Graduate Seminars
CAMMSE INES Ph.D. research assistant Mr. Zhen Chen made a presentation titled “Developing a systematic approach to modeling travel time reliability at the arterial level” on November 09, 2017 at 10-11am in EPIC CEE Conference Room 3344.
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CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Connected and autonomous vehicle” on November 30, 2017 at 10-11am in EPIC CEE Conference Room 3344. |
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| CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Evaluating the Potential Use of Crowdsourced Bicycle Data in North Carolina” on December 07, 2017 at 10-11am in EPIC CEE Conference Room 3344. | ||||||||||||||
| CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “Assessing Public Transit Equity — some literature findings” on January 11, 2018 at 10-11am at EPIC CEE Conference Room 3344. | ||||||||||||||
| CAMMSE INES Ph.D. research assistant Mr. Miao Yu made a presentation titled “Accessibility impact of future high speed rail corridor on the Atlanta piedmont megaregion” on January 25, 2018 at 10-11am in EPIC CEE Conference Room 3344. | ||||||||||||||
CAMMSE INES Ph.D. research assistant Mr. Zhen Chen made a presentation titled “Extracting bus transit destination information using smart card transaction data” on February 01, 2018 at 10-11am in EPIC CEE Conference Room 3344. |
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CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Impact of connected and automated vehicles on freeway capacity – literature review” on February 08, 2018 at 10-11am in EPIC CEE Conference Room 3344. |
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| CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “USDOT Research Project：Evaluating the Potential Use of Crowdsourced Bicycle Data in North Carolina – Task 1 Literature Review” on February 15, 2018 at 10-11am in EPIC CEE Conference Room 3344.  |
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CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “Household Activity Based Model — A brief introduction and HAPP model” on February 22, 2018 at 10-11am in EPIC CEE Conference Room 3344. |
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| CAMMSE INES Ph.D. research assistant Mr. Miao Yu made a presentation titled “VISSIM & Connected and Autonomous Vehicles” on March 01, 2018 at 10-11am in EPIC CEE Conference Room 3344. | ||||||||||||||
CAMMSE INES Ph.D. research assistant Mr. Zhen Chen made a presentation titled “Weather data in travel time reliability analysis” on March 15, 2018 at 10-11am in EPIC CEE Conference Room 3344. |
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CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Impact of Connected and Automated Vehicles on Freeway Capacity — Identify Potential Freeway Segments” on March 21, 2018 at 10-11am in EPIC CEE Conference Room 3344. |
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CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Crowdsourced Bicycle Data Collected from Strava” on March 29, 2018 at 10-11am in EPIC CEE Conference Room 3344. |
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| CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “USING GTFS to assess transit equity – Collecting Data And Brief Introduction to Methodology” on April 05, 2018 at 10-11am in EPIC CEE Conference Room 3344. | ||||||||||||||
| CAMMSE INES Ph.D. research assistant Mr. Miao Yu made a presentation titled “VISSIM COM Programming in MATLAB” on April 11, 2018 at 10-11am in EPIC CEE Conference Room 3344. | ||||||||||||||
| CAMMSE INES Ph.D. research assistant Mr. Zhen Chen made a presentation titled “Modeling Travel Time Reliability (step 1)” on April 18, 2018 at 10-11am in EPIC CEE Conference Room 3344. | ||||||||||||||
| CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Impact of Connected and Automated Vehicles on Freeway Capacity – Design Simulation Scenarios” on April 26, 2018 at 10-11am in EPIC CEE Conference Room 3344. | ||||||||||||||
| CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Modeling Cycling Route Choice with Expanded Path Size Logit Model” on May 09, 2018 at 10-11am in EPIC CEE Conference Room 3344. | ||||||||||||||
| CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “USING GTFS TO ASSESS TRANSIT EQUITY – Data Assembling and Methodology Explanations” on August 22, 2018 at 9-10am in EPIC CEE Conference Room 3344. | ||||||||||||||
| CAMMSE INES Ph.D. research assistant Mr. Miao Yu made a presentation titled “Optimal Variable Speed Limit in a CAV Environment” on August 29, 2018 at 9-10am in EPIC CEE Conference Room 3344. | ||||||||||||||
| CAMMSE INES Ph.D. research assistant Mr. Zhen Chen made a presentation titled “Long-term Travel Time Reliability Analysis” on September 5, 2018 at 9-10am in EPIC CEE Conference Room 3344. | ||||||||||||||
| CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Impact of Connected and Automated Vehicles on Freeway Capacity – Numerical Results” on September 12, 2018 at 9-10am in EPIC CEE Conference Room 3344. | ||||||||||||||
| CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Modeling Bicycle Volume with Strava Data: Data Processing and Result Analysis” on September 19, 2018 at 9-10am in EPIC CEE Conference Room 3344. |
| CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “USING GTFS TO ASSESS TRANSIT EQUITY – Case Study and Numerical Results” on September 26, 2018 at 9-10am in EPIC CEE Conference Room 3344. |
| CAMMSE INES Ph.D. research assistant Mr. Miao Yu made a presentation titled “Integrated Connected Autonomous Vehicles Platooning and Optimal Variable Speed Limit Control on Freeways” on October 03, 2018 at 9-10am in EPIC CEE Conference Room 3344. |
| CAMMSE INES Ph.D. research assistant Mr. Zhen Chen made a presentation titled “Travel Time Reliability Prediction” on October 10, 2018 at 9-10am in EPIC CEE Conference Room 3344. |
| CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Impact of Connected and Automated Vehicles on Freeway Capacity — Calibration” on October 17, 2018 at 9-10am in EPIC CEE Conference Room 3344. |
| CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Modeling Strava Users’ Cycling Route Segment Choice” on October 31, 2018 at 9-10am in EPIC CEE Conference Room 3366. |
| CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “Using General Transit Feed Specification (GTFS) Data as a Basis for Evaluating and Improving Public Transit Equity” on November 7, 2018 at 9-10am in EPIC CEE Conference Room 3344. |
| CAMMSE INES Ph.D. research assistant Mr. Miao Yu made a presentation titled “Research on the Impacts of Connected and Autonomous Vehicles (CAVs) on Traffic Flow” on November 14, 2018 at 9-10am in EPIC CEE Conference Room 3366. |
| CAMMSE INES Ph.D. research assistant Mr. Zhen Chen made a presentation titled “Latent Class Model For Crash Severity Analysis” on November 28, 2018 at 9-10am in EPIC CEE Conference Room 3344. |
| CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Fitting a Partial Proportional Odds Model Using SAS” on December 5, 2018 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Bicyclist Injury Severity Analysis: Model comparison” on December 12, 2018 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “A Brief Overview of Next Generation Simulation (NGSIM) Vehicle Trajectories and Supporting Data” on January 23, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Zhen Chen made a presentation titled “Simple Machine Learning and K-NN Algorithm” on January 30, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Deep Leaning” on February 6, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Geospatial and Machine Learning Techniques for Wicked Social Science Problems: Analysis of Crash Severity on a Regional Highway Corridor” on February 13, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “Artificial neural network (ANN) and traffic crash Analysis” on February 20, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Introduction to tree-based machine learing methods” on February 27, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Zhen Chen made a presentation titled “Machine Learning methodology: Extreme gradient boosting (XGBoost)” on March 13, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Dimensionality Reduction Algorithms” on March 20, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Generalized Ordered Outcome Models for Crash Injury Severity Analysis” on March 27, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “Latent Class Analysis Using SAS and R – A Brief Introduction” on April 3, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Resample Methods in Machine Learning” on April 10, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Zhen Chen made a presentation titled “Tuning Parameters in XGBoost Model” on April 17, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Cluster Analysis” on April 24, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “The Role of Intersection and Street Design on Severity of Bicycle-motor Vehicle Crashes” on May 8, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “Latent Tree Analysis (LTA) : A Brief Introduction” on August 21, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Topics about the Statistic Inferences and Applied Regression Analysis” on August 28, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Zhen Chen made a presentation titled “Travel Time Prediction Using XGBoost Model” on September 4, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Bicycle Volume: Counting Machine Validation & Correction, Estimating & Forecasting, and Analysis of Injury Risk: an Upcoming NCDOT Research Project” on September 11, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Temporal Instability and Latent Transition Analysis” on September 18, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “Optimizing Transit Equity and Accessibility by Integrating Relevant GTFS Data Performance Metrics (TGI)” on September 25, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Topics about Travel Time Prediction” on October 9, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Zhen Chen made a presentation titled “Use of Multisensor Data in Modeling Freeway Travel Time: Variability Analysis and Prediction” on October 16, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Car Following Models – Modelling Vehicle Driving Behavior” on October 23, 2019 at 9-10am in EPIC CEE Conference Room 3344.CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Mapping Cyclist Activity and Injury Risk with Smartphone Crowdsourced Data and Bicycle Counts” on October 30, 2019 at 9-10am in EPIC CEE Conference Room 3344.
CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “Overview of Ensemble Learning Methods” on November 13, 2019 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “The Distributions and Basic Theory Review of Discrete Choice Models” on November 20, 2019 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Zhen Chen made a presentation titled “Transportation Job Seeking: Sources and Techniques” on December 4, 2019 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Analyzing Injury Severity of Rear-End Crashes involving Large Trucks Using a Mixed Logit Model: A Case Study in North Carolina” on January 8, 2020 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Bicycle Safety Analysis at Intersections Based on Strava Data” on January 22, 2020 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “Bi-Level Optimization of Long-Term Highway Work Zone Scheduling Considering Elastic Demand” on January 29, 2020 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “The Performance Comparison of Machine Learning Algorithms for Travel Time Forecasting” on February 5, 2020 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Car Following Model for Simulation-Based Connected and Automated Vehicle: from IDM to MIXIC” on February 12, 2020 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “Literature Review on Modeling Connected and Autonomous Vehicles at Intersections” on February 19, 2020 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Vehicle Trajectory Prediction Using Machine Learning Methods – Literature Review” on February 26, 2020 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Modeling Bicyclist Injury Severity in Bicycle-motor Vehicle Crashes Occurred in Urban and Rural Areas: A Mixed Logit Analysis” on March 11, 2020 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “A Day of Week and Time of Day Analysis of Pedestrian-Involved Crashes in North Carolina: A Preliminary Result” on March 18, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Modeling Pedestrian-Vehicle Collision Severity Based on Multinomial Logit Models” on March 25, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Coordination of Connected and Automated Vehicles at Intersections: Optimization Methods for Centralized Control” on April 1, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “Modeling Cooperative Adaptive Cruise Control (CACC) Vehicles” on April 8, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “NGSIM Datasets and Applications in Trajectory Prediction” on April 15, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Investigating Cycling Behaviour Considering Different Temporal Characteristics Using Crowdsourced Bicycle Data” on April 22, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “Applications of Major Boosting (Machine Learning) Methods in Pedestrian Injury Severity Data Analysis” on April 29, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Pedestrians Injury Severity Analysis with Mixed-logit Models at Intersections and Non-intersection Locations” on May 6, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “An Introduction to Open Source Traffic Simulation Platforms” on May 13, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “Exploring underlying Factors in Cyclists’ Crashes at Intersections – A Preliminary Analysis with Association Rules” on May 20, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE all INES Ph.D. research assistants made a presentation titled “My recent research progress and plans” on July 8, 2020 at 10-11am remotely via Webex due to the coronavirus outbreak. CAMMSE all INES Ph.D. research assistants made a presentation titled “My recent research progress and plans” on August 12, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Yang Li made a presentation titled “Emerging Hotspot & XGBoost for Analyzing Pedestrian Severities – A Brief Result Presentation Based on a Case Study Conducted In NC” on September 9, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Bicyclist Injury Risk Analysis” on September 16, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Pengfei Liu made a presentation titled “Trajectory Optimization of CAVs at Signalized Intersections” on September 23, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Travel Time Forecasting: Comprehensive Numerical Results” on September 30, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Intelligent Traffic Light Simulation: Basic Knowledge of the Deep Reinforcement Learning Approach” on October 7, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “Trajectory Optimization for Connected and Autonomouss Vehicles at Intersections” on October 14, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE all INES Ph.D. research assistants helped conduct dry runs of the Zoom tech support for the “2020 THIRD ANNUAL CAMMSE VIRTUAL RESEARCH SYMPOSIUM” (which is to be held November 5-6, 2020) on October 21, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Ms. Zijing Lin made a presentation titled “Job Search and Interview Preparation in the Academic Field” on October 28, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Travel Time Forecasting: Future Research Directions” on November 11, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “A Simple Case Study on the Traffic Light Controlled by DQN Technology” on November 18, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “An Introduction to Platooning Behaviors of Connected and Autonomous Vehicles” on November 25, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Travel Time forecasting Research” on December 2, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Impacts of Connected and Automated Vehicles at Intersections” on