Xiao Gaoxi
Associate Professor
School of Electrical and Electronic Engineering

Contacts

Academic Qualifications

  • BSc (1st Hon), Dept. Applied Math., Xidian University, Xi'an, China, 1987-1991
  • MPhil, Dept. Applied Math., Xidian University, Xi'an, China, 1991-1994
  • PhD, Dept. Computing, Hong Kong Polytechnic University, 1995-1998

Working Experiences

  • Mar. 2008-present: NTU, Singapore, associate professor
  • Oct. 2001-Mar. 2008: NTU, Singapore, assistant professor
  • Nov. 1999-Oct. 2001: UT Dallas, Richardson, TX, USA, visiting scientist
  • Apr. 1999-Nov. 1999: Poly U, Brooklyn, NY, USA, postdoctoral research fellow
  • Oct. 1995-Dec. 1998: HKPU, Kowloon, HK, research/teaching assistant
  • Apr. 1994-Oct. 1995: Xidian Univ., Xi'an, China, assistant lecturer

Recent Teaching Duties

  • EE6108 -  Computer Networks (AY2021-)
  • IE4718 -  Enterprise Network Design (AY2013-)
  • IE3017 -  Computer Communications (AY2021-)
  • IE2018 -  Data Structures and Algorithms (AY2016- )
  • EE4761 -  Computer Networking (AY2011-20)

Research Interests

  • Complex systems and networks
  • Cyber-physical systems and smart grids
  • System resilience
  • Cybersecurity
  • Internet and communication networks

Funded Research Projects in Recent Years

  • Robustness of Node Embedding for Trustworthy Machine Learning, Ministry of Education, Singapore, 2023-25, PI.
  • Critical Event Monitoring and Situation Awareness for Resilience Cyber-Physical Systems, under "Future Resilient Systems-Phase II" Programme (FRS-II), NRF, Singapore, 2020-25, PI.
  • Recovery of Cyber-Physical Systems from Disasters and Attacks, under "Future Resilient Systems-Phase II" Programme (FRS-II), NRF, Singapore, 2020-25, co-PI.
  • Networked Communities of Agents: A New Framework for Studying Dynamics of Complex Adaptive Systems, Ministry of Education, Singapore, 2020-2022, PI.
  • The Study of 4D Dengue Transmission Risk Based on Big Urban Data, under "Virtual Singapore" Programme, NRF, Singapore, 2018-2020, project co-PI and NTU PI.
  • Control and Controllability of Dynamic Complex Networks: Theories and Strategies, Ministry of Education, Singapore, 2017-2020, PI
  • Infrastructure Systems Risk Monitoring, Detection and Control, under "Future Resilience Systems" Programme (FRS), NRF, Singapore, 2014-18, PI.
  • Robust Learning in Social Networks: Fundamental Limits and Strategies, Ministry of Education, Singapore, 2015-18, co-PI

Professional Activities in Recent Years

Associate Editor:

Editorial Board Member

Academic Editor:

Team and Collaborators

Graduated Ph.D.

  • Dr. SHEN, Shu (Apr. 2006): Link-State Update in Wavelength-Routed Networks.
  • Dr. LI, Yi (May 2007): Contention Resolutions in Optical Packet Switches.
  • Dr. LIU, Jian (May 2009): Distributed Wavelength Provisioning in WDM Optical Networks.
  • Dr. XIAO, Shi (Oct 2010): Robustness and Decentralized Search in Complex Networks.
  • Dr. HU, Wuhua (Mar. 2012): Studies on PID Controller Tuning and Self-Optimizing Control
  • Dr. WANG, Yubo (Nov. 2012): Dynamics and Control of Epidemic Spreading in Complex Networks
  • Dr. ZHANG, Pengfei (A*STAR Graduate Scholarship, Co-Supervised by Dr. Tan Hwee Pink, I2R, A*STAR) (Feb. 2015): Studies of Networking Algorithms in Wireless Sensor Networks
  • Dr. YU, Yi (May 2016): Critical Event Detection and Management in Complex Networks
  • Dr. LI, Beibei (former supervisor Prof. Lu Rongxing) (Jan. 2019): Detection of False Data Injection Attacks in Smart Grid Cyber-Physical Systems
  • Dr. ZHANG, Hehong (co-superviso: Prof. T.-C. Pan) (Feb. 2020): Discrete Time Optimal Control and Its Applications in Power Systems
  • Dr. Nguyen Vu Xuan (Sept. 2020): Dynamics of Opinion Formation on Complex Social Networks
  • Dr. Hao Changyu (as co-supervisor; main supervisor: Prof. Cheung Sai Hung) (Feb. 2022): Efficient Methodology and Algorithms for Resilience Analysis of Critical Infrastructure Systems Subjected to Natural Hazards.

