Jingqiu Guo received the B.Sc. degree in computer science from Southeast University, China, and the Post-Graduate diploma in informatics from Vrije Universiteit Brussel, Belgium, and the Ph.D. degree in Transportation Economics from the University of Western Australia(UWA) in 2012. She was ever with the Transport and Logistic Centre, UWA, Australia. She is currently an Associate Professor with Tongji University, China. Her research interests include driving behavior modeling and vehicular ad hoc networks, deep learning.(郭静秋，2012年后先后获得东南大学计算机科学学士学位，比利时布鲁塞尔自由大学信息学硕士学位，西澳大学交通经济学博士学位。 她曾在澳大利亚西澳大学运输与物流中心工作。 现任同济大学副研究员。 主要研究方向为驾驶行为建模、车辆自组织网络、智能网联汽车、深度学习等 。)
Recent published papers(covers Transport res part ,IEEE ,AAP ):
1. Y. Wang, J. Guo, A. Ceder, G. Currie, W. Dong, and H. Yuan, “Waiting for public transport services: Queueing analysis with balking and reneging behaviors of impatient passengers,” Transportation Research Part B: Methodological, vol. 63, pp. 53-76, 2014.
2.Wang Y, Wang L, Guo J, Papamichail I, Papageorgiou M, Wang F-Y, et al. Ego-efficient lane changes of connected and automated vehicles with impacts on traffic flow. Transportation Research Part C: Emerging Technologies. 2022;138:103478.
3.Fan, Pengcheng, Jingqiu Guo, Yibing Wang, and Jasper S. Wijnands. "A Hybrid Deep Learning Approach for Driver Anomalous Lane Changing Identification." Accident Analysis & Prevention 171 (2022/06/01/ 2022): 106661.
4.J. Guo, S. Cheng and Y. Liu, "Merging and Diverging Impact on Mixed Traffic of Regular and Autonomous Vehicles," in IEEE Transactions on Intelligent Transportation Systems, vol. 22, no. 3, pp. 1639-1649, March 2021, doi: 10.1109/TITS.2020.2974291.
5. Guo, J.; Chen, X.; Pang, Y.; Wang, Y.; Zheng, P. Bottlenecks, Shockwave, and Off-Ramp Blockage on Freeways. Sustainability 2019, 11, 4991.
6. F. Wang, Y. Chen, J. Guo, C. Yu, M. Stevenson, and H. Zhao, “Middle-aged Drivers’ subjective categorization for combined alignments on mountainous freeways and their speed choices,” Accident Analysis & Prevention, vol. 127, pp. 80-86, 2019.
7. Fan, P.; Guo, J.; Zhao, H.; Wijnands, J.S.; Wang, Y. Car-Following Modeling Incorporating Driving Memory Based on Autoencoder and Long Short-Term Memory Neural Networks. Sustainability 2019, 11, 6755.
8.Guo, J.; Liu, Y.; Zhang, L.; Wang, Y. Driving Behaviour Style Study with a Hybrid Deep Learning Framework Based on GPS Data. Sustainability 2018, 10, 2351.
9.Liu, Y., Guo, J., Wang, Y., & Taplin, J. (2018). Modeling Heterogeneous Traffic at Ramp with Autonomous Vehicles Based on Cellular Automata and Multi-Agent System. In CICTP 2018: Intelligence, Connectivity, and Mobility – Proceedings of the 18th COTA International Conference of Transportation Professionals (pp. 1–12). American Society of Civil Engineers (ASCE).
10. Guo, J., Fang, S., Qu, X., Wang, Y., & Liu, Y. Characteristics of Mixed Traffic Flow in Two-lane Scenario Based on Cooperative Gaming Method. Tongji Daxue Xuebao/Journal of Tongji University, 47(7), 976–983. (2019).
11. Ye, L. Wang, Y. Wang, J. Guo, I. Papamichail, and M. Papageorgiou, “A Reinforcement Learning Approach to Smart Lane Changes of Self-driving Cars,” in Progress in Artificial Intelligence, Cham, 2019, pp. 559-571: Springer International Publishing.
12. Guo, J., Zhang, Y., Chen, X., Yousefi, S., Guo, C., & Wang, Y. (2018). Spatial Stochastic Vehicle Traffic Modeling for VANETs. IEEE Transactions on Intelligent Transportation Systems, 19(2), 416–425. 2018.
13. Liu, Y., Guo, J., & Wang, Y. (2018). Spatial random modeling of vehicular traffic in VANETs. In IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC (Vol. 2018-March, pp. 1–6). Institute of Electrical and Electronics Engineers Inc.
14. J. You, J. Wang, S. Fang, and J. Guo, An optimized real-time crash prediction model on freeway with over-sampling techniques . Journal of Intelligent & Fuzzy Systems, vol. 33, no. 1, pp. 555-562, 2017.
15. Liu, Y., Guo, J., Taplin, J., & Wang, Y. (2017). Characteristic analysis of mixed traffic flow of regular and autonomous vehicles using cellular automata. Journal of Advanced Transportation, 2017.
16. Y. Wang, J. Guo, G. Currie, A. Ceder, W. Dong, and B. Pender, “Bus Bridging Disruption in Rail Services With Frustrated and Impatient Passengers,” IEEE Transactions on Intelligent Transportation Systems, vol. 15, no. 5, pp. 2014-2023, 2014.
17. Y. Wang, M. Papageorgiou, J. Gaffney, I. Papamichail, and J. Guo, “Local ramp metering in the presence of random-location bottlenecks downstream of a metered on-ramp,” in 13th International IEEE Conference on Intelligent Transportation Systems, 2010, pp. 1462-1467.