Publications

The Fruits of Our Labor

Refereed Archived Publications

Most of the papers and reports can be downloaded through our ResearchGate site!

 

  • Xu, Runsheng, Xin Xia, Jinlong Li, Hanzhao Li, Shuo Zhang, Zhengzhong Tu, Zonglin Meng, Hao Xiang, Xiaoyu Dong, Rui Song, Hongkai Yu, Bolei Zhou, and Jiaqi Ma. V2V4Real: A large-scale real-world dataset for Vehicle-to-Vehicle Cooperative Perception. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , 2023 
  • Xu, Runsheng, Hao Xiang, Xu Han, Xin Xia,  Zonglin Meng, Chia-Ju Chen, Camila Correa-Jullian, and Jiaqi Ma. The OpenCDA Open-source Ecosystem for
    Cooperative Driving Automation Research. IEEE Transactions on Intelligent Vehicles (TIV), 2023.
  • Xu, Runsheng, Weizhe Chen, Hao Xiang, Xin Xia, Lantao Liu and Jiaqi Ma. Model-Agnostic Multi-Agent Perception Framework . 2023 IEEE international conference on robotics and automation (ICRA2023).
  • Xu, Runsheng, Jinlong Li, Xiaoyu Dong, Hongkai Yu and Jiaqi Ma. Bridging the domain gap for multi-agent perception . 2023 IEEE international conference on robotics and automation (ICRA2023).
  • Xiang, Hao, Runsheng Xu, Xin Xia, Zhaoliang Zheng, Bolei Zhou, and Jiaqi Ma. V2XP-ASG: Generating Adversarial Scenes for Vehicle-to-Everything Perception. 2023 IEEE international conference on robotics and automation (ICRA2023).
  • Cai, Xinyu, Wentao Jiang, Runsheng Xu, Wenquan Zhao, Jiaqi Ma, Si Liu, Yikang Li. Analyzing Infrastructure LiDAR Placement with Realistic LiDAR. 2023 IEEE international conference on robotics and automation (ICRA2023).
  • Jiang, Qinhua, Brian Yueshuai He, Jiaqi Ma. Connected automated vehicle impacts in Southern California part-II: VMT, emissions, and equity. Transportation research part D: transport and environment. no. 109 (2022): 103381
  • He, Brian Yueshuai , Qinhua Jiang, Jiaqi Ma. Connected automated vehicle impacts in Southern California part-I: Travel behavior and demand analysis. Transportation research part D: transport and environment. no. 109 (2022): 103329
  • Han, Xu, Runsheng Xu, Xin Xia, Anoop Sathyan, Yi Guo, Pavle Bujanović, Edward Leslie, Mohammad Goli, Jiaqi Ma. Strategic and Tactical Decision-Making for Cooperative Vehicle Platooning with Organized Behavior on Multi-Lane Highways. Transportation Research Part C: Emerging Technologies. (2022)
  • Li, Jinlong, Runsheng Xu,  Jin Ma,  Jiaqi Ma, Hongkai Yu. Domain Adaptive Object Detection for Autonomous Driving under Foggy Weather. Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2023). 
  • Xu, Runsheng, Zhengzhong Tu,  Yuanqi Du, Xiaoyu Dong, Jinlong Li, Zibo Meng,  Jiaqi Ma, Alan BoviK, Hongkai Yu. Pik-Fix: Restoring and Colorizing Old Photo. Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2023). 
  • Xu, Runsheng, Zhengzhong Tu,  Hao Xiang, Shao Wei, Bolei Zhou, Jiaqi Ma. CoBEVT: Cooperative Bird’s Eye View Semantic Segmentation with Sparse Transformers. 2022 Conference on Robot Learning (CoRL 2022)
  • Xu, Runsheng, Hao Xiang, Zhengzhong Tu, Xin Xia, Ming-Hsuan Yang, Jiaqi Ma. V2X-ViT: Vehicle-to-Everything Cooperative Perception with Vision Transformer. 17th European Conference on Computer Vision (ECCV 2022) 
  • Xu, Runsheng, Hao Xiang, Xin Xia, Xu Han, Jinlong Liu, and Jiaqi Ma. OPV2V: An Open Benchmark Dataset and Fusion Pipeline for Perception with Vehicle-to-Vehicle Communication. 2022 IEEE international conference on robotics and automation (ICRA2022).
  • Xu, Runsheng, Xu Han, Yi Guo, Xin Xia, Jiaqi Ma. (2021) OpenCDA: An Open Cooperative Driving Automation Framework Integrated with Multi-resolution Simulations. The 24th IEEE Intelligent Transportation Systems Conference (ITSC 2021), Indianapolis, IN, USA
  • Jiang, Qinhua, Bastian Schroeder, Jiaqi Ma, Lee Rodegerdts, Burak Cesme, Apoorba Bibeka, and Abby Morgan. Developing Highway Capacity Manual Capacity Adjustment Factors for Connected and Automated Traffic on Roundabouts. Journal of Transportation Engineering, Part A: Systems 148, no. 5 (2022): 04022014.
  • Adebisi, Adekunle, Yi Guo, Bastian Schroeder, Jiaqi Ma, Burak Cesme, Apoorba Bibeka, and Abby Morgan. Highway Capacity Manual Capacity Adjustment Factor Development for Connected and Automated Traffic at Signalized Intersections. Journal of Transportation Engineering, Part A: Systems 148, no. 3 (2022): 04021121.
  • Liu, Yan, Adekunle Adebisi, Tao Li, and Jiaqi Ma. Evaluating the Quality of High-Resolution Private Sector Data for Providing Nonfreeway Travel Times. Journal of Transportation Engineering, Part A: Systems 147, no. 12 (2021): 04021088.

