Technology Transfer for South Carolina<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Paul Ziehl, University of South Carolina<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College<br \/>Sponsoring Organization \u2013 OST-R, University of South Carolina, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Final_Project_Report_C2M2_Intelligent-Asset-Management-for-Improved-Mobility.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Data_Statement_C2M2_Intelligent-Asset-Management-for-Improved-Mobility.pdf\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Tech_Transfer_Report_C2M2_Intelligent-Asset-Management-for-Improved-Mobility.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>A Software Tool for Securing Deep Learning against Adversarial Attacks for CAVs<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Pierluigi Pisu, Clemson University<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert and Negash Begashaw, Benedict College<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Final_Project_Report_C2M2_A-Software-Tool-for-Securing-Deep-Learning-against-Adversarial-Attacks-for-CAVs.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Data-Availability-Statement_c2M2_A-Software-Tool-for-Securing-Deep-Learning-against-Adversarial-Attacks-for-CAVs.pdf\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Tech_Transfer_report_C2M2_A-Software-Tool-for-Securing-Deep-Learning-against-Adversarial-Attacks-for-CAVs.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>A Web-Based Tool for Cross Dock Trailer Scheduling<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 William Ferrell, Clemson University<br \/>Co-Principal Investigator(s) \u2013 Nathan Huynh, University of South Carolina<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, University of South Carolina<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Final_Project_Report_C2M2_A-Web-Based-Tool-for-Cross-Dock-Trailer-Scheduling.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Data_A-Web-Based-Tool-for-Cross-Dock-Trailer-Scheduling.zip\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Tech_Transfer_Report_C2M2_A-Web-Based-Tool-for-Cross-Dock-Trailer-Scheduling.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Improving Freight Transport Mobility and Efficiency via Synchronization<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Nathan Huynh, University of South Carolina<br \/>Co-Principal Investigator(s) \u2013 William Ferrell and Scott Mason, Clemson University<br \/>Sponsoring Organization \u2013 OST-R, University of South Carolina, Clemson University<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Final_Project_Report_C2M2_Improving-Freight-Transport-Mobility-and-Efficiency-via-Synchronization.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/data_C2M2-Porject-Freight-Transport-Mobility-and-Efficiency.zip\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Tech_Transfer_Report_C2M2_Improving-Freight-Transport-Mobility-and-Efficiency-via-Synchronization.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Assessing Potential of Bike Share Networks and Active Transportation to Improve Urban Mobility, Physical Activity and Public Health Outcomes in South Carolina<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 William Davis, The Citadel<br \/>Co-Principal Investigator(s) \u2013 Kweku Brown, The Citadel; Morgan Hughey, College of Charleston; Dimitra Michalaka and Daniel Bornstein, The Citadel; Nathan Hunyh and Andrew Kaczynski, University of South Carolina<br \/>Sponsoring Organization \u2013 OST-R, The Citadel, University of South Carolina<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Final_Report_C2M2_Assessing-Potential-of-Bike-Share-Networks-and-Active-Transportation-to-Improve-Urban-Mobility-Physical-Activity.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/zenodo.org\/records\/10637833?token=eyJhbGciOiJIUzUxMiJ9.eyJpZCI6IjI5NGUzMTliLTcyMGMtNDI2Mi04Y2Q0LTk4ZWFlYWM0MWQ2MSIsImRhdGEiOnt9LCJyYW5kb20iOiJkNTM1NTkwMTUyMjc1YTgyMmQ5OTY2YTJmNTQ4OGE1YiJ9.LsIHGuaAyp18jsE1izcppPsyyuGy2MgHbN6yoQAQKSJUmjGjE5tdAMrbxMoeuu-e1eKcAFs9xND1Hwgj24YLJg\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Tech_Transfer_C2M2_Assessing-Potential-of-Bike-Share-Networks-and-Active-Transportation-to-Improve-Urban-Mobility-Physical-Activity.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Deep Learning-Based Computer Vision Framework for Predicting Retroreflectivity of Road Signs<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Judith Mwakalonge, South Carolina State University (SCSU)<br \/>Co-Principal Investigator(s) \u2013\u00a0 Gurcan Comert, Benedict College; Saidi Siuhi, SCSU<br \/>Sponsoring Organization \u2013 OST-R, SCSU, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/C2M2-Final_-report_Deep-Learning-Based-Computer-Vision-Framework-for-Predicting-Retroreflectivity-of-Road-Signs.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/Data_Deep-Learning-Based-Computer-Vision-Framework-for-Predicting-Retroreflectivity-of-Road-Signs.zip\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/C2M2_TechnologyTransfer_Deep-Learning-Based-Computer-Vision-Framework-for-Predicting-Retroreflectivity-of-Road-Signs.