Basic Information

Huang, Zi-Gang

Full Professor

School of Life Science and Technology

Xi'an Jiao Tong University

Contact

Email: huangzg@xjtu.edu.cn

Xi’an Jiaotong University,

No. 28, Xianning West Road 

Xi’an, Shaanxi, 710049, P.R.China 

 

Research Interests

Brain-inspired Intelligence

Neuroinformatics and Its Applications

Neural Computing and Neuromodulation

Complex Systems Science

 

Positions

  • 04/2018-present    Full Professor         School of Life Science & Technology, Xi’an Jiao Tong University, Xi’an
  • 05/2016-04/2018   Full Professor         School of Physical Science & Technology, Lanzhou University, China
  • 08/2013-12/2015   Assistant Research Scientist   Arizona State University, US
  • 08/2012-07/2013   Visiting Scholar       Arizona State University, US.
  • 05/2010-04/2016   Associate Professor   School of Physical Science & Technology, Lanzhou University, China
  • 05/2010-08/2010   Visiting Scholar       Department of Mathematics, Kyungpook National University, Korea
  • 07/2008-04/2010   Lecturer                     School of Physical Science & Technology, Lanzhou University, China

Grants

  1. National Natural Science Foundation of China (Grant No. 11975178)?2020~2023, “Research on the energy landscape and dynamical behavior of the resting-state brain functional network”.
  2. National Natural Science Foundation of China (Grant No. 11275003) 2013~2016, “The transport processes and flux fluctuation in complex systems”.
  3. National Natural Science Foundation of China (Grant No. 10905026) 2009~2012, “Study of the transport and optimization in complex systems by evolutionary game theory”.
  4. National Natural Science Foundation of China (Grant No. 11191240051) 2011~2011, “School and Workshop on Market Microstructure: Design, Efficiency and Statistical Regularities” held by the Abdus Salam International Centre for Theoretical Physics (ICTP), in Trieste, Italy from 21-25 March 2011.
  5. The Specialized Research Fund for the Doctoral Program of Higher Education funded by the Ministry of Education of China (Grant No. 20090211120030) 2009~2012, “Study of traffic flow and routing strategy in the communication network by evolutionary game theory”.
  6. The Fundamental Research Funds for the Central Universities (Grant No. lzujbky-2016-123) 2016~2017, “Data-driven study of complex systems and dynamics”.
  7. The Fundamental Research Funds for the Central Universities (Grant No. lzujbky-2010-73) 2011~2013, “Study of the structure and routing on the quantum communication network”.
  8. Science and Technology Development Program of Lanzhou (Grant No. 2010-1-129) 2010~2012, “Optimization of the urban traffic system by evolutionary game dynamics”.
  9. Crosswise project from Institute of Modern Physics (IMP), Chinese Academy of Sciences (CAS) 2011~2012, “Parallel Computational Fluid Dynamics for Spallation Neutron Source”.
  10. Crosswise project from Institute of Modern Physics (IMP), Chinese Academy of Sciences (CAS) 2012~2014, “Cell cycle-related protein-protein interaction in tumor cells under radiation of heavy ions”.
  11. Project for Young Scholar supported by School of Physical Science and Technology, Lanzhou University, “Worm spreading in the wireless ad hoc networks”.
     