  • Li, Tao, and Jiaqi Ma. (2021) Cooperative Perception for Estimating and Predicting Microscopic Traffic States to Manage Connected and Automated Traffic. IEEE Transactions on Intelligent Transportation Systems.

  • Guo, Yi, and Jiaqi Ma. (2021) DRL-TP3: A learning and control framework for signalized intersections with mixed connected automated traffic. Transportation Research Part C: Emerging Technologies 132: 103416.

  • Li, Tao, Xu Han, Jiaqi Ma, Marilia Ramos, and Changju Lee. (2021) Operational safety of automated and human driving in mixed traffic environments: A perspective of car-following behavior. Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability: 1748006X211050696.

  • Jiang, Qinhua, Dong Nian, Yi Guo, Mohamed Ahmed, Guangchuan Yang, and Jiaqi Ma. (2021) Evaluating connected vehicle-based weather responsive management strategies using weather-sensitive microscopic simulation. Journal of Intelligent Transportation Systems (2021): 1-19. 

  • Sathyan, Anoop, Jiaqi Ma, and Kelly Cohen. “Decentralized cooperative driving automation: a reinforcement learning framework using genetic fuzzy systems.” Transportmetrica B: Transport Dynamics 9, no. 1 (2021): 775-797.
  • Guo, Yi, Jiaqi Ma, Edward Leslie, and Zhitong Huang. (2021) Evaluating the Effectiveness of Integrated Connected Automated Vehicle Applications Applied to Freeway Managed Lanes. IEEE Transactions on Intelligent Transportation Systems.
  • Liu, Yan, Adekunle Adebisi, Tao Li, and Jiaqi Ma. (2021) Evaluating the Quality of High-Resolution Private Sector Data for Providing Non-Freeway Travel Times. ASCE Journal of Transportation Engineering.
  • Guo, Yi, Jiaqi Ma. (2021) SCoPTO: signalized corridor management with vehicle platooning and trajectory control under connected and automated traffic environment, published in Transportmetrica B: Transport Dynamics, Volume 9 Issue 1.

