Personal Profile

Basic information

Name:

Liang Gao

Administrative Post:

Technical Post:

Associate Professor

Degree:

Ph.D

Mailing Address:

Postcode:

详细研究方向:muchong.com/t-1436

Office Phone:

13167598707

Email:

lianggao@bjtu.edu.cn

Education

B.S., Systems Engineering                                                                      Sept. 1998 to Jul. 2002

Department of Systems Science,BeijingNormalUniversity,Beijing, P. R. China

M.S., Systems Analysis and Integration                                                 Sept. 2002 to Jul. 2004

Department of Systems Science,BeijingNormalUniversity,Beijing, P. R. China

Ph.D., Systems Theory                                                                            Sept. 2004 to Jul. 2007

Department of Systems Science,BeijingNormalUniversity,Beijing, P. R. China

Professional Experience

Teaching Assistant,                                                                                Sept. 2001 to Jan. 2003

Department of Systems Science,BeijingNormalUniversity

l   Provided the class tutorials for undergraduate Software Engineering course, directed students’ Term Project, graded Homework and Exams;

l   Assisted Professors with market evolution research by Agent-based Modeling approach.

Research Assistant,                                                                                Mar. 2002 to Jan. 2003

Intelligent Information Processing Open Lab, Institute of Computing Technology,ChineseAcademyof Sciences

l   Participated a project about ontology development and knowledge acquisition, conducted religious knowledge inference and analysis by ontology-driven approach.

Computer Lab Administrator,                                Jul. 2002 to June 2007

Department of Systems Science,BeijingNormalUniversity

l   Maintaining and managing the routine works of computer lab;

l   Experimenting new technologies and programs to increase efficiency of computer cluster.


Research Assistant,                                       Sept. 2002 to June 2007

Department of Systems Science,BeijingNormalUniversity

l   Assisting faculty with on-going research by writing lab procedures, collecting and analyzing data, and compiling research findings;

l   Conducting Parallel Computing on Power Computer Cluster.

Instructor,                                                                                              Sept. 2004 to Dec. 2004

School of International Management,BeijingNormalUniversity, Zhuhai Campus

l   Taught two undergraduate courses: Computer Networks, Management Information System.

Summer School,                                                                                      Jul. 2005 to Aug. 2005

SFI’s Educational Program Complex Systems,Beijing

l   Participate all the lectures and seminars.

l   Finish one research report “Sympatric Speciation in Sexual Populations”.

l   http://www.santafe.edu/education/csss/csss05/papers/index.php.

Visiting Scholar,                                                                                     Mar. 2011 to Mar. 2012

Department of Physics, Northeastern University, Boston, MA 02115

l   Porject on “Human mobility pattern under emergencies”.

 

Research Field

1, Transportation Complex System Management;

2, Complex Networks and its Applications in Transportation Systems;

3, Big Data Driven Complex Systems Modeling and Anlaysis.

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Recent specific research direction 1: traffic big data analysis and modeling

1. Study the temporal and spatial characteristics and evolution law of traffic process. (1) (2) road, highway, railway, air and sea transportation.

For example, with the help of vehicle trajectory data, parking data, mobile application positioning data, electronic map data, and point of interest data, this paper studies the formation, diffusion and dissipation of urban traffic congestion, and puts forward traffic control strategies and traffic management methods to alleviate traffic congestion.

2. Study the operation efficiency and travel reliability of the transportation system. (1) Multi mode (multi-mode) transportation system; (2) efficiency and reliability evaluation; (3) the goal is to improve efficiency and reliability.

For example, "Metro bus" transportation system, from the perspective of travelers, studies the methods to improve the travel efficiency of residents; from the perspective of operators, studies the recovery ability of system failure, and finds out the key factors affecting the recovery ability of the system.

====================================

Recent specific research direction 2: analysis and modeling of traffic network structure and function

1. Evaluation of actual capacity / function of time-varying transportation network. (1) The transportation capacity of the "road" network varies from time to time. (2) The structure of effective "road" network changes sometimes.

For example, time-varying aviation network constructed by flight operation data, actual capability / function evaluation.

