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成果概述

发表SCI论文70余篇，专著章节1部。主持类脑智能相关国家重点项目1项，担任首席科学家，主持国家自然科学基金4项，其他国家级项目4项，省部级项目及横向项目10余项。获中物联科技进步二等奖。

文章发表

  部分文章列表：

  1. 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).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, 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).
  6. 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.
  7. 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.
  8. 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).
  9. 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).
  10. 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).
  11. 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).
  12. 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.
  13. 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.
  14. 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.
  15. 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).
  16. 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).
  17. 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.
  18. 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).
  19. 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.
  20. 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).
  21. J.-J. Jiang, Y.-Z. Chen, Z.-G. Huang, and Y.-C. Lai*, Evolutionary hypergame dynamics, Phys. Rev. E 98, 042305 (2018).
  22. 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).
  23. 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).
  24. 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).
  25. 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).
  26. 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).
  27. 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).
  28. 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).
  29. 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).
  30. 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).
  31. 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).
  32. 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).
  33. 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).
  34. 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).
  35. 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).
  36. 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).
  37. 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).
  38. 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).
  39. 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:

  1. [36]   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.

 

软著：
[1] 苏春旺, 苏醒, 姚楠, 文华, 李尤君, 毛笔, 黄子罡. 可扩展性的类脑智能定义及术语图谱管理系统. 开发完成日期：2021年9月10日；登记授权号：2022SR0489577, 授权日期：2022年4月19日，计算机软件著作权。
[2] 黄子罡, 毛笔, 苏春旺, 苏醒, 任德亿, 文华. 类脑导航和类脑智能认知融合算法离线自动测评系统. 开发完成日期：2021年12月20日；登记授权号：2022SR0489588, 授权日期：2022年4月19日，计算机软件著作权。
[3] 张四平, 文华, 李尤君, 苏醒, 苏春旺, 姚楠, 黄子罡. 基于爬虫技术的类脑智能论文检索与论文图谱管理系统. 开发完成日期：2021年5月20日；登记授权号：2022SR0489576, 授权日期：2022年4月19日，计算机软件著作权。
[4] 李尤君, 文华, 苏醒, 张四平, 黄子罡. 类脑算法在线测评系统. 开发完成日期：2021年2月1日；登记授权号：2022SR0489598, 授权日期：2022年4月19日，计算机软件著作权。
 

学术报告

(1) 第十七届全国凝聚态理论与统计物理会议，2012年,中国，分会邀请报告
(2) 第七届科学与工程中多尺度问题的MIC与GPU应用国际研讨会，成都，邀请报告
7th GPU and MIC Solutions to Multiscale Problems in Science and Engineering Workshop 2016 (GPU-MIC'2016)
(3)2018年，中国计算机大会（CCF），分会邀请报告
(4)2018年，第九届中国神经调控大会，分会邀请报告
(5)2018年，第二届中国系统科学大会，分会邀请报告
(6)2019年，第五届全国统计物理与复杂系统学术会议，大会邀请报告