Selected Publications

  1. Li Y, An S, Zhou T, Su C, Zhang S, Li C, Jiang J, Mu Y, Yao N, Huang Z-G* and Alzheimer’s Disease Neuroimaging Initiative, Triple network analysis of Alzheimer’s disease based on the energy landscape. Front. Neurosci. 17:1171549 (2023). doi: 10.3389/fnins.2023.1171549.
  2. Si-Ping Zhang,1, 2 Jia-Qi Dong,3 Yi-Xuan Lu, Jue Wang, Zi-Gang Huang∗ and Ying-Cheng Lai, Self-organizing optimization and phase transition in reinforcement learning minority game systems,  Frontiers of Physics 19(4), 40201 (2024).
  3. Fan L.#, Li Y.#, Huang Z., Zhang W., Wu X., Liu T.*, Wang J.* Low-frequency repetitive transcranial magnetic stimulation alters the individual functional dynamical landscape. Cerebral Cortex, 2023, 1-16, https://doi.org/10.1093/cercor/bhad228.
  4. Fan, L., Li, C., Huang, Z., Zhao, J., Wu, X., Liu, T., Li, Y.*, & Wang, J*. (2022). The longitudinal neural dynamics changes of whole brain connectome during natural recovery from poststroke aphasia. NeuroImage: Clinical, 36: 103190-103190 (2022).
  5. S. Qi, M. Tian, Y. Rao, C. Sun, X. Li, J. Qiao*, Z.-G. Huang*, Applying transcranial magnetic stimulation to rehabilitation of poststroke lower extremity function and an improvement: Individual-target TMS, Wiley Interdisciplinary Reviews - Cognitive Science (WIREs Cogn Sci.), 2022 e1636(2022).
  6. S. Qi, Y. Zhang, X. Li, CZ Sun, XW Ma, SZ Li, L Li, K Ren, M Xi*, Z.-G. Huang*, Improved Functional Organization in Patients With Primary Insomnia After Individually-Targeted Transcranial Magnetic Stimulation, Front. Neurosci. 16, 859440 (2022).
  7. K. Song, J. Li, Y. Zhu, F. Ren, L. Cao, Y. Shao, , Z.-G. Huang*, Altered small-world functional network topology in patients with optic neuritis: A resting- state fMRI study, Disease Markers, 2021(2021):1-9.
  8. C. Liu, J.-Q. Dong, Q.-J. Chen, Z.-G. Huang*, L. Huang*, H.-J. Zhou, and Y.-C. Lai, Controlled generation of self-sustained oscillations in complex artificial neural networks, Chaos 31, 113127 (2021); https://doi.org/10.1063/5.0069333.
  9. C.-W. Su, L. Zheng, Y. Li, J. Wang*, Z.-G. Huang*, and Y.-C. Lai, Hysteresis in anesthesia and recovery: Experimental observation and dynamical mechanism, Phys. Rev. Research 2. 023289 (2020).
  10. C. Kong, Y.-X. Yao, Z.-T. Bing, B.-H. Guo, L. Huang, Z.-G. Huang*, Y.-C. Lai, Dynamical network analysis reveals key microRNAs in progressive stages of lung cancer, PLOS Computational Biology, 16(5)e1007793 (2020).
  11. Ya Chen, Xue Li, Richong Zhang, Z.-G. Huang; Ying-Cheng Lai, Instantaneous success and influence promotion in cyberspace - how do they occur? Physica A: Statistical Mechanics and Its Applications, 556: 0-124725 (2020).
  12. N. Yao, C.-W.Su, Y.-J. Li*, J. Wang, C.-S.Zhou, Z.-G. Huang*, Resting state dynamics of the default mode network in human brain, Acta Physica Sinica 69 (8): 080203 (2020).
  13. W.-M. Huang, L.-C. Cao, Q.-J. Chen, C.-W. Su, Y.-J. Li*, Z.-G. Huang*, Modelling and analysis of brain functional network, SCIENTIA SINICA Physica, Mechanica & Astronomica 50, 010506 (2020); doi: 10.1360/SSPMA2019-0149.