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Intelligent River\u00ae Bridge Flood Monitoring System to Improve Transportation Mobility<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Christopher Post, Clemson University<br \/>Co-Principal Investigator(s) \u2013\u00a0 Jeff Allen and Elena Mikhailova, Clemson University; Gurcan Comert, Benedict College;<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/C2M2_Project_Report_cpost_Formatted_clean_updated.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/C2M2_Data_cpost.pdf\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/C2M2_TechnologyTransfer_cpost_updated.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Development of Transportation Air Quality Planning Tool for Transportation Agencies<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Yuche Chen, University of South Carolina<br \/>Co-Principal Investigator(s) \u2013\u00a0 Yu Qian, University of South Carolina (USC); Gurcan Comert, Benedict College; Xiwen Hao, USC<br \/>Sponsoring Organization \u2013 OST-R, University of South Carolina, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/C2M2_Project_Report_12172024_AM_clean_FINAL.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/C2M2-Report-Data_Map_12052024.pdf\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/05\/C2M2_TechnologyTransfer_12032024.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Quantum Artificial Intelligence-supported Trajectory Prediction for an Autonomous Truck Platoon<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Mashrur \u201cRonnie\u201d Chowdhury, Clemson University<br \/>Co-Principal Investigator(s) \u2013 \u00a0Gurcan Comert, Benedict College; Dimitra Michalaka, The Citadel; Judith Mwakalonge, SCSU; Nathan Huynh, USC; William J. Davis, The Citadel; Kweku Brown, The Citadel<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, Benedict College, The Citadel, South Carolina State University, University of South Carolina<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/03\/Final_Project_Report_Truck_Platooning_Published_Version.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1SmgrQaHxEalKOqiGZYyGdbIHsm2lIfHt?usp=sharing\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/03\/Final_Tech_Transfer_Report_Truck_Platooning_Published_Version.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Strategic Development of Graphical User Interface Tools for Enhancing Transportation Mobility Among Vulnerable Groups During Pandemics<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Yuche Chen, University of South Carolina<br \/>Co-Principal Investigator(s) \u2013 Xuanke Wu, Oak Ridge National Laboratory; Juan Caicedo and Yu Qian, University of South Carolina<br \/>Sponsoring Organization \u2013 OST-R, University of South Carolina<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/01\/C2M2_Strategic_Development_of_GUI_Final_Report.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/01\/C2M2_Strategic_Development_of_GUI_Data_Map.pdf\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2025\/01\/C2M2_Strategic_Development_of_GUI_Tech_Transfer.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Developing a Portable Railroad Crossing Monitoring System Based on Artificial Intelligence and Image Processing Technology<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Yu Qian, University of South Carolina<br \/>Co-Principal Investigator(s) \u2013 Yuche Chen and Dimitris Rizos, University of South Carolina; Gurcan Comert, Benedict College<br \/>Sponsoring Organization \u2013 OST-R, University of South Carolina, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/12\/Portable_Railroad_Revised-Report_Final_Published.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1_ls18Rbe4U3y5so8JyKDFtPcJJhR_z7k?usp=drive_link\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/12\/C2M2_TechnologyTransfer_Portable_Railroad_Final_Published-1.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Transfer of Technologies for Performance Degradation Prediction and Channel Switching in Vehicular Networks under Harsh Weather Conditions and Integration with State-of-the-Art Products<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Chin-Tser Huang, University of South Carolina<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Esmail Abuhdima, and Abdulmajid Mrebit, Benedict College; Pierluigi Pisu, Clemson University<br \/>Sponsoring Organization \u2013 OST-R, University of South Carolina, Clemson University, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/12\/C2M2_Project_Report_Transfer-of-Technologies_Final_Published.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/12\/Code.zip\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/12\/C2M2_TechnologyTransfer_Transfer-of-Technologies_Final_Publiished.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Transfer of Unmanned Aircraft Systems Technology to SCDOT for Enhanced Bridge Inspections<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Joseph M. Burgett, Clemson University<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/12\/C2M2_Project_Report_Transfer-of-Unmanned-Aircraft-Systems-Technology-to-SCDOT-for-Enhanced-Bridge-Inspections_FINAL_Published_Version.