2. The structure and functional characteristics of composite transportation network. (1) Methods to optimize the "joint" link between multiple modes of transportation. (2) Multi mode composite "travel plan" planning method.

For example, how to optimize the combination of Beijing Guangzhou travel, railway, highway, aviation and other transportation modes (accurate to the minute).

Projects

1, PI, “Study on Navigation Strategy of Urban Traffic based on Spatial Network”, Young Scholar Project of NNSFC,  2012—2014;

2, PI, “Computation and Evolution of Urban Traffic Demand based on Mobile Phone Data”, Fundamental Research Funds for the Central Universities, 2012-2013;

3, Researcher, “Navigation Theory and Method of Traffic Demand in Large City”, National Basic Research Program (973 Plan), 2012-2016;

4, Researcher, “Study on Multimode Choice and Assignment Model and Algorithms in Integrated Traffic Network based on Travel Behavior”, Key Project of NNSFC, 2012-2016;

5, Researcher, “Strategy on Environmental Induced Optimization and Control of Urban Traffic Structure under Uncertainty”, Young Scholar Project of NNSFC, 2014-2016;

6, Data-based Analysis of Urban Transport Behavior, General Project of NSFC, 2016-2019;

7, Multi-source Data Modeling of Micro-Macro Behaviors of Urban Transport, Cultivation project of Major Programme of NSFC, 2017-2019;

8, Big Data Driven Spatial-Temporal Transportation Pattern of Urban Agglormeration, Key Project of Major Programme of NSFC, 2018-2021.

Teaching Courses

Undergraduate:

1, Data Analysis Method and Application;

2, Big Data Theory and Methods;

3, Introduction to Transportation Systems Science;

4, Frontiers of Modern Transportation Science;

 

Post-Graduate:

1, Introduction to Systems Science;

2, Large Systems Theory.