  • Adebisi, Adekunle, Yan Liu, Bastian Schroeder, Jiaqi Ma, Burak Cesme, Anxi Jia, and Abby Morgan. (2020) Developing Highway Capacity Manual Capacity Adjustment Factors for Connected and Automated Traffic on Freeway Segments. Transportation Research Record 2674, no. 10 (2020): 401-415

  • Raboy, Kelli, Jiaqi Ma, Edward Leslie, and Fang Zhou (2020). A proof-of-concept field experiment on cooperative lane change maneuvers using a prototype connected automated vehicle testing platform. Journal of Intelligent Transportation Systems (2020): 1-16.

  • Li, Tao, Jiaqi Ma, and Changju Lee. (2020) Markov-Based Time Series Modeling Framework for Traffic-Network State Prediction under Various External Conditions. ASCE Journal of Transportation Engineering, Part A: Systems 146, no. 6: 04020042.
  • Guo, Yi, and Ma, Jiaqi. (2020) Leveraging Existing High-Occupancy Vehicle Lanes for Mixed-Autonomy Traffic Management with Emerging Infrastructure and Operational Strategies. Accepted by Transportmetrica A: Transport Science.
  • Ma, Jiaqi, Edward Leslie, Amir Ghiasi, Zhitong Huang, and Yi Guo. (2020) Empirical Analysis of a Freeway Bundled Connected-and-Automated Vehicle Application Using Experimental Data. ASCE Journal of Transportation Engineering, Part A: Systems 146, no. 6: 04020034.
  • Guo, Yi, Changju Lee, Jiaqi Ma, David K. Hale, and Joe Bared (2020). Evaluating operational efficiency of split merge, diverge, and weaving solutions for reducing freeway bottleneck congestion. Transportation Letters (2020): 1-13.
  • Guo, Yi, Jiaqi Ma, Fang Zhou, Xiaopeng Li, and Wei Hao. (2019) Integrated Traffic Signal and Vehicle Trajectory Control: Combined Dynamic Programming and Shooting Heuristic Approach. Transportation Research Part C: Emerging Technologies 98: 54-72.
  • Guo, Yi, Jiaqi Ma, and Z Huang. (2019) Leveraging Existing High-Occupancy Vehicle Lanes for Mixed-Autonomy Traffic Management with Emerging Infrastructure and Operational Strategies. Accepted by Transportmetrica A: Transport Science.
  • Ma, Jiaqi, Edward Leslie, Amir Ghiasi, Zhitong Huang, and Yi Guo. (2019). Empirical Analysis of a Freeway Bundled Connected Automated Vehicle Application Using Experimental Data. Accepted by ASCE Journal of Transportation Engineering.
  • Ghiasi, Amir, Xiaopeng Li, and Jiaqi Ma. (2019) A mixed traffic speed harmonization model with connected autonomous vehicles. Transportation Research Part C: Emerging Technologies 104: 210-233.
  • Ma, Jiaqi, Edward Leslie, Sonika Sethi, and Tao Li (2019) Concept of Operations: Applying Bundled Speed Harmonization, Cooperative Adaptive Cruise Control, and Cooperative Merging Applications to Managed Lane Facilities. Accepted by IET Journal of Intelligent Transport Systems.
  • Li, Tao, Jiaqi Ma, and David K. Hale. High-occupancy vehicle lanes on the right: an alternative design for congestion reduction at freeway merge, diverge, and weaving areas. Transportation Letters: The International Journal of Transportation Research. Published online: 27 Feb 2019.