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/12\/Flight-Proficiency-Assessment.zip\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/12\/C2M2_TechnologyTransfer_Transfer-of-Unmanned-Aircraft-Systems-Technology-to-SCDOT-for-Enhanced-Bridge-Inspections_FINAL_Published_Version.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>A Statistical and Machine Learning Approach to Assess Contextual Complexity of the Driving Environment Using Autonomous Vehicle Data<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Jennifer Ogle, Clemson University<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert,\u00a0 and Vijay Bendigeri, Benedict College<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/06\/C2M2_FinalReport_Statistical-Machine-Learning-Approach-1.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/06\/C2M2-Report-Data_Map.docx\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/06\/C2M2_TechnologyTransfer_Statistical-Machine-Learning-Approach.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Building Smarter Cities via Intelligent Asset Management: South Carolina Case Study using IBM Maximo Application<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Paul Ziehl, University of South Carolina\u00a0<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College, Nathan Huynh, University of South Carolina <br \/>Sponsoring Organization \u2013 OST-R, University of South Carolina, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/04\/Smart-Cities-Final-Report.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/04\/Data-for-Smart-Cities.xlsx\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/04\/Smart-Cities-Technology-Transfer-Report.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Potential Reduction of Fatal Crashes in South Carolina due to Automated Vehicles<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Wayne Sarasua, Clemson University\u00a0<br \/>Co-Principal Investigator(s) \u2013 Dimitra Michalaka, William J. Davis and Kweku Brown, The Citadel; Pam Murray-Tuite and Jennifer Ogle, Clemson University <br \/>Sponsoring Organization \u2013 OST-R, Clemson University, The Citadel<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/03\/Fatal-Crash-Reduction-Final-Report-1.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/03\/data.zip\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/03\/TechnologyTransfer-fatal-crash-reduction.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Real-Time Decentralized Framework for Technology-Enabled Intermodal Freight Transport<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Nathan Huynh, University of South Carolina\u00a0<br \/>Co-Principal Investigator(s) \u2013 William Ferrell, Clemson University; Bhavya Padmanabhan<br \/>Sponsoring Organization \u2013 OST-R, University of South Carolina, Clemson University<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/02\/C2M2_Final_Project_Report_Decentralized_Intermodal_Freight.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/02\/Data.zip\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2024\/02\/C2M2_TechnologyTransfer_Decentralized_Intermodal_Freight.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Securing Deep Learning against Adversarial Attacks for Connected and Automated Vehicles<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Pierluigi Pisu, Clemson University\u00a0<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert and Negash Begashaw, Benedict College; Chuncheng Zhao<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/09\/Securing-Deep-Learning-against-Adversarial-Attacks-for-Connected-and-Automated-Vehicles-Report.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/file\/d\/17XrxtmkJ2uCAWHoPYOgBMbg6OBieWoAt\/view?usp=sharing\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/09\/C2M2_TechnologyTransfer_SecuringDL-Pisu.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Cloud Based Collaborative Road Surface Monitoring\u00a0using Deep Learning and Smartphones<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Yunyi Jia, Clemson University\u00a0<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College;\u00a0Akshatha Ramesh, Dhananjay Nikam, Venkat Narayanan Balachandran,\u00a0Longxiang Guo, Rongyao Wang, and Leo Hu <br \/>Sponsoring Organization \u2013 OST-R, Clemson University, Benedict College\u00a0<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/08\/C2M2_FinalReport_-Road-Surface-Monitoring.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"http:\/\/cecas.clemson.edu\/cral\/\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/08\/C2M2_TechnologyTransfer__-Road-Surface-Monitoring.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Multimodal-AI based Roadway Hazard Identification and\u00a0Warning using Onboard Smartphones with Cloud-based Fusion<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Yunyi Jia, Clemson University\u00a0<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College; Mayuresh Bhosale, Clemson University; Longxiang Guo; Leo Hu\u00a0<br \/>Sponsoring Organization \u2013 OST-R, Clemson University<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/08\/C2M2_FinalReport_-Hazard-identification.