NAME

Tan Huachun

TITLE

Associate Professor

SCHOOL

School of Mechanical Engineering

DEPARTMENT

Transport Engineering

OFFICE ADDRESS

Room 203, Transport Laboratory, Beijing Institute of Technology

POST CODE

100081

TELEPHONE

13910227018

E-MAIL ADDRESS

tanhc@bit.edu.cn

Research and Teaching Interest

Our research is focused on technologies of internet of vehicles, high-dimensional multisource big data analysis. We proposed a tensor model to represent traffic data and study the tensor based traffic data analysis methods. The high-dimensional multisource traffic data analysis is an important part of study on the technologies of internet of vehicles. And it can be expanded to big data analysis for other fields.

Selected Publications and patents

1.    Huachun Tan, Yuankai Wu, Bin Shen, Peter J. Jin , Bin Ran, Short-Term Traffic Prediction Based on Dynamic Tensor Completion, IEEE Transactions on Intelligent Transportation Systems, 2016, 99: 1-11.

2.    Huachun Tan, Yang Zhou, Yong Zhu, et al, Improved river flow and random sample consensus for curve lane detection, Advances in Mechanical Engineering, 2015, 7(7): 1687814015593866.

3.    Huachun Tan, Qin Li, Yuankai Wu, Wuhong Wang, Bin Ran, Freeway Short-term Travel Time Prediction Based on Dynamic Tensor Completion. Transportation Research Record, 2015, 2489: 97-104. 

4.    Huachun Tan, Yuankai Wu, Bin Cheng, Wuhong Wang, and Bin Ran, Robust Missing Traffic Flow Imputation Considering Nonnegativity and Road-capacity. Mathematical Problems in Engineering, 2014, 2014: 763469,

5.    Huachun Tan, Bin Cheng, Wuhong Wang, Yu-Jin Zhang, Bin Ran, Tensor Completion via a Multi-linear Low-n-Rank Factorization Model, Neurocomputing, 2014, 133: 161-169.

6.    Huachun Tan, Bin Cheng, Jianshuai Feng, Li Liu, and Wuhong Wang. Mixture Augmented Lagrange Multiplier Method for Tensor Recovery and Its Applications. Discrete Dynamics in Nature and Society, 2014, 2014: 914963.

7.    Huachun Tan, Jianshuai Feng, Zhengdong Chen, Fan Yang, and Wuhong Wang. Low Multilinear Rank Approximation of Tensors and Application in Missing Traffic Data. Advances in Mechanical engineering, 2014, 2014: 157597.

8.    Huachun Tan, Guangdong Feng, et al., A Tensor-based Method for Missing Traffic Data Completion, Transportation Research-Part C, 2013, 15-27,

9.    Huachun Tan, Jianshuai Feng, Guangdong Feng, Wuhong Wang, Yu-Jin Zhang, Traffic volume data outlier recovery via tensor model, Mathematical Problems in Engineering, 2013, 2013: 164810.

10.  Huachun Tan, Bin Cheng, Jianshuai Feng, Guangdong Feng, Wuhong Wang, Yujin Zhang, Low-n-rank Tensor Recovery Based on Multi-linear Augmented Lagrange Multiplier Method, Neurocomputing, 2013, 119: 144-152.

11.  Huachun Tan, Yu-Jin Zhang, Wuhong Wang, Guangdong Feng, Hui Xiong, Jie Zhang, Yong Li, Edge Eigenface Weighted Hausdorff Distance for Face Recognition, International Journal of Computational Intelligence System, 2011, 4(6): 1422-1429.

12.  Huachun Tan, etc., Person-Independent Expression Recognition Based on Person-Similarity Weighted Expression Feature, Journal of Systems Engineering and Electronics, 2010, 21(1): 118-126.

13.  Bin Ran, Huachun Tan*, Yuankai Wu, Peter J. Jin, Tensor based missing traffic data completion with spatial–temporal correlation, Physica A: Statistical Mechanics and its Applications, 2016, 446: 54-63.

14.  Bin Ran, Huachun Tan*, Jianshuai Feng, Ying Liu, Wuhong Wang, Traffic Speed Data   Imputation Method Based on Tensor Completion, Computational Intelligence for Social Neuroscience, 2015: 22.

15.  Bin Ran, Huachun Tan*, Jianshuai Feng, et al., Estimating missing traffic volume using low multilinear rank tensor completion, Journal of Intelligent Transportation Systems, 2015: 1-10.

16.  Hui Xiong, Liya Yao, Huachun Tan, and Wuhong Wang, Pedestrain walking behavior revealed through a random walk model, Discrete Dynamics in Nature and Society, 2012, 405907.

17.  Wuhong Wang, Fuguo Hou, Huachun Tan, Heiner Bubb. A Framework for Function Allocations in Intelligent Driver Interface Design for Comfort and Safety, International Journal of Computational Intelligence System, 2010, 3(5): 531-541.

Achievements and Awards

Transportation Science and Technology Competition Outstanding Teachers Award, 2014, awarded by Beijing Municipal Education Commission.

The Second Award of Traffic Engineering Textbook, 2011, awarded by Ordnance Universities Teaching Material Work Institute.

Professional Membership/Academic Appointments

Member of IEEE

《Transportation Research Part C》, reviewer

《Neurocomputing》, reviewer

《Machine Vision and Application》, reviewer

《Mathematical Problems in Engineering》, reviewer

《IET Computer Vision》, reviewer

Member of China Society of Image and Graphics

Member of Program Committee of many international conferences: International Conference on Autonomous and Intelligent Systems 2010-2011, The First International Workshop on Engineering a Sustainable City 2010, SPIE Electronic Imaging 2012- Parallel Processing for Imaging Applications.