PhD Candidates

  • Mr. Li, Xiang
  • Mr. Yang Yesen (as co-supervisor)
  • Mr. Ren Junhao
  • Mr. Gao Honglin
  • Ms. Zhao Lan (co-supervisor: Dr. Sun Yajuan)

Visitors and Team Members

  • Mr.Cheng Peng, Visiting PhD student, 03/24-
  • Mr. Xu Zhilu, Visiting PhD student, 11/23-
  • Mr. Qian Peiheng, Visiting PhD student, 11/22-
  • Dr. Zhang Guangxiao, Research Fellow, 11/22-
  • Dr. Cheng Songsong, Research Scientist, 11/21-11/22
  • Ms. Li Yalu, Visiting PhD Student, 11/21-10/22
  • Mr. Qiuyang Huang, Visiting PhD Student, 11/19-11/20
  • Dr. Huang Liping, Research Fellow, 06/19-12/20
  • Ms. Niu Xuetong, Project Officer, 08/19-10/20
  • Dr. Meng Min, Research Fellow, 07/17-08/20
  • Mr. Huynh-Nhan Ngo, Research Engineer, 05/18-11/19
  • Dr. Zhai Chao, Research Fellow, 02/16-01/19
  • Dr. Ma Lijia, Research Fellow, 10/16-12/17
  • Mr. Mao Fubing, Research Associate, 10/16-12/17
  • Dr. Wang Ran, Research Fellow, 11/15-08/16
  • Dr. Liu Xinghua, Research Fellow, 09/15-08/16
  • Dr. Deng Ruilong, Research Fellow, 06/14-06/15
  • Prof. Li Hui, Visiting Professor, 2014, 2015
  • Dr. Hu Jianwei, Research Fellow, 05/14-05/15
  • Mr. Zhang Songnian, Project Officer, 05/14-05/15
  • Mr. Zeng Dong, Project Officer, 04/13-12/14
  • Dr. Li Guoqi, Research Fellow, 07/13-07/14
  • Dr. Zheng Zhongtuan, Visiting Scientist, 05/13-05/14
  • Dr. Zhu Hui, Research Fellow, 04/13-03/14
  • Ms. She Yuchao, Project Officer, 04/13-03/14
  • Dr. Wang Yubo, Research Engineer, 03/10-02/12
  • Dr. Zhou Jie, Postdoctoral Research Fellow, 02/08-09/09
  • Dr. Xiao Shi, Project Officer, 07/06-09/09
  • Dr. Xiaoshan Pan, researcher, 2002-04

Selected Publications

Books

  1. C. Zhai, H. Zhang, and G. Xiao, Cooperative Coverage Control of Multi-Agent Systems and its Applications, Springer Singapore, 2022. weblink

  2. H. Zhang, G. Xiao, Y. Xie, W. Guo, and C. Zhai, Tracking Differentiator Algorithms: Theories, Implementations and Applications, Springer Singapore, 2021. weblink

  3. B. Li, R. Lu, and G. Xiao, Detection of False Data Injection Attacks in Smart Grid Cyber-Physical Systems, Springer 2020. weblink

  4. R. Wang, P. Wang, and G. Xiao, Intelligent Microgrid Management and EV Control Under Uncertainties in Smart Grid, Springer Singapore, 2018. weblink

Journal Publications

    2024

  1. X. Li, G. Li, L. Gao, B. Li, and G. Xiao, "Sufficient Control of Complex Networks," Physica A, accepted for publication.