  • Khattak, Zulqarnain H., Michael D. Fontaine, Brian L. Smith, and Jiaqi Ma (2019). Crash severity effects of adaptive signal control technology: an empirical assessment with insights from Pennsylvania and Virginia. Accident Analysis & Prevention124: 151-162.
  • Guo, Yi, Ma, Jiaqi, Fang Zhou, Xiaopeng Li, and Wei Hao. (2019) Integrated Traffic Signal and Vehicle Trajectory Control: Combined Dynamic Programming and Shooting Heuristic Approach. Transportation Research Part C: Emerging Technologies 98: 54-72.
  • Fan, Hongqiang, Jiaqi Ma, and Xiaopeng Li. (2018) A Reliable Location Model for Heterogeneous Systems Under Partial Capacity Losses. Transportation Research Part C: Emerging Technologies 97: 235-257.
  • Ma, Jiaqi, Fang Zhou, Zhitong Huang, Chris Melson and Rachel James. (2018). Hardware-In-The-Loop Testing Of Connected and Automated Vehicle Applications: A Use Case for Queue-Aware Signalized Intersection Approach and Departure. Transportation Research Record Journal of the Transportation Research Board.
  • Lee, Changju, Jiaqi Ma, and Kwankyo Oh. (2018). Economic Impact Analysis on Regional Industries by High-Speed Rail Investments: Application of an Input-Output Model. Transportation Research Record Journal of the Transportation Research Board.
  • Moghimi, Bahman, Abolfazl Safikhani, Camille Kamga, Wei Hao, and Jiaqi Ma. Short-Term Prediction of Signal Cycle on an Arterial with Actuated-Uncoordinated Control Using Sparse Time Series Models. IEEE Transactions on Intelligent Transportation Systems (2018).
  • Xiong, Chenfeng, Di Yang, Jiaqi Ma, Xiqun Chen, and Lei Zhang. (2018) Measuring and enhancing the transferability of hidden Markov models for dynamic travel behavioral analysis. Transportation (2018): 1-21.
  • Hale, David K., Constantinos Antoniou, Byungkyu Brian Park, Jiaqi Ma, Lei Zhang, and Alexander Paz. (2018) Revisiting the application of simultaneous perturbation stochastic approximation towards signal timing optimization.” Journal of Intelligent Transportation Systems 22, no. 5: 365-375.
  • Liu, Jun, Asad J. Khattak, Cong Chen, Dan Wan, Jiaqi Ma, and Jia Hu. Revisiting hit-and-run crashes: a geo-spatial modeling method. Transportation research record (2018): 0361198118773889.
  • Zhao, Jiandong, Yuan Gao, Jinjin Tang, Lingxi Zhu, and Jiaqi Ma. (2018) Highway Travel Time Prediction Using Sparse Tensor Completion Tactics and-Nearest Neighbor Pattern Matching Method. Journal of Advanced Transportation 2018.
  • Ma, Jiaqi, Xiaopeng Li, Fang Zhou, and Wei Hao. (2017). Designing Optimal Autonomous Vehicle Sharing and Reservation Systems: A Linear Programming Approach. Transportation Research Part C, Volume 84, Pages 124-141
  • Learn, Stacy, Jiaqi Ma, Kelli Raboy, Fang Zhou and Yi Guo. (2017) Freeway Speed Harmonization Experiment Using Connected and Automated Vehicles. IET Intelligent Transportation Systems.
  • Ma, Jiaqi, Xiaopeng Li, Fang Zhou, Jia Hu and Brian Park. (2017) A parsimonious two-way shooting algorithm for connected automated traffic smoothing part II: computational issues and optimization. Transportation Research Part B. doi:10.1016/j.trb.2016.05.007
