STAR Lab

Journal Publications

Zou, Y., Ye, X., Henrickson, K., Tang, J., & Wang. Y. (2018). Jointly Analyzing Freeway Traffic Incident Clearance and Response Time Using a Coupla-based Approach. Transportation Research Part C: Emerging Technologies, 86, 171-182.

Ke, R., Li, Z., Tang, J., Pan, Z., & Wang, Y. (2018). Real-Time Traffic Flow Parameter Estimation From UAV Video Based on Ensemble Classifier and Optical Flow. IEEE Transactions on Intelligent Transportation Systems.

Ma, X., Chen, X., Li, X., Ding, C., & Wang, Y. (2018). Sustainable Station-level planning: An Integrated Transport and Land Use Design Model for Transit-oriented Development. Journal of Cleaner Production, 170, 1052-1063.

Chen, C., Anderson, J. C., Wang, H., Wang, Y., Vogt, R., & Hernandez, S. (2017). How Bicycle Level of Traffic Stress Correlate with Reported Cyclist Accidents Injury Severities: A Geospatial and Mixed Logit Analysis. Accident Analysis & Prevention, 108, 234-244.

Chen, X., Li, Z., Wang, Y., Cui, Z., Shi, C., & Wu, H. (2017). Evaluating the impacts of grades on vehicular speeds on interstate highways. PloS one, 12(9), e0184142.

Zhu, W., Li, Z., Ash, J., Wang, Y., & Hua, X. (2017). Capacity Modeling and Control Optimization for a Two-Lane Highway Lane-Closure Work Zone. Journal of Transportation Engineering, Part A: Systems, 143(12), 04017059.

Zeng, Z., Zhu, W., Ke, R., Ash, J., Wang, Y., Xu, J., & Xu, X. (2017). A generalized nonlinear model-based mixed multinomial logit approach for crash data analysis. Accident Analysis & Prevention, 99, 51-65.

Pu, Z., Li, Z., Ash, J., Zhu, W., & Wang, Y. (2017). Evaluation of spatial heterogeneity in the sensitivity of on-street parking occupancy to price change. Transportation Research Part C: Emerging Technologies, 77, 67-79.

Zhang, S., Tang, J., Wang, H., Wang, Y., & An, S. (2017). Revealing intra-urban travel patterns and service ranges from taxi trajectories. Journal of Transport Geography, 61, 72-86.

Zou, Y., Zhong, X., Ash, J., Zeng, Z., Wang, Y., Hao, Y., & Peng, Y. (2017). Developing a Clustering-Based Empirical Bayes Analysis Method for Hotspot Identification. Journal of Advanced Transportation, Vol. 2017.

Wang, Z., Cai, Q., Wu, B., Zheng, L., & Wang, Y. (2017). Shockwave-based queue estimation approach for undersaturated and oversaturated signalized intersections using multi-source detection data. Journal of Intelligent Transportation Systems, 21(3), 167-178.

Zhang, W., Kopca, C., Tang, J., Ma, D., & Wang, Y. (2017). A Systematic Approach for Collision Risk Analysis based on AIS Data. The Journal of Navigation, 70(5), 1117-1132.

Bie, Y., Liu, Z., & Wang, Y. (2017). A real-time traffic control method for the intersection with pre-signals under the phase swap sorting strategy. PloS one, 12(5), e0177637.

Wang, Y., Zou, Y., Henrickson, K., Wang, Y., Tang, J., & Park, B. J. (2017). Google Earth elevation data extraction and accuracy assessment for transportation applications. PloS one, 12(4), e0175756.

Loewenherz, F., Bahl, V., & Wang, Y. (2017). Video Analytics Towards Vision Zero. Institute of Transportation Engineers. ITE Journal, 87(3), 25.

Zou, Y., Tang, J., Wu, L., Henrickson, K., & Wang, Y. (2017, February). Quantile analysis of factors influencing the time taken to clear road traffic incidents. In Proceedings of the Institution of Civil Engineers-Transport (Vol. 170, No. 5, pp. 296-304). Thomas Telford Ltd.