  2. S. Qiao, X. Liu, G. Xiao, P. Wang, and S. S Ge, "Reliable Control of Wind Power Systems under Frequency-based Deception Attacks: AMD Event-triggered Strategy," IEEE Transactions on Reliability, accepted for publication.

  3. X. Li, G. Li, L. Gao, L. Y. Chew, and G. Xiao, "Structural Controllability of Multiplex Networks with the Minimum Number of Driver Nodes," IEEE Transactions on Control of Network Systems, available online since 04 March 2024. weblink

  4. X. Hu, X. Liu, H. Yan, G. Xiao, and P. Wang, "ET-SRCKF-based Dynamic State Estimation for Cyber-Physical Distribution Systems with Delayed Measurements," IEEE Transactions on Circuits and Systems I: Regular Papers, available online since 26 Feb 2024. weblink

  5. G. Song, X. Liu, G. Xiao, L. Xiong, B. Chen, and P. Wang, "Circulating Current Suppression of Power Conversion Systems under Unbalanced Conditions: Large-Signal Model-based Secondary Control," CPSS Transactions on Power Electronics and Applications, available online since 02 January 2024. weblink

  6. Y. Li, H. Li, and G. Xiao, "Optimal Control for Reachability of Markov Jump Switching Boolean Control Networks Subject to Output Trackability," International Journal of Control, DOI: 10.1080/00207179.2024.2329723, March 2024. weblink

  7. G. Zhang, G. Xiao, X. Liu, Y. Xu, and P. Wang, "A Robust Wide Area Fault Location for Power Grids with Uncertainties in Measurements and Network Parameters," IEEE Transactions on Power Delivery, vol. 29, no. 1, pp. 687-690, Feb. 2024. weblink

  8. X. Liu, Y. Wang, Z. Wei, J. Tian, G. Xiao, and P. Wang, "Cost and Capacity Optimization of Regional Wind-Hydrogen Integrated Energy System," International Journal of Hydrogen Energy, vol. 49, part D, pp. 571-585, Jan. 2024. weblink

    9. 2023

  9. S. Qiao, X. Liu, Y. Wang, G. Xiao, and P. Wang, "H∞ Load Frequency Control of Power System Integrated with EVs under DoS Attacks: Non-Fragile Output Sliding Mode Control Approach," IEEE Transactions on Intelligent Transportation Systems, available online since 28 Nov 2023. weblink

  10. Z. Li, Y. Xu, P. Wang, and G. Xiao, "Restoration of Multi-Energy Distribution Systems with Joint District Network Reconfiguration by a Distributed Stochastic Programming Approach," IEEE Transactions on Smart Grid, available online since 22 Sept 2023. weblink

  11. B. Fan, X. Liu, G. Xiao, Y. Kang, D. Wang, and P. Wang, "Attention-Based Multi-Agent Graph Reinforcement Learning for Service Restoration," IEEE Transactions on Artificial Intelligence, available online since 12 Sept 2023. weblink

  12. Y. Li, H. Li, and G. Xiao, "Luenberger-Like Observer Design and Optimal State Estimation of Logical Control Networks with Stochastic Disturbances," IEEE Transactions on Automatic Control, vol. 68, no. 12, pp. 8193-8200, Dec. 2023. weblink

  13. G. Song, X. Liu, J. Tian, G. Xiao, T. Zhao, and P. Wang, "Global Maximum Power Point Tracking for PV Conversion Systems under Partial Shadings: NNIDA Based Approach," IEEE Transactions on Power Delivery, vol. 38, no. 5, pp. 3179-3191, Oct. 2023. weblink

  14. Y. Zhou, J. Zhou, Y. Gao and G. Xiao, "Analytic Prediction for the Threshold of Non-Markovian Epidemic Process on Temporal Networks," Chaos, Solitons and Fractals, vol. 175, part I, 113986, Oct. 2023. weblink

  15. X. Liu, Y. Wang, J. Tian, G. Xiao, and P. Wang, "Multi-Objective Optimization of Wind-Hydrogen Integrated Energy Systems Considering Aging Factor," International Journal of Hydrogen Energy, vol. 768, no. 62, pp. 23749-23764, July 2023. weblink