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"http:\/\/cecas.clemson.edu\/cral\/\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/08\/C2M2_TechnologyTransfer_-Hazard-Identification.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Data Fusion to Improve the Accuracy of Traffic Counts\u00a0<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Robert L. Mullen, The University of South Carolina<br \/>Co-Principal Investigator(s) \u2013 Nathan Huynh, The University of South Carolina; Gurcan Comert, Benedict College; Balaji Iyangar, Benedict College;<br \/>Sponsoring Organization \u2013 OST-R, The University of South Carolina, Clemson University\u00a0<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/07\/Data-Fusion-to-Improve-the-Accuracy-of-Traffic-Counts.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/github.com\/reek129\/C2m2.git\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/07\/Data-Fusion-to-Improve-the-Accuracy-of-Traffic-Counts_TechnologyTransfer.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>A Machine Learning-Assisted Framework for\u00a0Determination of Performance Degradation Causes\u00a0and Selection of Channel Switching Strategy in Vehicular Networks\u00a0<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Chin-Tser Huang, The University of South Carolina\u00a0<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College; Esmail Abuhdima, Benedict College; Pierluigi Pisu, Clemson University, Jian Liu, The University of South Carolina; Amirhossein Nazeri, Clemson University<br \/>Sponsoring Organization \u2013 OST-R, The University of South Carolina, Benedict College, Clemson University\u00a0<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/06\/C2M2_Project_Report_A-Machine-Learning-Assisted-Framework-for-Determination-of-Performance-Degradation-Causes-and-Selection-of-Channel-Switching-Strategy-in-Vehicular-Networks_SMK.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1QAilXLnZBbI2G_Ypmzdc2gwb3wrRL84u?usp=share_link\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/06\/C2M2_TechnologyTransfer_Weather.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Monitoring of Illegal Removal of Road Barricades using\u00a0Intelligent Transportation Systems in Connected and Non-Connected Environments <\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Judith L. Mwakalonge, South Carolina State University<br \/>Co-Principal Investigator(s) \u2013 Frank C. Ngeni, South Carolina State University; Gurcan Comert, Benedict College; Saidi Siuhi, South Carolina State University; Varghese Vaidyan, Dakota State University<br \/>Sponsoring Organization \u2013 OST-R, The University of South Carolina, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/03\/C2M2_Report-C2M2_Monitoring-of-Illegal-Removal-of-Road-Barricades-using-Intelligent-Transportation-Systems-in-Connected-and-Non-Connected-Environments-.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/03\/Data.Monitoring-of-Illegal-Removal-of-Road-Barricades-using-Intelligent-Transportation-Systems-in-Connected-and-Non-Connected-Environments.pdf\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/03\/Tech-Transfer.Monitoring-of-Illegal-Removal-of-Road-Barricades-using-Intelligent-Transportation-Systems-in-Connected-and-Non-Connected-Environments.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Digital Twins to Increase Mobility in Rural South Carolina<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Paul Ziehl, The University of South Carolina<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College; Mahmoud Bayat, The University of South Carolina<br \/>Sponsoring Organization \u2013 OST-R, The University of South Carolina, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/02\/C2M2_FinalReport_Digital-Twins-Ziehl-2.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/02\/Shared-data.xlsx\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/02\/C2M2_Digitatl-Twin-Tech-Transfer-.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Strategic Management of Limited Transportation Recourses to Support Mobility of Disadvantaged and Disabled Travelers during the COVID-19 Pandemic or Similar Situations<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Yu Qian, The University of South Carolina<br \/>Co-Principal Investigator(s) \u2013 Ye Liu, The University of South Carolina; Gurcan Comert, Benedict College; Negash Begashaw, Benedict College<br \/>Sponsoring Organization \u2013 OST-R, The University of South Carolina, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/01\/C2M2_FinalReport_USC-BC_Qian_Revised_1_4_2023-2.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/github.com\/sofinelye\/Fleet_management\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/01\/SeeWay-TechTransfer-.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Safe and Efficient E-Wayfinding (SeeWay) Assistive Navigation for the Visually Impaired<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Bing Li, Clemson University<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College; Johnell Brooks, Clemson University; Aries Arditi, Visibility Metrics LLC<br \/>Sponsoring Organization \u2013 OST-R, Benedict College, Clemson University<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/01\/C2M2_FinalReport_SeeWay.