Tang, J., Liu, F., Zou, Y., Zhang, W., & Wang, Y. (2017). An improved fuzzy neural network for traffic speed prediction considering periodic characteristic. IEEE Transactions on Intelligent Transportation Systems, 18(9), 2340-2350.

Zhang, W., Qi, Y., Yan, Y., Tang, J., & Wang, Y. (2017). A method of emission and traveller behavior analysis under multimodal traffic condition. Transportation Research Part D: Transport and Environment, 52, 139-155.

Zhang, W., Qi, Y., Henrickson, K., Tang, J., & Wang, Y. (2017). Vehicle traffic delay prediction in ferry terminal based on Bayesian multiple models combination method. Transportmetrica A: Transport Science, 13(5), 467-490.

Wang, Y., Ma, X., Li, Z., Liu, Y., Xu, M., & Wang, Y. (2017). Profit distribution in collaborative multiple centers vehicle routing problem. Journal of cleaner production, 144, 203-219.

Wang, Y., Ma, X., Liu, M., Gong, K., Liu, Y., Xu, M., & Wang, Y. (2017). Cooperation and profit allocation in two-echelon logistics joint distribution network optimization. Applied Soft Computing, 56, 143-157.

Chen, C., Zhang, G., Ma, X., & Wang, Y. (2017). Big Data Analysis and Knowledge Discovery for Smart City Development Enhancement. Big Data Research, 3(2016), 39-48. In Chinese.

Yuan, S., Wright, B., Zou, Y., & Wang, Y. (2017). Quantification of variability of valid travel times with FMMs for buses, passenger cars, and taxis. IET Intelligent Transport Systems, 11(1), 1-9.

Ke, R., Li, Z., Kim, S., Ash, J., Cui, Z., & Wang, Y. (2017). Real-time bidirectional traffic flow parameter estimation from aerial videos. IEEE Transactions on Intelligent Transportation Systems, 18(4), 890-901.

Hua, X., Wang, W., Wang, Y., & Ren, M. (2017). Bus arrival time prediction using mixed multi-route arrival time data at previous stop. Transport, 1-12.

Wu, W., Ma, W., Lo, K., & Wang, Y. (2016). Integrated Optimization of Bus Priority Operations in Connected Vehicle Environment. Journal of Advanced Transportation, 50 (8), 1853-1869.

Zhang, W., Tang, J., Kristian, H., Zou, Y., & Wang, Y. (2016). Hybrid Short-Term Prediction of Traffic Volume at Ferry Terminal Based on Data Fusion. IET Intelligent Transport Systems, 10(8), 524-534.

Zhang, W., Zou, Y., Tang, J., Ash, J., & Wang, Y. (2016). Short-Term Prediction of Vehicle Waiting Queue at Ferry Terminal Based on Machine Learning Method. Journal of Marine Science and Technology, 21(4), 729-741.

Zhang, W., Goerlandt, F., Kujala, P., & Wang, Y. (2016). An Advanced Method for Detecting Possible Near Miss Ship Collisions from AIS data. Ocean Engineering, 124, 141-156.

Tang, J., Jiang, H., Li, Z., Li, M., Liu, F., & Wang, Y. (2016). A Two-layer Model for Taxi Customer Searching Behaviors using GPS Trajectory Data. IEEE Transactions on Intelligent Transportation Systems, 17(11), 3318-3324.

Wang, Y., Ma, X., Liu, Y., Gong, K, Xu, M., & Wang, Y. (2016). A Two-Stage Algorithm for Origin-Destination Matrices Estimation Considering Dynamic Dispersion Parameter for Route Choice. PLOS ONE, 11(1).

Ma, X., Wang, Y., McCormack, E., & Wang, Y. (2016). Understanding Freight Trip Chaining Behavior Using Spatial Data Mining Approach with GPS Data. Transportation Research Record. No. 2596, 44-54.