  16. S. Qiao, X. Liu, Y. Liang, G. Xiao, K. Yu, S. S. Ge, "Event-triggered Sliding Mode Load Frequency Control of Multi-area Power Systems under Periodic Denial-of-service Attacks, IEEE Systems Journal, vol. 17, no. 2, pp. 2803-2814, June 2023. weblink

  17. J. Tian, X. Liu, S. Li, Z. Wei, X. Zhang, G. Xiao, and P. Wang, "Lithium-ion Battery Health Estimation with Real-world Data for Electric Vehicles," Energy, vol. 270, 126855, May 2023. (ESI highly cited paper) weblink

  18. Z. Li, Y. Xu, P. Wang, and G. Xiao, "Coordinated Preparation and Recovery of A Multi-energy Distribution System Considering Thermal Inertia and Diverse Uncertainties, Applied Energy, vol. 336, 120736, Apr. 2023. (ESI highly cited paper) weblink

  19. M. Meng and G. Xiao, "State Distribution of Markovian Jump Boolean Networks and Its Applications," IEEE Transactions on Automatic Control, vol. 68, no. 3, pp. 1815-1822, Mar. 2023. weblink

  20. Q. Huang, Y. Yang, Y. Xu, G. Xiao, F. Zhuang, and H. Xiong, "Limi-TFP: Citywide Traffic Flow Prediction with Limited Road Status Information," IEEE Transactions on Vehicular Technology, vol. 72, no. 3, pp. 2947-2959, Mar. 2023. weblink

  21. J. Tian, X. Liu, C. Chen, G. Xiao, Y. Wang, K. Yu, and P. Wang, "Feature Fusion-based Inconsistency Evaluation for Battery Pack: Improved Gaussian Mixture Model, IEEE Transactions on Intelligent Transportation Systems, vol. 24, no. 1, pp. 446-458, Jan. 2023. weblink

    22. 2022

  22. J. Wang, H. Zhang, Y. Yu, Z. Dan, G. Xiao, Q. Gu, and C. Zhai, "Sliding mode differentiator via Improved Adaptive Notch Filter," Kybernetica, vol. 58, no. 4, pp. 547-563, 2022. weblink

  23. M. T. Sadiq et al., "Motor Imagery BCI Classification Based on Multivariate Variational Mode Decomposition," IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 6, no. 8, pp. 1177-1189, Oct. 2022. weblink

  24. L. Huang, G. Xiao, H. Chen, et al., "Geographical clusters of dengue outbreak in Singapore during the Covid-19 nationwide lockdown of 2020," Scientific Data, vol. 9, 547, Sept. 2022. https://doi.org/10.1038/s41597-022-01666-y. weblink

  25. M. Meng, G. Xiao, and D. Cheng, "Self-Triggered Scheduling for Boolean Control Networks," IEEE Transactions on Cybernetics, vol. 52, no. 9, pp. 8911-8921, Sept. 2022. weblink

  26. C. Zhai, H.-T. Zhang, G. Xiao, and M. Z. Chen, "Design and Assessment of Sweep Coverage Algorithms for Multi-agent Systems with Online Learning Strategies," IEEE Transactions on Systems, Man and Cybernetics: Systems, vol. 52, no. 9, pp. 5494-5505, Sept. 2022. weblink

  27. X. Yu, et al., "Computerized Multidomain EEG Classification System: A New Paradigm," IEEE Journal of Biomedical and Health Informatics, vol. 26, no. 8, pp. 3626-3637, Aug. 2022. weblink

  28. X. Liu, D. Bai, S. Qiao, G. Xiao, and S. Ge, Resilient and event-triggered sliding mode load frequency control for multi-area power systems under hybrid cyber attacks, IET Control Theory & Applications, 1 12 (2022). https://doi.org/10.1049/cth2.12340. weblink

  29. Y. Li, H. Li, and G. Xiao, "Set Controllability of Markov Jump Switching Boolean Control Networks and Its Applications," Nonlinear Analysis: Hybrid Systems, vol. 45, 101179, Aug. 2022 weblink