Paper

40. 王灵丽,黄敏,高亮.基于聚类算法的交通网络节点重要性评价方法研究.交通信息与安全,2020,38(02):80-88. (doi: 10.3963/j.jssn.1674-4861.2020.02.010)
39. Liang Gao *, Senbin Yu, Menghui Li, Zhesi Shen, Ziyou Gao. Weighted h-index for identifying influential spreaders. Symmetry 2019, 11(10), 1263. (doi: 10.3390/sym11101263)
38. 高亮,徐伟.基于预测库存变化率的公共自行车动态调度方法[J].长安大学学报(自然科学版),2019,39(06):108-115.
37. Liang Gao*, Ge Gao, Dandan Ma, Lida Xu*. Coreness variation rule and fast updating algorithm for dynamic networks. Symmetry 2019, 11(4), 477.
36. Liang Gao*, Wei Xu, Yifeng Duan. Dynamic scheduling based on predicted inventory variation rate for public bicycle system. Sustainability 2019, 11, 1885. (doi: 10.3390/su11071885)
35. Senbin Yu, Liang Gao*, Yi-Fan Wang, Lida Xu, and Zi-You Gao. Identifying influential spreaders based on indirect spreading in neighborhood. Physica A 523 418-425(2019). (doi: 10.1016/j.physa.2019.02.010)
34. Guanwen Zeng, Daqing Li*, Shengmin Guo, Liang Gao, Ziyou Gao*, H. Eugene Stanley, and Shlomo Havlin*. Switch between critical percolation modes in city traffic dynamics. PNAS 116 23-28 (2019).
33. Liang Gao*, Xiaoya Shan, Yuhao Qin, Senbin Yu, Lida Xu, and Zi-You Gao. Scaling tunable network model to reproduce the density-driven superlinear relation. Chaos 28 033122 (2018).
32. Yu-Hao Qin, Zhi-Dan Zhao, Shi-Min Cai*, Liang Gao*, and H. Eugene Stanley. Dual-induced multifractality in online viewing activity. Chaos 28 013114 (2018).
31. Jingjing Song, Liang Gao*, Xiaoya Shan. Historical street network GIS datasets of Beijing within 5th ring-road. China Scientific Data, 2(1) 114 (2017). (doi: 10.11922/csdata.580.2016.0114)
30. Wanchen Gao, Liang Gao*, Lida Xu, Ziyou Gao. Assessment on road traffic noise in the Xizhimen overpass area, Beijing. Proceedings of CICTP 2015 (Efficient, Safe and Green Multimodal) 3290-3299 (2015).
29. Zhen-zhen Yang, Liang Gao*, Zi-you Gao, Sheng-min Guo. AR and ESE methods for traffic incident analysis on urban arterials. Proceedings of CICTP 2015 (Efficient, Safe and Green Multimodal) 352-362 (2015).
28. Wanchen Gao, Liang Gao, Zi-You Gao. Smartphone-based study on the spatio-temporal patterns of regional road traffic noise. Proceedings of System Engineering Society of China Conference 2014, A07, 417 (2014).
27. Hao Tang, Liang Gao, Zi-You Gao. Travel Time Reliability of Bus Network —Hangzhou as an Example. Proceedings of System Engineering Society of China Conference 2014, A07, 407 (2014).
26. Yanan Miao, Liang Gao, Zi-You Gao. Characteristics of the spatial evolution of Beijing road network system. Proceedings of System Engineering Society of China Conference 2014, A07, 395 (2014).
25. Liang Gao*, Yanan Miao, Yuhao Qin, Xiaomei Zhao, Zi-You Gao. Finding topological center of a geographic space via road network. Physica A, 419, 128-133 (2015).
24. Peng Zhang, Menghui Li?, Liang Gao, Ying Fan, Zengru Di. Characterizing and Modeling the Dynamics of Activity and Popularity. PLoS ONE, 9, e89192 (2014).
23. Liang Gao, Chaoming Song, Ziyou Gao, Albert-László Barabási, James P. Bagrow and Dashun Wang*. Quantifying Information Flow During Emergencies. Scientific Reports, 4, 3997 (2014).
22. Xiao-mei Zhao, Dong-fan Xie, Zi-you Gao and Liang Gao. Equilibrium of a two-route system with delayed information feedback strategies. Physics Letters A, 377(43), 3161–3169 (2013). 
21. Jinbao Du, Hualing Ren, Liang Gao and Bingfeng Si. A strategies based transit pricing method in multi-way traffic condition. Shandong Science, 26(3), 95-100 (2013). (In Chinese).
20. Yanan Miao and Liang Gao. Study on the Price Elasticity of Demand of Beijing Subway. Journal of Traffic and Logistics Engineering, 1, 25 (2013).
19. Wei Shi-chao, Gao Liang, Sun Shi-zhao and Li Lin-can. An Application of ARIMA model in Study of Darwin's Mail Communication Pattern. Journal of Mathematics in Practice and Theory, 43(4), 185-192 (2013). (In Chinese).
18. Liang Gao, Yanan Miao, Daqing Li, Xiaobao Yang, Hualing Ren and Bingfeng Si. Agent-based Evaluate and Mitigate Habitat Fragmentation by Road Network. Proceedings of 2012 International Conference on Applied Informatics and Communication, (Dec. 4-5, Shenzhen, China). Pages 97-102 (2012).
17. Liang Gao, Yanan Miao, Xiaobao Yang and Bingfeng Si. Road Network Impacts On Wildlife Animals: A Simulation Study. Proceedings of 2012 IET International Conference on Information Science and Control Engineering (Dec. 7-9, Shenzhen, China), vol.2 pages 1091-1095 (2012).