Li, M., Chen, X., Lin, S., Xu, D., & Wang, Y. (2016). Connected Vehicle based Dynamic All-Red Extension for Adaptive Signalized Intersections. Journal of Intelligent Transportation Systems. Published online.

Dunlap, M., Li, Z., Henrickson, K., & Wang, Y. (2016). Estimation of Origin and Destination Information from Bluetooth and Wi-Fi Sensing for Transit. Transportation Research Record. No. 2595, 11-17.

Wang, Y., Ma, X., Liu, Y., Gong, K., Xu, M., & Wang, Y. (2016). A Two-Stage Algorithm for Origin-Destination Matrices Estimation Considering Dynamic Dispersion Parameter for Route Choice. PLOS ONE, 11(1).

Lin, D., Ma, W., Li, L., & Wang, Y. (2016). A Driving Force Model for Non-Strict Priority crossing Behaviors of Right-Turn Drivers. Transportation Research Part B, 83, 230-244.

Jiang, H., Zou, Y., Zhang, S., Tang, J., & Wang, Y. (2016). Vehicle Waiting Queue at Ferry prediction using remote microwave sensor data: machine learning versus statistical model. Mathematical Problems in Engineering. Vol. 2016.

Tang, J., Liu, F., Zhang, W., Zhang, S., & Wang, Y. (2016). Exploring Dynamic Property of Traffic Flow Time Series in Multi-State Based on Complex Networks: Phase Space Reconstruction versus Visibility Graph. Physica A, 15(5), 635-648.

Tang, J., Zhang, S., Zou, Y., Ash, J., Liu, F., & Wang, Y. (2016). Travel Time Estimation Using Freeway Point Detector Data Based on Evolving Fuzzy Neural Inference System. PLOS ONE, 11(2).

Wang, Z., Wu, B., & Wang, Y. (2016). Comparison of Delay Estimation Models for Signalized Intersections Using Field Observations in Shanghai. IET Journal of Intelligent Transportation Systems, 10(3), 165-174.

Xu, G., Lao, Y., Liu, X., Wang, Y., & An, S. (2016). Simulation-Based Tolling Evaluation for Traffic Network through Customized Route Choice Module. Journal of Transportation Engineering, 142(2).

Zou, Y., Henrickson, K., Lord, D., Wang, Y., & Xu, K. (2016). Application of Finite Mixture Models for Analyzing Freeway Incident Clearance Time. Transportmetrica A, 12(2), 99-115.

Wang, J., Wang, Y., Bi, C., Weng, J., & Yan, X. (2016). Modeling the Probability of Freeway Lane-Changing Collision Occurrence Considering Inter-Vehicle Interaction. Traffic Injury Prevention, 17(2), 181-187.

Chen, X., Henrickson, K., & Wang, Y. (2015). Kinect-based Pedestrian Detection for Crowded Scenes. Computer-Aided Civil and Infrastructure Engineering, 31(3), 229-240.

Zou, Y., Hua, X., Zhang, Y., & Wang, Y. (2015). Hybrid Short-Term Freeway Speed Prediction Methods Based on Spatial-Temporal and Periodic Analysis. Canadian Journal of Civil Engineering, 42(8), 570-582.

Tang, J., Liu, F., Wang, Y., & Wang, H. (2015). Uncovering Urban Human Mobility from Large Scale Taxi GPS Data. Physica A, 438: 140-153.

Ding, C., Ma, X., Wang, Y., & Wang, Y. (2015). Exploring the Influential Factors in Incident Clearance Time: Disentangling Causation from Self-Selection Bias. Accident Analysis and Prevention, 85, 58-65.

Zou, Y., Henrickson, K., Wu, L., & Wang, Y. (2015). Application of the Empirical Bayes Method with Finite Mixture Model for Identifying Accident-Prone Spots. Mathematical Problems in Engineering, Vol. 2015.