  14. Ya-Qin Dong, Fan Wang, Sheng-Jun Wang, Z.-G. Huang, Effects of refractory period on dynamical range in excitable networks, Chinese Physics B, 2019, 28(12): 0-128701.
  15. Xiaoqi Zhu, Youjun Li, Liang Zheng, Bixin Shao, Chenxi Li, Z.-G. Huang, Tian Liu, Jue Wang*, Multi-point temporal interference stimulation by using each electrode to carry different frequency currents, IEEE Access 7: 168839-168848 (2019) DOI: 10.1109/ACCESS. 2019. 2947857.
  16. L.-Z. Wang, Z.-D. Zhao, J.-J. Jiang, B.-H. Guo, X. Wang, Z.-G. Huang*, and Y.-C. Lai*, A model for meme popularity growth in social networking systems based on biological principle and human interest dynamics, Chaos 29, 023136 (2019)  (as Editor’s Pick).
  17. S.-P. Zhang, J.-Q. Dong, Li Liu, Z.-G. Huang*, L. Huang, Y.-C. Lai, Reinforcement learning meets minority game: Toward optimal resource allocation, Phys. Rev. E 99, 032302 (2019).
  18. C.-W. Su, Z.-G. Huang*, W. Wang, J. Wang, X.-F. Wang, and Y.-C. Lai, Optimizing optimization: accurate detection of hidden interactions in active body systems from noisy data, Nonlinear Dyn. 96, 13-21 (2019), https://doi.org/10.1007/s11071-019-04769-1.
  19. N. Yao, Z.-G. Huang*, H.-P. Ren, C. Grebogi, and Y.-C. Lai, Self-adaptation of chimera states, Phys. Rev. E 99, 010201 (R) (2019).
  20. S.-P. Zhang, J.-Q. Zhang, Z.-G. Huang*, B.-H. Guo, Z.-X. Wu, Jue Wang, Collective behavior of artificial intelligence population: transition from optimization to game, Nonlinear Dyn. 95, 1627-1637 (2019), https://doi.org/10.1007/ s11071-018-4649-4.
  21. Y.-X. Yao, Z.-T. Bing, L. Huang*, Z.-G. Huang*, Ying-Cheng Lai, A network approach to quantifying radiotherapy effect on cancer: radiosensitive gene group centrality, Journal of Theoretical Biology 462, 528-536 (2019).
  22. J.-J. Jiang, Y.-Z. Chen, Z.-G. Huang, and Y.-C. Lai*, Evolutionary hypergame dynamics, Phys. Rev. E 98, 042305 (2018).
  23. Youjun Li, Feng Feng, Pan Lin, Z.-G. Huang, Tian Liu, Bo Zhou, Hongxiang Yao, Liang Zheng, Chenxi Li, Pan Wang, Zengqiang Zhang, Yan'e Guo, Luning Wang, Ningyu An, Xiaoqi Zhu, Xi Zhang, Jue Wang*, Cognition-related white matter integrity dysfunction in Alzheimer's disease with diffusion tensor image, Brain Research BulletinCognition-related white matter integrity dysfunction in Alzheimer's disease with diffusion tensor image, Brain Research Bulletin 143, 207-216 (2018).
  24. J.-Q. Dong, Z. Shen, Y. Zhang, Z.-G. Huang, L. Huang, and X. Chen, Finite-size scaling of clique percolation on two-dimensional Moore lattices, Phys. Rev. E 97, 052133 (2018).
  25. J.-J. Jiang, Z.-G. Huang, T. P. Seager, W. Lin, C. Grebogi, A. Hastings, and Y.-C. Lai, Predicting tipping points in mutualistic networks through dimension reduction, Proceedings of the National Academy of Sciences (USA) 10.1073/pnas.1714958115 (2018).
  26. L.-Z. Wang, R. Su, Z.-G. Huang, X. Wang, W.-X. Wang, C. Grebogi, and Y.-C. Lai, Control and controllability of nonlinear dynamical networks: a geometrical approach, Nature Communications 7: 11323 doi 10.1038/ncomms11323 (2016).