16. Liang Gao, Bingfeng Si, Xiaobao Yang, Huijun Sun, and Ziyou Gao. A matrix method for finding last common nodes in an origin-based traffic assignment problem. Physica A 391, 285–290 (2012).
15. Si Bingfeng, Zhong Ming, Gao Liang, Gao Ziyou. Hierarchical Network Based Equilibrium Model and Algorithm for Mixed-Traffic Urban Transport System. Journal of Transportation Planning and Technology, 35(5), 545-559 (2012).
14. Xiaobao Yang, Mei Huan, Bingfeng Si, Liang Gao, and Hongwei Guo. Crossing at a Red Light: Behavior of Cyclists at Urban Intersections. Discrete Dynamics in Nature and Society 2012, 490810 (2012).
13. Xiaobao Yang, Mei Huan, Bingfeng Si and Liang Gao. Bicycle capacity of borrowed-priority merge at unsignalized intersections in China. Journal of Beijing Institute of Technology 21, 229 (2012).
12. Xiaobao Yang, Mei Huan, Hongwei Guo and Liang Gao. Car Travel Time Estimation near a Bus Stop with Non-motorized Vehicles. International Journal of Computational Intelligence Systems 4, 1350-1357 (2011).
11. X.B. Yang, Z.Y. Gao, B.F. Si, and Liang Gao. Car capacity near bus stops with mixed traffic derived by additive-conflict-flows procedure. Sci. China. Tech. Sci. 54, 733-740 (2011).
10. Liang Gao, Bingfeng Si, Xiaobao Yang, Huijun Sun, and Ziyou Gao. A Matrix Method for Finding Common Nodes in Network Traffic Assignment. TRB 2011, Washington, US.
9. Menghui Li, Liang Gao, Ying Fan, Dahui Wang, Jinshan Wu and Zengru Di. Emergence of global preferential attachment from local interaction. New Journal of Physics 12, 043029 (2010).
8. Bingfeng Si, Xiaobao Yang, Liang Gao, Ziyou Gao. Multi-mode urban traffic assignment model and algorithm based on travel demand (in Chinese). China Journal of Highway and Transport 23, 85-91 (2010).
7. Bingfeng Si, Liang Gao,Baohua Mao, Toll allocation model for urban railway traffic system under condition of seamless exchange (in Chinese). Journal of Management Science in China 12, 36-44 (2009).
6. Liang Gao, Yanqing Hu and Zengru Di. Accuracy of the ball-covering approach for fractal dimensions of complex networks and a rank-driven algorithm. Physical Review E 78, 046109 (2008).
5. Liang Gao, Jinshan Zhao, Zengru Di and Dahui Wang. Asymmetry Between Odd and Even Node Weight in Complex Networks. Physica A 376, 687-691 (2007).
4. Liang Gao, Menghui Li, Jinshan Wu and Zengru Di. Betweenness-based attack on nodes and edges of food webs. Dynamics of Continuous, Discrete and Impulse Systems B 13, 421-428 (2006).
3. Liang Gao, Menghui Li, Jinshan Wu and Zengru Di. The Robustness of Attacks on Vertices and Edges of Food Webs(In Chinese). Systems Engineering - Theory & Practice 25, 1-8 (2005).
2. Menghui Li, Ying Fan, Jiawei Chen, Liang Gao, Zengru Di and Jinshan Wu. Weighted networks of scientific communication: the measurement and topological role of weight. Physica A 350, 643-656 (2005).
1. Ying Fan, Menghui Li, Jiawei Chen, Liang Gao, Zengru Di and Jinshan Wu. Network of Econophysicists: A Weighted Network To Investigate the Development of Econophysics.   International Journal of Modern Physics B 18, 2505-2511 (2004).

Monograph

Patent

Awards and honors

1, Zhang Ke, Gao Ziyou, etc., construction and application of composite perception and collaborative service system for comprehensive transportation operation in mega cities, first prize of science and technology award of China Intelligent Transportation Association, 2019. I rank 14th (total 15). (ZZJX-J2019K002-14)

2, Zhang Ke, Gao Ziyou, etc., reconstruction technology and application of comprehensive traffic operation monitoring system based on super network and mobile Internet, second prize of Beijing Science and technology progress award, 2019. I rank 12th (total 15). (2019-J11-2-08)

3, National Top 100 Excellent Doctoral Dissertation - Nomination Award, 2009.

Social Appointments

1, Member of Chinese society of systems engineering

2, Reviewer for Transportations Research Part B, IEEE Transactions on Intelligent Transportation Systems, PLoS ONE, Transactions in GIS, Physica A, International Journal of Modern Phyiscs C, Journal of Systems Science and Complexity, International Journal of Urban Sciences, Journal of Internet Technology, Sustainability, Energies, Information, Processes, International Journal of Environmental Research and Public Health.