Ma, X., Tao, Z., Wang, Y., Yu, H., & Wang, Y. (2015). Long Short-term Memory Neural Network for Traffic Speed Prediction Using Remote Microwave Sensor Data. Transportation Research Part C: Emerging Technologies, 54, 187-197.

Wang, Y., Ma, X., Lao, Y., & Wang, Y. (2015). Two-Echelon Logistics Distribution Region Partitioning Problem based on a Hybrid Particle Swarm Optimization–Genetic Algorithm. Expert Systems with Applications, 42(12), 5019-5031.

Ma, X., Yu, H., Wang, Y., & Wang, Y. (March, 2015). Large-scale Transportation Network Congestion Evolution Prediction Using Deep Learning Theory. PLOS ONE.

Zhang, S., Tang, J., Wang, H., & Wang, Y. (2015). Enhancing Traffic Incident Detection Using Spatial Point Pattern Analysis in Social Media. Transportation Research Record, 2528, 69-77.

Tang, J., Wang, Y., Zhang, S., Wang, H., & Liu, F. (2015). On Missing Traffic Data Imputation Based on Fuzzy C-means Method by Considering Spatial Temporal Correlation. Transportation Research Record, No. 2528, 86–95.

Henrickson, K., Zou, Y., Wang, Y. (2015). Flexible and Robust Method for Missing Loop Detector Data Imputation. Transportation Research Record, No. 2527, 29-36.

Wang, Y., Ma, W., Henrickson, K., Wang, Y., & Yang, X. (2015). Dynamic Lane Assignment Approach for Freeway Weaving Segment Operation. Transportation Research Record, No. 2484, 39-49.

Wright, B., Zou, Y., & Wang, Y. (2015). The Impact of Traffic Incidents on the Reliability of Freeway Travel Times. Transportation Research Record, No. 2484, 90-98.

Xiao, S., Liu, C., & Wang, Y. (2015). Data-driven Geospatial-enabled Transportation Platform for Freeway Performance Analysis. IEEE Intelligent Transportation Systems Magazine, 7(2), 10-21.

Yu, R., Liu, C., Larson, T., & Wang, Y. (2015). Coherent Approach for Modeling and Nowcasting Hourly Near-Road Black Carbon Concentrations in Seattle, Washington. Transportation Research Part D, 34, 104–115.

Zhang, H., Zhao, P., Wang, Y., Yao, X., Zhuge, C. (2015). Evaluation of Bus Networks in China: from Topology and Transfer Perspectives. Discrete Dynamics in Nature and Society, Vol. 2015, Article ID 328320, 8 pages.

Tang, J., Zhang, G., Wang, Y., Wang, H., & Liu, F. (2015). A hybrid approach to integrate fuzzy C-means based imputation method with genetic algorithm for missing traffic volume data estimation. Transportation Research Part C, 51, 29-40.

Wang, Y., Ma, X., Lao, Y., & Wang, Y. (2015). Vehicle Routing Problem based on A Fuzzy Customer Clustering Approach for Logistics Network Optimization.” Journal of Intelligent & Fuzzy Systems, 29(4), 1427-1442.

Wang, Y., Ma, X., Wang, L., Wang, Y., Liu, Y., & Xu, M. (2015). A Methodology to Exploit Profit Allocation in Logistics Joint Distribution Network Optimization. Mathematical Problems in Engineering, Vol. 2015, Article ID 827021.

Conference Proceedings

Zeng, Z., Ash, J., Pu, Z., Zhuang, Y., & Wang, Y. (2018). A Framework of a V2X Communication System for Enhancing Vehicle and Pedestrian Safety at Un-signalized Intersections (No. 18-03707).

Pu, Z., Li, Z., Zhu, W., Cui, Z., & Wang, Y. (2017). Evaluating Safety Effects of Variable Speed Limit System using Empirical Bayesian Before-After Analysis (No. 17-05863).