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/01\/SeeWay-Data-.pdf\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2023\/01\/SeeWay-TechTransfer-.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Modeling Impact of Weather Conditions on 5G Communication and Mitigation Measures on Control of Automated Intersections<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Gurcan Comert, Benedict College<br \/>Co-Principal Investigator(s) \u2013 Esmail Abuhdima, Benedict College; Chin Tser Huang, University of South Carolina; Pierluigi Pisu, Clemson University; Jian Liu, University of South Carolina; Chunheng Zhao, Clemson University<br \/>Sponsoring Organization \u2013 OST-R, Benedict College, University of South Carolina, Clemson University<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/12\/Modeling-Impact-of-Weather-Conditions-on-5G-Report-revised-12.6.22.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/github.com\/ericliujian\/ns3-mmwave-weather\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/12\/Modeling-Impact-of-Weather-Conditions-on-5G-Tech-Transfer-1.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Vision-based Navigation of Autonomous Vehicle In Roadway Environments With Unexpected Hazards (Foundational Project)<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Mashrur Chowdhury, Clemson University<br \/>Co-Principal Investigator(s) \u2013 Mhafuzul Isam, Clemson University; Hongda Li, Clemson University; Hongzin Hu, Clemson University<br \/>Sponsoring Organization \u2013 OST-R, Clemson University<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/11\/Final-C2M2-Project-Report-AV-Vision-based-Navigation.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1LOd4WNxX-SKCtEvDaaNzjZ1vzaqawxCL?usp=share_link\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/11\/Final-C2M2-Project-Report-AV-Vision-based-Navigation_TechnologyTransfer.pdf\">Download Technology Transfer Document\u00a0<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Framework for Accommodating Emerging Autonomous Vehicles<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Burak Eksioglu, University of Arkansas<br \/>Co-Principal Investigator(s) \u2013 Matthias Josef Al Schmid, Clemson University; Nathan Huynh, University of South Carolina; Gurcan Comert, Benedict College; Dahui Liu, Clemson University<br \/>Sponsoring Organization \u2013 OST-R, University of South Carolina, Benedict College, Clemson University<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/09\/C2M2_Final-Report_Platooning_Energy.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/09\/Data.pdf\">Download Data<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/09\/C2M2_Platooning-Project_TechnologyTransfer-1.pdf\">Download Technology Transfer Document<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Evaluation of Before and After Measures to Curb Distracted Walking<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Judith Mwakalonge, South Carolina State University<br \/>Co-Principal Investigator(s) \u2013 Jae Hong, South Carolina State University; Gurcan Comert, Benedict College\u00a0<br \/>Sponsoring Organization \u2013 OST-R, South Carolina State University, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/09\/Evaluation-of-Before-and-After-Measures-to-Curb-Distracted-Walking-Report.pdf\">Download Report<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/09\/Evaluation-of-Before-and-After-Measures-to-Curb-Data-.pdf\">Download Data (1)<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/09\/Evaluation-of-Before-and-After-Measures-to-Curb-Distracted-Walking-Data-2.pdf\">Download Data (2)<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/09\/Evaluation-of-Before-and-After-Measures-to-Curb-Tech-Transfer.pdf\">Download Technology Transfer Document<\/a><\/p>\r\n<hr \/>\r\n<p><strong>Unmanned Aircraft Systems Impact on Operational Efficiency and Connectivity <\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Joseph M. Burgett, Clemson University <br \/>Co-Principal Investigator(s) \u2013 Dennis Bausman, Clemson University; Gurcan Comert, Benedict College<br \/>Sponsoring Organization \u2013 OST-R, SCDOT, Benedict College<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3Ac347cd40-2592-4d56-b021-03f6ae399e67\"><strong>Download Report<\/strong><\/a>\u00a0<\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1EbwqFyJ_H0uelAabVBtMUM76hzcjXAY-?usp=sharing\"><strong>Download Data<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3A80440c76-4746-4452-90ea-737d59b46a31\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Enhanced DSRC Security<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Richard Brooks, Clemson University<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/04\/C2M2_Final-Report_DSRC-Security_Final.pdf\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/04\/Raw_Packet-Data.xlsx\" target=\"_blank\" rel=\"noopener\"><strong>Download Data<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2022\/03\/Final_TechnologyTransfer_DSRC_final-002.pdf\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Attribution Theory and Collisions at Intersections<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Judith