  27. S.-P. Zhang, Z.-G. Huang*, J.-Q. Dong, D. Eisenberg, T. P. Seager, and Y.-C. Lai*, Optimization and resilience of complex supply-demand networks, New J. Phys. 17 063029 (2015) (*Corresponding Author).
  28. Q. Chen, Z.-G. Huang*, Y. Wang, and Y.-C. Lai*, Multiagent model and mean field theory of complex auction dynamics, New J. Phys. 17 093003 (2015) (*Corresponding Author)
  29. J.-T. Sun, S.-J. Wang, Z.-G. Huang*, L. Yang, Y. Do, and Y.-H. Wang*, Effect of information transmission on cooperative behavior. New J. Phys. 12, 063034 (2010) (*Corresponding Author).
  30. J.-Q. Dong, Z.-G. Huang*, L. Huang, and Y.-C. Lai, Triple grouping and period-three oscillations in minority-game dynamics, Phys. Rev. E 90, 062917 (2014) (*Corresponding Author).
  31. J.-Q. Zhang, Z.-G. Huang*, J.-Q. Dong, L. Huang, Y.-C. Lai, Controlling collective dynamics in complex minority-game resource-allocation systems. Phys. Rev. E 87, 052808 (2013) (*Corresponding Author).
  32. Z. Zhou, Z.-G. Huang*, L. Huang, Y.-C. Lai, L. Yang, and D.-S. Xue*, Universality of flux-fluctuation law in complex dynamical systems, Phys. Rev. E 87, 012808(2013) (*Corresponding Author).
  33. Y.-Z. Chen, Z.-G. Huang*, S.-J. Wang, Y. Zhang*, and Y.-H. Wang*, Diversity of rationality affects the evolution of cooperation, Phys. Rev. E 79, 055101(Rapid Communication) (2009) (*Corresponding Author).
  34. J.-Q. Dong, Z.-G. Huang*, Z. Zhou, L. Huang, Z.-X. Wu, Y. Do, and Y.-H. Wang, Enhancing transport efficiency by hybrid routing strategy, Europhys. Lett. 99, 20007 (2012) (*Corresponding Author).
  35. Z. Zhou, Z.-G. Huang*, L. Yang, D.-S. Xue*, and Y.-H. Wang, The effect of human rhythm on network traffic dynamics, J. Stat. Mech. P08001 (2010) (*Corresponding Author).
  36. L. Zhao, X.-J. Ye, Z.-G. Huang*, J.-T. Sun, L. Yang, Y. Do, and Y.-H. Wang, Promotion of cooperation in the form of C0C1D, J. Stat. Mech. P08009 (2010) (*Corresponding Author).
  37. Z.-G. Huang*, Z.-X. Wu, A.-C. Wu, L. Yang, and Y.-H. Wang*, Role of collective influence in promoting cooperation, Europhys. Lett. 84, 50008 (2008).
  38. Z.-G. Huang*, S.-J. Wang, X.-J. Xu, and Y.-H. Wang*, Promote cooperation by localized small-world communications, Europhys. Lett. 81, 28001 (2008).
  39. Z.-G. Huang, S.-J. Wang, X.-J. Xu, and Y.-H. Wang, Mobile agents affect worm spreading in wireless ad hoc networks, J. Stat. Mech. 9, 09005 (2009).
  40. Z.-G. Huang, Z.-X. Wu, X.-J. Xu, J.-Y. Guan, and Y.-H. Wang*, Coevolutionary dynamics of network and game under birth-death and birth mechanisms, Eur. Phys. J. B 58, 493 (2007).
  41. Z.-G. Huang, X.-J. Xu, Z.-X. Wu and Y.-H. Wang, Walks on Apollonian networks, Eur. Phys. J. B 51, 549 (2006).

Book:

Book Chapter: L. Liu, X. Li, J. Jin, Z.-G. Huang, M. Liu and M. Palaniswami, “Graph-based Routing, Broadcasting and Organizing Algorithms for Ad-hoc Networks”, pp. 55-73, Book Chapter 3 in the book entitled “Wireless Ad-Hoc Networks” edited by Hongbo Zhou (InTech 2012), ISBN 978-953-51-0896-2, DOI: 10.5772/3438. http://www.intechopen.com/ books/wireless-ad-hoc-networks.