  • Zhou, Fang, Xiaopeng Li, Jiaqi Ma. (2017) A parsimonious two-way shooting algorithm for connected automated traffic smoothing part I: Theoretical analysis with generalized time geography. Transportation Research Part B. doi:10.1016/j.trb.2016.05.007
  • Lee, Changju, Jason So and Jiaqi Ma. (2017) Evaluation of Countermeasures for Red Light Running by Traffic-Simulator-Based Surrogate Safety Measures. Traffic Injury Prevention.
  • Wu, X., H Guan, Y Han, J Ma (2017) A tour route planning model for tourism experience utility maximization. Advances in Mechanical Engineering 9 (10), 1687814017732309
  • Li, Tao, Hongzhi Guan and Jiaqi Ma. (2017) Modeling travel mode choice behavior with bounded rationality using Markov Logic Networks. Transportation Letters The International Journal of Transportation Research
  • Soltani-Sobh, Ali, Marija Ostojic, Aleksandar Stevanovic, Jiaqi Ma, and David K. Hale. (2017) Development of Congestion Causal Pie Charts For Arterial Roadways. International Journal for Traffic & Transport Engineering 7, no. 1 (2017).
  • Hao, Wei, Camille Kamga, Xianfeng Yang, Jiaqi Ma, Ellen Thorson, Ming Zhong, and Chaozhong Wu. (2016) Driver injury severity study for truck involved accidents at highway-rail grade crossings in the United States. Transportation Research Part F: Traffic Psychology and Behaviour.
  • Ma, Jiaqi, and Fang Zhou. (2016) Virtual Dynamic Message Signs: A Future Mode for Basic Public Traveler Information. Published online by IET Intelligent Transport Systems. DOI:  10.1049/iet-its.2015.0059.
  • Ma, Jiaqi, Fang Zhou, and Changju Lee. (2016) Providing Personalized and System Optimum Traveler Information: Simulation-based Heuristic Algorithm and Evaluation Framework. Journal of Intelligent Transportation Systems. DOI:10.1080/15472450.2016.1152549
  • Ma, Jiaqi, Michael D. Fontaine, Fang Zhou, Jia Hu, David K. Hale, and Michael O. Clements. (2016) Estimation of the Safety Effects of an Adaptive Traffic Signal Control System. ASCE Journal of Transportation Engineering.
  • Li, Xiaopeng, Jiaqi Ma, Jianxun Cui, and Fang Zhou. (2016) Design framework of large-scale one-way electric vehicle sharing systems: A continuum approximation model. Transportation Research Part B, 88 (2016), 21-45.
  • Ma, Jiaqi, Jia Hu, David Hale, and Joe Bared. (2016) Dynamic Hard-Shoulder Running for Traffic Incident Management. Journal of Transportation Research Board: Transportation Research Record.
  • Ma, Jiaqi, Taylor Lochrane, Elise Miller-hooks, Fang Zhou, and Paul Jodoin. (2016) User-Friendly Benefit-Cost Estimation Tool for Traffic Incident Management Programs. Journal of Transportation Research Board: Transportation Research Record.
  • Hale, David, Ali Hajbabaie, Jiaqi Ma, Jia Hu and Joe Bared. (2016) Proposed Data-Driven Performance Measures for Comparing and Ranking Traffic Bottlenecks. Transportation Research Procedia, 15: 483-494.
  • Hale, David K., Jiaqi Ma, and Alexandra Kondyli. (2015) RTOR Impact on Urban Street Segments in the HCM 2015 Update. Journal of Transportation Research Board: Transportation Research Record.
