Zhang Dapeng

Lecturer, School of Management Science and Engineering, Southwestern University of Finance and Economics

Educational Background

(1) 2017-09 to 2021-12, Southwestern University of Finance and Economics, Big Data Management, PhD

(2) 2014-09 to 2017-06, Southwest Jiaotong University, Transportation Planning and Management, Master

(3) 2010-09 to 2014-06, Yangzhou University, Transportation Engineering, Bachelor

Work Experience

2022-10-present, School of Management Science and Engineering, Southwestern University of Finance and Economics, Lecturer

National Natural Science Foundation projects/topics hosted or participated in the past five years:

(1) National Natural Science Foundation of China, General Project, 71871185, Data-driven multi-objective collaborative optimization and intelligent decision-making methods and their applications, 2019-01-01 to 2022-12-31, RMB 470,000, Funding period expired, Participant

(2) National Natural Science Foundation of China, International (Regional) Cooperation and Exchange Project, 71861167001, Passenger mobility analysis based on online car-hailing platform data and artificial intelligence algorithm, 2019-01-01 to 2022-12-31, RMB 1 million, funding expired.

Other scientific research projects/topics hosted or participated in the past five years:

(1) Special Funds for Science and Technology Plan Project of Sichuan Province, General Project, 2018JY0254, Analysis of Resident Travel Characteristics Based on Urban Traffic Multi- source Data and Artificial Intelligence Algorithm, 2018-01 to 2019-12, RMB 100,000, Completed, Participated

(2) Funded by the Central Universities Basic Research Business Expenses Special Fund, General Project, 220310004005040279, Research on Deep Learning Algorithms for Short-term Prediction of Travel Demand in the Online Car-hailing Market , 2018-12 to 2019-12, RMB 10,000, Completed, Host

(3) Chengdu Science and Technology Bureau, Technology Research and Development Project for the Benefit of the People, 2015-HM02-00105-SF, Chengdu Traffic Analysis System Based on Mobile Signaling Data, 2016-08 to 2018-07, RMB 200,000, Completed, Participated

Representative research achievements and academic awards:

(1) Dapeng Zhang; Feng Xiao; Dynamic Auto-structuring Graph Neural Network: A Joint Learning Framework for Origin-Destination Demand Prediction, IEEE Transactions on Knowledge and Data Engineering, 2021, 1-1 (Journal article)

(2) Dapeng Zhang; Feng Xiao; Minyu Shen; Shaopeng Zhong; DNEAT: A novel dynamic node-edge attention network for origin-destination demand prediction, Transportation Research Part C: Emerging Technologies, 2021. Spring, 122: 102851 (Journal article )

(3) Dapeng Zhang; Feng Xiao; Gang Kou; Jian Luo; Fan Yang; Learning Spatial-Temporal Features of Ride-Hailing Services with Fusion Convolutional Networks, Journal of Advanced Transportation, 2023, 2023: 1-12 (Journal article)

(4) Yun Wan; Feng Xiao; Dapeng Zhang; Early-stage phishing detection on the Ethereum transaction network, Soft Computing, 2022, 2022: 1-13 ( Journal article)

(5) Xiao Yan; Gang Kou; Feng Xiao; Dapeng Zhang; Xianghua Gan ; Region-based demand forecasting in bike-sharing systems using a multiple spatiotemporal fusion neural network, Soft Computing, 2022, 2022: 1-14 (Journal article)