December 9, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “A Review of Research Studies on Superstreets” on December 16, 2020 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Travel Time Prediction Using the LSTM Method” on January 20, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “A Simple Case Study on the Application of Deep Neural Network Models” on January 27, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “A Literature Review on Performances of CAVs at Alternative Intersection and Current Research Status” on February 3, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Travel Time Prediction: Comparison of Machine Learning Methods” on February 17, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Impacts of CAVs on Transfer-based DQN Controlled Signal Intersections” on February 24, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “Platooning and Trajectory Planning of CAVs at Superstreets” on March 3, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Impacts of CAVs on Transfer-Based DQN Controlled Signal Intersections: Insights from Mixed Traffic and Information Levels (Part 2)” on March 10, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Travel Time Prediction on a Freeway Corridor: a Dynamic Information Fusion Model based on the Machine Learning Approach” on March 17, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “Optimal Controls for Trajectory Planning” on March 24, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “A Comparative Analysis of Short-Range Travel Time Prediction Methods based on the Machine Learning Approach” on March 31, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Identify Potential Intersections and Design Scenarios for CAV Simulation” on April 7, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “Optimal Control for Trajectory Planning: The Hanmiltonian Function and Pontryagin Maximum Principle” on April 14, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Discussion on Reinforcement Learning Controlled Variable Speed Limit” on April 21, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “A Comparative Analysis of Ensemble Learning Approaches” on April 28, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “Current Research Status on Trajectory Planning” on May 5, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Differential variable speed limits control via DRL” on May 12, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE Research Group Recent Progress Meeting was held on June 25, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE Research Group Recent Progress Meeting was held on July 21, 2021 at 9-10am remotely via Webex due to the coronavirus outbreak. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Impacts of Mixed Traffic on Transfer-based DQN Controlled Signal Intersection” on August 25, 2021 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “An Introdutction of SUMO and the Performance of CAVs in Superstreet Considering Platooning” on September 1, 2021 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Travel Time Forecasting on a Freeway Corridor: a Dynamic Information Fusion Model based on Long Short-Term Neural Network with Attention Mechanism” on September 8, 2021 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Intersection Capacity Analysis under Different MPRs of CAVs” on September 15, 2021 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “Trajectory Planning of CAVs and Preliminary Performance Analysis in Superstreets” on September 22, 2021 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “A Comprehensive Analysis of LSTM and Attention Mechanism Approach” on September 29, 2021 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Impacts of Connected and Automated Vehicles on Deep Reinforcement Learning Controlled Intersection Systems” on October 6, 2021 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “The Impact of Connected and Autonomous Vehicles (CAVs) on the Performance of Superstreets” on October 13, 2021 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Ms. Yang Zhao made a presentation titled “Lane Changing Model and Local Obstacle Avoidance Algorithm” on October 20, 2021 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “Review on Self-learning Algorithms for Traffic Flow Prediction Models and Techniques in the Research of Driverless Cars” on October 27, 2021 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Bo Qiu made a presentation titled “Travel Time Forecasting on a Freeway Corridor: a Dynamic Information Fusion Model based on the Machine Learning Approach” on November 3, 2021 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Introduction of Car Following Model” on November 10, 2021 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Impacts of CAV Penetration Rates at Intersections under Fixed Traffic Demands” on November 17, 2021 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “Signal Control With Dynamic and Mixed Integer Programming Approach” on November 24, 2021 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “Signal Optimization with MILP” on January 5, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Ms. Yang Zhao made a presentation titled “Lane Changing Model: Classical Model and Research Trends” on January 19, 2021 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “Injury Severities Analysis of Time-of-day Variations and Temporal Instability In Nontypical-Sideswipe Collisions: A Random Parameter Model with Heterogeneous Mean and Heteroscedastic Variance” on January 26, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Intersection Management with CAV: A Review” on February 2, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Basics