  • Ma, Jiaqi, Xiaopeng Li, Steve Shladover, Xiao-Yun Lu, and Dan Dailey. (2016) Freeway Speed Harmonization. IEEE Transactions on Intelligent Vehicles, 1 (1).
  • Wang, Yihui, Miao Zhang, Jiaqi Ma, and Xuesong Zhou. (2016) Survey on driverless train operation for urban rail transit systems. Urban Rail Transit 2, no. 3-4: 106-113.
  • Hu, Jia, Mike D. Fontaine, and Jiaqi Ma. (2015) Data Quality of Private Sector Travel Time Data on Arterials. Accepted by ASCE Journal of Transportation Engineering.
  • Ma, Jiaqi, Brian L. Smith, Michael D. Fontaine, and Fang Zhou. (2015) Comparison of In-Vehicle Auditory Public Traffic Information with Roadside Dynamic Message Signs. Journal of Intelligent Transportation Systems 20, no. 3 (2016): 244-254.
  • Ma, Jiaqi, Xuesong Zhou, and Brian Smith. (2015) Personalized Real-time Traffic Information Provision: Agent-based Optimization Model and Solution Framework. Transportation Research Part C, 64 (2016): 164-182.
  • Liu, Jun, Xin Wang, Asad J. Khattak, Jiaqi Ma, and Jia Hu. (2015) How does Big Data Serve for Freight Safety at Highway-Rail Grade Crossings: A Spatial Approach Fused with Path Analysis. Accepted by Neurocomputing.
  • Ma, Jiaqi, Changju Lee, and Michael J. Demetsky. (2015) Proof-of-concept for methodological framework to evaluate operational strategies with travel demand models. Canadian Journal of Civil Engineering, 42(999), 854-864.
  • Hale, D. K., Park, B. B., Stevanovic, A., & Ma, J. (2015). Optimality versus run time for isolated signalized intersections. Transportation Research Part C: Emerging Technologies, 55, 191-202.
  • Xue, Yunqiang, Hongzhi Guan, Huanmei Qin, Yao-Jan Wu and Jiaqi Ma. (2015) Bi-level programming model of private capital investment in urban public transportation: Case study of Jinan city. Accepted by Mathematical Problems in Engineering.
  • Hu, Jia, Michael D. Fontaine, Brian Park, and Jiaqi Ma. (2014) Field Evaluations of an Adaptive Traffic Signal Control System Using Private Sector Probe Data. ASCE Journal of Transportation Engineering, 10.1061/(ASCE)TE.1943-5436.0000806 , 04015033.
  • Ma, Jiaqi, Yan Bai, Jianfeng Shen and Fang Zhou. (2014) Examining the Impact of Adverse Weather on Urban Rail Transit Facilities on the Basis of Fault Tree Analysis and Fuzzy Synthetic Evaluation. ASCE Journal of Transportation Engineering, 140(3).
  • Ma, Jiaqi, Xiaohua Ma, and Fang Zhou. (2014) An Approach to Track Maintenance Prioritization for Urban Rail Transit. Public Works Management and Policy, 19 (3).
  • Ma, Jiaqi, Qinghuai Liang, and Fang Zhou. (2011) Evacuating Capacity of URT Transfer Station with Micro-simulation. Urban Mass Transit, 11(2) (in Chinese)
  • Ma, Jiaqi, Yan Bai, and Baoming Han. (2010) Characteristics of Basic Units and Complex Network of Urban Rail Transit. Journal of Traffic and Transportation Engineering. 8.10(4) (in Chinese)
  • Ma, Jiaqi, and Yan Bai. (2010) Methodologies for Urban Traffic Congestion Alleviation Based on Travel Cost Management. Multimodal Transportation, 10 (5) (in Chinese)