  30. B. Li, R. Lu, G. Xiao, T. Li, and K.-K. R. Choo, "Detection of False Data Injection Attacks on Smart Grids: A Resilience-Enhanced Scheme," IEEE Transactions on Power Systems, vol. 37, no. 4, pp. 2679-2692, July 2022. weblink

  31. G. Zhu, Y. Shi, Y. Li, G. Xiao, J. Xiao, and Q. Liu, "Model-based projection of Zika infection risk with temperature effects and a case study in Southeast Asia," Bulletin of Mathematical Biology, vol. 84, no. 9, doi: 10.1007/s11538-022-01049-9, July 2022. weblink

  32. X. Liu, X. Li, J. Tian, Y. Wang, G. Xiao, and P. Wang, "Day-Ahead Economic Dispatch of Renewable Energy System considering Wind and Photovoltaic Predicted Output," International Transactions on Electrical Energy Systems, Article 6082642, https://doi.org/10.1155/2022/6082642, June 2022. weblink

  33. Y. Lin, J. Sun, G. Li, G. Xiao, C. Wen, L. Deng, and H. E. Stanley, "Spatiotemporal input control: leveraging temporal variation in network dynamics", IEEE/CAA Journal of Automatica Sinica, vol. 9, no. 4, pp. 635-651, Apr. 2022. weblink

  34. Z. Wang et al., "Coordination Control and Analysis of TCSC Devices to Protect electrical Power Systems against Disruptive Disturbances," Kybernetica, vol. 58, no. 2, pp. 218-236, 2022.

  35. H. Zhang, et al., "Discrete-Time Optimal Control of Double Integrators and its Application in Maglev Train," IEEJ Transactions on Industry Applications, vol. 11, no. 2, pp. 236-244, March 2022. weblink

    36. 2021

  36. D. Zhao, G. Xiao, Z. Wang, L. Wang, and L. Xu, "Minimum Dominating Set in Multiplex Networks: Definition, Application and Identification," IEEE Transactions on Systems, Man and Cybernetics: Systems, vol. 51, no. 12, pp. 7823-7837, Dec. 2021. preprint

  37. S. Qiao, X. Liu, G. Xiao, and S. S. Ge, "Observer-based Sliding Mode Load Frequency Control of Power Systems under Deception Attack," Complexity, vol. 2021, 8092206, Oct. 2021. weblink

  38. G. Yang, Y. Kang, X. Zhu, C. Zhu, and G. Xiao, "Info2vec: an aggregative representation method in multi-layer and heterogeneous networks," Information Sciences, vol. 574, pp. 444-460, Oct. 2021. weblink

  39. Y. Deng, X. Liu, R. Jia, H. Jia, G. Xiao, and P. Wang, "Sag Source Location and Type Recognition via Attention-based Independently Recurrent Neural Network," Journal of Modern Power System and Clean Energy, vol. 9, no. 5, pp. 1018-1031, Sept. 2021. weblink

  40. G. Ling, M.-F. Ge, X. Liu, G. Xiao, and Q. Fan, "Stochastic Quasi-synchronization of Heterogeneous Delayed Impulsive dynamical Networks via Single Impulsive Control," Neural Networks, vol. 139, pp. 223-236, July 2021. weblink

  41. Y. Zhou, J. Zhou, C. Chen, and G. Xiao, "Speed-accelerating method for the control of mobile chaotic agents," The European Physical Journal Special Topics, June 2021. https://doi.org/10.1140/epjs/s11734-021-00122-z

  42. X. Liu, S. Xie, C. Geng, G. Xiao, and H. Cao, "Optimal Evolutionary Dispatch for Integrated Community Energy Systems Considering Uncertainties of Renewable Energy Sources and Internal Loads," Energies, vol. 14, no. 3644, 18 June 2021. PDF

  43. X. Sang, Z. Yuan, X. Yu, G. Xiao, M. T. Sadiq, P. Yang, and Y. Li, "Simultaneous stable control of temperature field distribution uniformity and consistency for multi-temperature zone systems," Transactions of the Institute of Measurement and Control, vol. 43, no. 9, pp.2069-2080, June 2021. weblink