of Multi-agent Deep Reinforcement Learning” on February 9, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “Applying Signal Optimization Techniques in Superstreet-A Preliminary Experiment” on February 16, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Ms. Yang Zhao made a presentation titled “Spatiotemporal COSTMAP Inference for MPC via Deep Inverse Reinforcement Learning” on February 23, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “The Scientometrics Review on Technological Evolution and Emerging Trends of Traffic Prediction: Tasks, Challenges and Research Network” on March 2, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Transit Signal Priority with CAV: A Review” on March 16, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Multi-agent Deep Reinforcement Learning Controlled Signal Corridor” on March 30, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “Results and Discussions for Platooning, Trajectory Planning and Adaptive Signal Control in Superstreets” on April 6, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Ms. Yang Zhao made a presentation titled “Decision Making of Autonomous Vehicles in Lane Change Scenarios: Deep Reinforcement Learning Approaches with Risk Awareness” on April 13, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “The Forefront of Methods on Traffic Prediction and Representative Highway Public Datasets” on April 20, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Transit Signal Priority with CAV: Genetic Algorithm Approach” on April 27, 2022 at 8-9am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Li Song made a presentation titled “Impacts of Connected and Automated Vehicles on Deep Reinforcement Learning Controlled Intersection Systems” on May 4, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Shaojie Liu made a presentation titled “The Impact of Connected and Autonomous Vehicles (CAVs) on the Performance of Superstreets” on May 4, 2022 at 10-11am remotely via Zoom. CAMMSE INES Ph.D. research assistant Ms. Yang Zhao made a presentation titled “NGSIM Data Configuration” on June 8, 2022 at 9-10:30am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “A Deep Learning Perspective on Traffic Speed Prediction under the Intelligent Driving Environment” on July 13, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Deep Reinforcement Learning for Intelligent Transportation Systems: A Survey” on August 10, 2022 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Ms. Yang Zhao made a presentation titled “Spatiotemporal COSTMAP inference for MPC via Inverse Reinforcement Learning” on August 24, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Hengcong Guo made a presentation titled “Introduction to Graph Search Methods and Motion Planning Algorithm” on August 31, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “A Review of Dynamic Speed Harmonization (DSH) Strategy in the Mixed Traffic Environment” on September 7, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Adaptive Traffic Signal Control With Deep Reinforcement Learning and High Dimensional Sensory Inputs: Case Study and Comprehensive Sensitivity Analyses” on September 14, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Ms. Yang Zhao made a presentation titled “Literature Review on Driver behavior identification” on September 21, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Hengcong Guo made a presentation titled “A Review of Motion Planning for Highway Autonomous Driving” on September 28, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “Rule-based Methods on Freeway Operation: A Holistic Evaluation” on October 5, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Introduction to Artificial Intelligent: Optimization” on October 12, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Ms. Yang Zhao made a presentation titled “Complex-Condition-Controlled Urban Traffic Estimation through Generative Adversarial Networks” on October 19, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Hengcong Guo made a presentation titled “Introduction to Actor-Critic Algorithm” on October 26, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “DRL-Based VSL Control in CV Environments” on November 2, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Introduction to Deep Q-Network” on November 9, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Ms. Yang Zhao made a presentation titled “Training Skills for Machine/Deep Learning” on November 16, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Hengcong Guo made a presentation titled “Policy Gradient Theorem” on November 30, 2022 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “2023 TRB Experience and Summary: Research Progress and Trends” on January 18, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “TSP Using DQN: Results Presentation” on January 25, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “Dynamic Speed Harmonization of CAVs at Nonrecurrent Freeway Bottlenecks” on February 1, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Microscopic Model-Based RL Approaches for Traffic Signal COntrol Generralize Better than Model-Free Rl Approaches” on February 8, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “Integrated CACC and VSL Controls for Reducing Rear-End Collision Risks Near Freeway Bottlenecks” on February 15, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Traffic Signal Optimization under Connected-Vehicle Environment An Overview” on February 22, 2023 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “Reinforcement Learning Based Variable Speed Limit Control for Mixed Traffic Flows” on March 8, 2023 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Using Reinforcement Learning With Partial Vehicle Detection for Intelligent Traffic Signal Control” on March 15, 2023 at 3:30-4:30pm remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “RL-based VSL to Reduce Crash Risks on Freeways” on March 22, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Introduction to Proximal Policy Optimization” on April 5, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Transit Signal Priority Control with Connected Vehicle Technology: Deep Reinforcement Learning Approach” on April 19, 2023 at 9-10am remotely via Zoom. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “Dynamic speed harmonization (DSH) and synergistic performance evaluation in a connected automated vehicle environment” on April 26, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “Transferrability of Deep Reinforcement Learning-Based Variable Speed Limit Control” on May 3, 2023 at 9-10am in EPIC CEE Conference Room 3226. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Enhancing Robustness of DRL-Based Traffic Signal Controllers in Mixed Traffic Environments through Data Fusion and Multi-Discrete Actions” on August 30, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “Surrogate safety measures (SSM) in CAVs safety modeling: What? Why? How?” on September 6, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Decentralized Signal Control for Multi-Modal Traffic Network: A Deep Reinforcement Learning Approach” on September 13, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “Extended Variable Speed Limit control using Multi-agent Reinforcement Learning” on September 20, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Mastering Arterial Traffic Signal Control With Multi-Agent Attention-Based Soft Actor-Critic Model” on September 27, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “Spatial-Temporal VSL Using Distributed Multi-Agent Reinforcement Learning” on October 11, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “A Comprehensive Survey on Multi-Agent Reinforcement Learning for Connected and Automated Vehicles” on October 18, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “Analyzing the Injury Severity in Overturn Crashes Involving Sport Utility Vehicles: Latent Class Clustering and Random Parameter Logit Model” on November 1, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Equity-Based Traffic Signal Control under Connected Vehicle Environment: Deep Reinforcement Learning Approach” on November 8, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Mujeeb Abiola Abdulrazaq made a presentation titled “Impact of Connected Vehicle on Work Zone Network Safety through Dynamic Route Guidance” on November 29, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “Spatial Analysis of CAV Safety Using XAI” on December 5, 2023 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “TRB 2024 Summary: Recent Research Progress and Updates on Traffic Signal Systems & Reinforcement Learning” on January 19, 2024 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Mujeeb Abiola Abdulrazaq made a presentation titled “Safety Effects of Work Zone Advisory Systems under the Intelligent Connected Vehicle Environment: A Microsimulation Approach” on January 26, 2024 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “2024 TRB Summary: Lectern Sessions – Part 1” on February 2, 2024 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Zehao Wang made a presentation titled “Road Safety Modeling Based on Historical Data: Machine Learning Methods” on February 9, 2024 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Transit Signal Priority Control with Connected Vehicle Technology: Deep Reinforcement Learning Approach – Corridor Level Preliminary Results” on February 16, 2024 at 9-10am in EPIC CEE Conference Room 3224. CAMMSE INES Ph.D. research assistant Mr. Mujeeb Abiola Abdulrazaq made a presentation titled “Measuring the Safety and Mobility Impacts of Connected Vehicles in A Work Zone Environment: An Agent-Based Modeling” on February 23, 2024 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “2024 TRB Summary: Lectern Sessions – Part 2” on March 1, 2024 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Zehao Wang made a presentation titled “Spatiotemporal instability of Factors Affecting Active Traveler injury Severity: A Balanced Ensemble Method” on March 22, 2024 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Transit Signal Priority Control with Connected Vehicle Technology: Deep Reinforcement Learning Approach” on March 29, 2024 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Mujeeb Abiola Abdulrazaq made a presentation titled “Analyzing Seasonal Variations in Factors Influencing Pedestrian-Vehicle Crash Severity: A Random Parameter Logit Approach” on April 5, 2024 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Chengying Hua made a presentation titled “MADSH: Multi-Agent Dynamic Speed Harmonization in a CAV Environment” on April 12, 2024 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Zehao Wang made a presentation titled “Advances, Challenges, and Future Research Needs in Machine Learning-Based Crash Prediction Models: A Systematic Review” on April 26, 2024 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Tianjia Yang made a presentation titled “Levels of AGI: Operationalizing Progress on the Path to AGI” on May 3, 2024 at 9-10am in EPIC CEE Conference Room 3344. CAMMSE INES Ph.D. research assistant Mr. Mujeeb Abiola Abdulrazaq made a presentation titled “Pedestrian injury Severities Resulting from intersection Crashes: An Assessment of COVID-Contributing Temporal Shifts” on May 10, 2024 at 9-10am in EPIC CEE Conference Room 3344. |