Mwakalonge, South Carolina State University<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College; Saidi Siuhi, South Carolina State University<br \/>Sponsoring Organization \u2013 OST-R, South Carolina State University, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2021\/12\/Attribution-Theory-and-Collisions-at-Intersections-Final-Report.pdf\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2021\/12\/C2M2_Attribution-Theory-Project_DataDictionary.v3.pdf\"><strong>Download Data<\/strong>\u00a0<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2021\/12\/C2M2_Attribution-Theory-Project_TechnologyTransfer.v8.pdf\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Tool to Assess Effectiveness of Intermodal Facility Location and Carrier Collaboration<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Nathan Huyhn, University of South Carolina<br \/>Co-Principal Investigator(s) \u2013 William Ferrell, Clemosn University<br \/>Sponsoring Organization \u2013 OST-R, University of South Carolina, Clemson University<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2021\/08\/Tool-to-Assess-Effectiveness-of-Intermodal-Facility-Location-and-Carrier-Collaboration_C2M2-Final-Report-2021.pdf\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1Iri1zEgHq6w3x-sJOnYC2EvLsnYlNFFe?usp=sharing\"><strong>Download Data<\/strong>\u00a0<\/a><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2021\/10\/Tool-to-Assess-Effectiveness-Technology-Transfer-Report.pdf\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Assessment of Autonomous Vehicle Sharing for Evacuation and Disaster Relief<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Pamela Murray &#8211; Tuite, Clemson University\u00a0<br \/>Co-Principal Investigator(s) \u2013 Nathan Huynh, Univerisity of South Carolina; Gurcan Comert, Benedict College<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, University of South Carolina, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2021\/05\/Assessment-of-Autonomous-Vehicle-Sharing-for-Evacutation-and-Disaster-Relief-Final-Report_Clean.pdf\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1rG01mAOyuLSR95OADOnn4nA_8DH3mrq-?usp=sharing\"><strong>Download Data<\/strong><\/a>*\u00a0<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2021\/06\/Assessment-of-Autonomous-Vehicle-Sharing-for-Evacutation...-Technology-Transfer.pdf\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<p>*Additional data available upon request<\/p>\r\n<hr \/>\r\n<p><strong>Detection of False Data Injection Attack in Connected Vehicles via Cloud-based Sandboxing Final<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Pierluigi Pisu, Clemson University (ICAR)<br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, Benedict College<\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2021\/05\/Security-of-Connected-Vehicles-via-Sandboxing-against-False-Data-Injection-Attack-Final-Report.pdf\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><strong><a href=\"https:\/\/drive.google.com\/file\/d\/1QMJmDUAR4U8Gqzn0YBTlh3nZHmciN7L2\/view?usp=sharing\">Download Data<\/a><\/strong><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2021\/05\/Security-of-Connected-Vehicles-via-Sandboxing-against-False-Data-Injection-Attack-Technology-Transfer.pdf\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Intelligent Camera Aided Railway Emergency System (i-CARES)<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Yu Qian, University of South Carolina <br \/>Co-Principal Investigator(s) \u2013 Yi Wang, University of South Carolina; Dimitris Rizos, University of South Carolina<br \/>Sponsoring Organization \u2013 OST-R, University of South Carolina<\/p>\r\n<p><strong><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2021\/02\/Intelligent-Camera-Aided-Railway-Emergency-System_C2M2-Final-Report.pdf\">Download Report<\/a><\/strong><\/p>\r\n<p><strong>Download Data &#8211; Available upon request<\/strong><\/p>\r\n<p><a href=\"https:\/\/cecas.clemson.edu\/C2M2\/wp-content\/uploads\/2021\/02\/Intelligent-Camera-Aided-Railway-Emergency-System_C2M2_TechnologyTransfer.pdf\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Data-driven Multimodal Transportation Energy Consumption Prediction and Analysis Framework for Sustainable Transit and Transportation Planning<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Yuche Chen, University of South Carolina <br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College; Nathan Huynh, University of South Carolina<br \/>Sponsoring Organization \u2013 OST-R, University of South Carolina, Benedict College<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn:aaid:scds:US:8117993e-7509-4f50-82a2-a32b1c4752c7\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/github.com\/chen-uofsc\/MachineLearning_EmissionModel\"><strong>Download Data<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn:aaid:scds:US:c327f906-1be2-4733-99f3-86e750ecc56c\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<p><\/p>\r\n<hr \/>\r\n<p><strong>Real \u2013 Time and Secure Analysis of Pedestrian Data for Connected Vehicles\u00a0CVs<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Amy Apon, Clemson University <br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College; Mashrur Chowdhury, Clemson University<br \/>Sponsoring Organization \u2013 OST-R, Benedict College, Clemson University<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn:aaid:scds:US:2248dfbd-9928-4536-93e8-280d8cfa6ce2\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1XA0hOfjvIb1l29rvkbUnwjN6kMj12KaD?usp=sharing\"><strong>Download Data<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn:aaid:scds:US:d71d85ac-19fc-4a7b-9a18-eaa9199a12f0\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Uncertainty Quantification of Cyber Attacks on Connected Vehicles and Infrastructure<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Jim Martin, Clemson University <br \/>Co-Principal Investigator(s) \u2013 Gurcan Comert, Benedict College<br \/>Sponsoring Organization \u2013 OST-R, Benedict College, Clemson University<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn:aaid:scds:US:4ef42061-65de-4541-9b61-afc563612ba1\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1oGL4BbJIZRVCGI8yfVWDGFGta0twRt0l?usp=sharing\"><strong>Download Data<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn:aaid:scds:US:3591e678-c810-485f-8c05-ce8eadc1d1bb\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Assessment of Safety Benefits of Technologies to Reduce Pedestrian Crossing Fatalities at Midblock Locations<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Jennifer Ogle, Clemson University <br \/>Co-Principal Investigator(s) \u2013 Mashrur Chowdhury, Clemson University; Dimitra Michalaka, The Citadel; Kweku Brown, The Citadel; Judith Mwakalonge, SCSU<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, SCSU, The Citadel<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn:aaid:scds:US:525cef95-a33a-4286-a0e2-51db0b8ca3c2\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1PB2UALX6h79wgwmYLI1sxsS_OUWCpxvl?usp=sharing\"><strong>Download Data<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn:aaid:scds:US:86c9d619-644d-4c0c-8916-7575e9f31f6a\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Adaptive Signal Control Algorithms for Connected Vehicles<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Gurcan Comert, Benedict College<br \/>Co-Principal Investigator(s) \u2013 Mashrur Chowdhury, Clemson University<br \/>Sponsoring Organization \u2013 OST-R, Benedict College, Clemson University<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3A944b9d3d-2d02-4e8b-93c6-059db5cf7344\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/open?id=1kKXFe8iKdi88kTplpSMVt9Fo_wZHXala\"><strong>Download Data<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3A80e1550c-e813-4e50-a1af-388985e6c0e4\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Active Traffic Monitoring through Camera Networks with Automatic Camera Calibration for Pan \u2013 Tilt \u2013 Zoom Cameras<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Wayne Sarasua, Clemson University <br \/>Co-Principal Investigator(s) \u2013 Kweku Brown, The Citadel; William J. Davis, The Citadel; Dimitra Michalaka, The Citadel<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, The Citadel<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/review?uri=urn%3Aaaid%3Ascds%3AUS%3A95dea8aa-cac7-44dd-9584-b39b3e3b36f1\"><strong>Download Report<\/strong><\/a>\u00a0<\/p>\r\n<p><strong><a href=\"c2m2@clemson.edu\">Download Data<\/a> &#8211; Available upon request<\/strong><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/review?uri=urn%3Aaaid%3Ascds%3AUS%3A95d09104-ff6c-48f9-ba27-f46f5330dc66\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Impact of Transportation on Air Quality at Elementary and Middle Schools in South Carolina<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Gurcan Comert, Benedict College<br \/>Co-Principal Investigator(s) \u2013 Samuel Darko, Benedict College; Nathan Huynh, USC<br \/>Sponsoring Organization \u2013 OST-R, Benedict College, USC<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3A80b30bf3-f671-453e-a140-4b177558edc7\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/u\/1\/folders\/1e5tDTHBK2okMxYbyz-FwdpFYUwtbF_gY\"><strong>Download Data<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3Ac2040dd3-0b7e-4c4b-bb8b-2c2a5db172d0\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Infrastructure and Policy Needs for Personal Electric Mobility Devices in the Connected Vehicle World<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Judith Mwakalonge, South Carolina State University <br \/>Co-Principal Investigator(s) \u2013 Mashrur Chowdhury, Clemson University; Jae Dong Hong, SCSU<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, SCSU<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3Ae10df01c-caa4-4745-9669-d094637a44fd\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/u\/1\/folders\/13S-D-5oZsq5EPEtnlVHNghg5oI5vRd0H\"><strong>Download Data<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3Ae100dd8c-951e-4bbb-80ee-eea9157a5675\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Assessing the Experience of Providers and Users of Transportation Network Company Ridersharing Services<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Eric Morris, Clemson University <br \/>Co-Principal Investigator(s) \u2013 Mashrur Chowdhury, Clemson University; Sakib Khan, Clemson University; Judith Mwakalonge, SCSU<br \/>Sponsoring Organization \u2013 OST-R, Clemson University, SCSU<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3Ac6acf132-15c5-4b0e-b9af-82f8f9098b51\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1FhNZYNjbW5osbpwr5uHJsvSOyqWPLZPm?usp=sharing\"><strong>Download Data<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3Ae4cae4cd-7b07-4a01-8324-3cf90523eec6\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Development of a Tool to Assess Effectiveness of Intermodal Facility Locations and Designs<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Nathan Huynh, University of South Carolina <br \/>Co-Principal Investigator(s) \u2013 William Ferrell, Clemson University<br \/>Sponsoring Organization \u2013 OST-R, USC, Clemson University<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3Ab3d88bf2-73de-4011-b10c-9e29cd23308c\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1YSqGC38JEw2ALpJrMORLo_xZjDZ0xxfW?usp=sharing\"><strong>Download Data<\/strong><\/a>\u00a0<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3A7522d195-d344-44a0-873e-6f5c198648e0\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Real Time Classification of Vehicle Types and Modes using Image Analysis and Data Fusion<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Robert Mullen, University of South Carolina<br \/>Co-Principal Investigator(s) \u2013 Nathan Huynh, University of South Carolina<br \/>Sponsoring Organization \u2013 OST-R, USC, Clemson University<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3Ac07f8b9b-9032-4932-80af-0a440225a5be\"><strong>Download Report<\/strong>\u00a0<\/a><\/p>\r\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1COqJm5O70x8Jr79j7pfjM8zSW3PqYQvK?usp=sharing\"><strong>Download Data<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3Afb38e2a9-0d09-4b5b-b417-f47d155ab4b9\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Railway Right of Way Monitoring and Early Warning System (RailMEWS) Based on Satellite and Aerial Imagery<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Dimitris Rizos, University of South Carolina<br \/>Co-Principal Investigator(s) \u2013 Robert Mullen, University of South Carolina<br \/>Sponsoring Organization \u2013 OST-R, USC, Clemson University<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3A614cbae4-709b-4190-9f3c-c0c1c8de8dee\"><strong>Download Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3A5a6955e4-a5a6-4d79-882f-0b53a79e0f24\"><strong>Download Data<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3Aedc622d8-df80-4d48-aa32-48070faeec46\"><strong>Download Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>\r\n<p><strong>Improved Resiliency of Transportation Networks through Connected Mobility<\/strong><\/p>\r\n<p>Lead Principal Investigator \u2013 Paul Ziehl, University of South Carolina<br \/>Co-Principal Investigator(s) \u2013 Robert Mullen, University of South Carolina; Weichiang Pang, Clemson University<br \/>Sponsoring Organization \u2013 OST-R, USC, Clemson University<\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3Acec509df-6be5-485f-a31d-ee2f28f797c6\"><strong>D<\/strong><strong>ownload Report<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3Ac16a153b-55ba-4abc-bc0d-5ebe1984d911\"><strong>Download Data<\/strong><\/a><\/p>\r\n<p><a href=\"https:\/\/documentcloud.adobe.com\/link\/track?uri=urn%3Aaaid%3Ascds%3AUS%3Aa05dd24a-5747-4584-abfa-0405ccdd68c2\"><strong>D<\/strong><strong>ownload Technology Transfer Document<\/strong><\/a><\/p>\r\n<hr \/>","protected":false},"excerpt":{"rendered":"<p>Safety and Health Impacts of Mobility Alternatives Technology Transfer Lead Principal Investigator \u2013 Dimitra Michalaka, The CitadelCo-Principal Investigator(s) \u2013 Kweku Brown, and William J. Davis, The CitadelSponsoring Organization \u2013 OST-R, The Citadel Download Report Download Technology Transfer Document\u00a0 Assessing Transportation&#8230; <a href=\"https:\/\/cecas.clemson.edu\/C2M2\/project-reports\/\" class=\"readmore\">Read more<span class=\"screen-reader-text\">Project Reports<\/span><span class=\"fa fa-angle-double-right\" aria-hidden=\"true\"><\/span><\/a><\/p>\n","protected":false},"author":17,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-4053","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/cecas.clemson.edu\/C2M2\/wp-json\/wp\/v2\/pages\/4053","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cecas.clemson.edu\/C2M2\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cecas.clemson.edu\/C2M2\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cecas.clemson.edu\/C2M2\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/cecas.clemson.edu\/C2M2\/wp-json\/wp\/v2\/comments?post=4053"}],"version-history":[{"count":110,"href":"https:\/\/cecas.clemson.edu\/C2M2\/wp-json\/wp\/v2\/pages\/4053\/revisions"}],"predecessor-version":[{"id":9538,"href":"https:\/\/cecas.clemson.edu\/C2M2\/wp-json\/wp\/v2\/pages\/4053\/revisions\/9538"}],"wp:attachment":[{"href":"https:\/\/cecas.clemson.edu\/C2M2\/wp-json\/wp\/v2\/media?parent=4053"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}