Research Report and Book Chapters

 

  • Lukasik, Dan, David Hale, Jiaqi Ma, Paul Shibley, Teresa Malone, Adam Chandler, Carole Cleary, Nagham Matout, and Adekunle Adebisi. Enhancing Active Transportation and Demand Management (ATDM) with Advanced and Emerging Technologies and Data Sources. No. FHWA-HOP-19-010. United States. Federal Highway Administration, 2020.
  • Ma, Jiaqi, Yi Guo, and Zhitong Huang. (2020) Developing Analysis, Modeling, and Simulation (AMS) Tools for Connected Automated Vehicle Applications: A Case Study for Interstate 66 in Virginia: Final Report. Federal Highway Administration, DTFH61-12-D-00030 (In Press)
  • Ma, Jiaqi, Zhitong Huang, Fang Zhou, Rachel James, Chris Melson, Yi Guo, and Xiaoxiao Zhang (2020) Hardware-in-the-Loop Simulation and Testing Tools for Connected and Automated Vehicle Applications: Final Report. Federal Highway Administration, DTFH61-12-D-00030 (In Press)
  • Timcho, Thomas, Cynthia Byington, Jiaqi Ma, and Marie Keister. (2019) Connected Marysville pilot analysis–phase 1: final report. Ohio Department of Transportation; State Job Number 135765.
  • Ma, Jiaqi, Yan Liu, and Edward Williams. (2019) Analyzing various data sources and evaluating the effectiveness of providing travel time for non-freeways: Phase 1 Report. Ohio Department of Transportation, Office of Statewide Planning & Research; State job number: 135769
  • Ma, Jiaqi, Steven Shladover, Xiao-Yun LU. (2017). Concept of Operations: Applying Bundled Speed Harmonization, Cooperative Adaptive Cruise Control, and Cooperative Merging Applications to Managed Lane Facilities: Final Report. Federal Highway Administration, DTFH61-12-D-00020.
  • Ma, Jiaqi, Fang Zhou, Ed Leslie, Peter Huang, and Joe Bared. (2017). Eco-Drive on Rolling Terrains for Fuel Consumption Optimization: Final Report. Federal Highway Administration, DTFH61-12-D-00030.
  • Bryan Katz, Jiaqi Ma. (2017) Synthesis of Variable Speed Limit Signs: Final Report. Federal Highway Administration, DTFH61-12-D-00020.
    Garrett, J. Kyle, Hani S. Mahmassani, Deepak Gopalakrishna, Bryan Krueger, Jiaqi Ma, Fang Zhou, Zihan Hong, Marija Ostojic, and Nayel Urena Serulle. “Integrated Modeling for Road Condition Prediction: FHWA-JPO-18-631.” (2017).
  • Ma, Jiaqi, Taylor Lochrane, Elise Miller-Hooks. (2016) A User-Friendly Benefit-Cost Estimation Tool for Traffic Incident Management (TIM) Programs: Final Report. Federal Highway Administration, DTFH61-12-D-00020.
  • Hale, David K., Tom Phillips, Kelli Raboy, Jiaqi Ma (2016) Introduction of Cooperative Vehicle-to-Infrastructure Systems to Improve Speed Harmonization. Final Report. Federal Highway Administration, Publication No. FHWA-HRT-16-023, March 2016.
  • Bauer, Jocelyn, Deena Platman, Michael Grant, Michael Smith, Renee Hurtado, Jiaqi Ma, Lindsey Martin, and Peng Su. (2016) Planning for Transportation Systems Management and Operations within Corridors-A Desk Reference. No. FHWA-HOP-16-074. United States. Federal Highway Administration, 2016.
  • Hale, David, Ramanujan Jagannathan, Michalis Xyntarakis, Peng Su, Ximiao Jiang, Jiaqi Ma, Jia Hu, and Cory Krause. Traffic bottlenecks: identification and Solutions. No. FHWA-HRT-16-064. United States. Federal Highway Administration. Office of Operations Research and Development, 2016.
  • Fontaine, Michael D., Jiaqi Ma and Jia Hu. (2015). Evaluation of the Virginia Department of Transportation Adaptive Signal Control Technology Pilot Project. (No. VCTIR 15-R24) Virginia Center for Transportation Innovation and Research, Virginia Department of Transportation.
  • Ma, Jiaqi, and Taylor Lochrane. (2015). User’s Manual for The TIM Benefit-Cost (TIM-BC) Tool (Version: 1.0.0). Prepared for Office of Operations Research and Development Federal Highway Administration. Publication No. FHWA‐HRT‐15‐059, July 2015.
  • Ma, Jiaqi, and Brian L. Smith. (2015). Prototyping and Evaluating A Smartphone Dynamic Message Sign (DMS) Application. Prepared for the Research and Innovative Technology Administration (RITA), U.S. Department of Transportation (US DOT) (available on-line soon).
  • Ma, Jiaqi, and Michael J. Demetsky. (2013). Integration of Travel Demand Models with Operational Analysis Tools (No. FHWA/VCTIR 14-R5). Virginia Center for Transportation Innovation and Research, Virginia Department of Transportation.