Ke, R., Pan, Z., Pu, Z., & Wang, Y. (2017, September). Roadway surveillance video camera calibration using standard shipping container. In Smart Cities Conference (ISC2), 2017 International (pp. 1-6). IEEE.

You, J., Shangguan, J., Sun, Y., & Wang, Y. (2017, September). Improved trustworthiness judgment in open networks. In Smart Cities Conference (ISC2), 2017 International (pp. 1-2). IEEE.

Cui, Z., Ke, R., & Wang, Y. 2017). Deep Stacked Bidirectional and Unidirectional LSTM Recurrent Neural Network for Network-wide Traffic Speed Prediction. UrbCom’17, Aug. 14, 2017, Halifax, Nova Scotia, Canada.

Ke, R., Lutin, J., Spears, J., & Wang, Y. (2017). A Cost-effective Framework for Automated Vehicle-pedestrian Near-miss Detection through Onboard Monocular Vision. 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops. Honolulu, Hawaii, July 21, 2017.

Zhang, W., Dai, J., Ke, R., & Wang, Y. (2017). Evaluating Influential Factors on the Duration of Vehicle Incidents that Result in Fires Using Gray Relational Analysis. Proceedings of the 17th COTA International Conference of Transportation Professionals (CICTP 2017).

Cui, Z., Zhang, S., Henrickson, K., & Wang, Y. (2016). New Progress of DRIVE Net. Proceedings of the IEEE Second International Smart Cities Conference.

Liu, J., Ma, X., & Wang, Y. (2016). Temporal Distribution Analysis of Beijing Subway Ridership. Proceedings of the 16th COTA International Conference of Transportation Professionals (CICTP 2016).

Zhu, W., Li, Z., & Wang, Y. (2016). Capacity Modeling and Control Optimization for Two-lane Highway Lane Closure Work Zones. Accepted by the International Symposium on Enhancing Highway Performance (ISEHP).

Chen, X., Zou, Y., Wright, B., & Wang, Y. (2016). Examining the Impact of Traffic Incidents on the Travel Time Variability of Freeway Managed Lanes. Accepted by the International Symposium on Enhancing Highway Performance (ISEHP).

Ke, R., Kim, S., Li, Z., & Wang, Y. (2015). Motion-Vector Clustering for Traffic Speed Detection from UAV Video. Proceedings of the IEEE First International Smart Cities Conference.

Cui, Z., Long, Y., Ke, R., & Wang, Y. (2015). Characterizing evolution of extreme public transit behavior using smart card data. Proceedings of the IEEE First International Smart Cities Conference.

Zhu, W., Ash, J., Li, Z., Wang, Y., & Lowry, M. (2015). Applying semi-supervised learning method for cellphone-based travel mode classification. In Smart Cities Conference (ISC2), 2015 IEEE First International (pp. 1-6). IEEE.

Books

Ziqiang Zeng, Wenbo Zhu, Ruimin Ke, John Ash, Yinhai Wang*, Jiuping Xu, Xinxin Xu. A Generalized Nonlinear Model-based Mixed Multinomial Logit Approach for Crash Data Analysis. Accident Analysis and Prevention, 2017, 99: 51-65.

Datasets

We published the following datasets with 20,000 samples in total as a benchmark for UAV-based vehicle detection. In the datasets (in csv format), each row is an image in the size of 20 × 13. For more details, please refer to our paper [1]. When using this dataset in your research, we will be happy if you cite our paper! (or bring us some self-made pizza)
Training data (csv 18k)
Test data (csv 2k)

[1] Ke, R., Li, Z., Tang, J., Pan, Z., & Wang, Y. (2018). Real-Time Traffic Flow Parameter Estimation From UAV Video Based on Ensemble Classifier and Optical Flow. IEEE Transactions on Intelligent Transportation Systems.

Journal Publications

Conference Proceedings

Books

Datasets