  44. K. Song, G. Li, X. Chen, L. Deng, G. Xiao, F. Zeng, and J. Pei, "Target Controllability of Two-layer Multiplex Networks based on Network Flow Theory," IEEE Transactions on Cybernetics, vol. 51, no. 5, pp. 2699-2711, May 2021. weblink

  45. X. Sang, et al., "Modeling and Analysis of Temperature Compensation for Multi-temperature Zone Sintering Furnace Temperature Sensing," International Journal of Control, Automation and Systems, https://doi.org/10.1007/s12555-019-0992-6, May 2021. weblink

  46. X. Zhang, X. Liu, F. Guo, G. Xiao, and P. Wang, "Calculation of DC Bias Reactive Power Loss of Converter Transformer via Finite Element Analysis," IEEE Transactions on Power Delivery, vol. 36, no. 2, pp. 751-759, Apr. 2021. weblink

  47. H. Zhang, G. Xiao, X. Yu, and Y. Xie, "On Convergence Performance of Discrete-Time Optimal Control Based Tracking Differentiator," IEEE Transactions on Industrial Electronics, vol. 68, no. 4, pp. 3359-3369, Apr. 2021. draft

  48. X. Yu, M. Z. Aziz, M. T. Sadiq, Z. Fan, and G. Xiao, "A New Framework for Automatic Detection of Motor and Mental Imagery EEG Signals for Robust BCI Systems," IEEE Transactions on Instrumentation and Measurement, vol. 70, pp. 1-12, Mar. 2021, Art no. 1006612, doi: 10.1109/TIM.2021.3069026. weblink

  49. C. Zhai, G. Xiao, M. Meng, H. Zhang, and B. Li, "Identification of Catastrophic Cascading Failures in Protected Power Grids Using Optimal Control," Journal of Energy Engineering, vol. 147, no. 1, Feb. 2021. weblink

  50. M. Meng, X. Li, and G. Xiao, "Distributed Estimation Under Sensor Attacks: Linear and Nonlinear Measurement Models," IEEE Transactions on Signal and Information Processing over Networks, vol. 7, pp. 156-165. Jan. 2021. weblink

    51. 2020

  51. M. Meng, G Xiao, and B. Li, "Adaptive Consensus for Heterogeneous Multi-Agent Systems Under Sensor and Actuator Attacks," Automatica, Vol. 122, 109242, Dec. 2020. Preprint

  52. C. Zhai, H. D. Nguyen, and G. Xiao, "A Robust Optimization Approach for Protecting Power Systems against Cascading Blackouts," Electric Power Systems Research, vol. 189, 106794, Dec. 2020. weblink

  53. C. Zhai, H. Zhang, G. Xiao, P. Wang, T.-C. Pan, "Identifying Disruptive Contingencies for Catastrophic Cascading Failures in Power Systems," International Journal of Electrical Power and Energy Systems, vol. 123, 106214, Dec. 2020. Preprint

  54. J. Duan, J. Wang, X. Liu, and G. Xiao, "Multi-objective Lightning Flash Algorithm Design and Its Convergence Analysis via Martingale Theory," Complexity, vol. 2020, 8451639, Oct. 2020.

  55. V. X. Nguyen, G. Xiao, J. Zhou, G. Li, and B. Li, "Bias in Social Interactions and Emergence of Extremism in Complex Social Networks," Chaos, vol. 30, 103110, Oct. 2020. Preprint

  56. X. Liu, W. P. Tay, Z. Liu, and G. Xiao, "Quasi-synchronization of heterogeneous network with a generalized Markovian topology and event-triggered communication, IEEE Transactions on Cybernetics, vol. 50, no. 10, pp. 4200-4213, Oct. 2020. Preprint

  57. J. Zhou, Y. Zhou, G. Xiao, and H. E. Stanley, "Control of mobile chaotic agents with jump-based connect adaption strategy," New Journal of Physics, vol. 22, 073032, July 2020. PDF

  58. Z. Fan, et al., "A time-delay bounded data scheduling algorithm for delay reduction in distributed networked control system," Mathematical Problems in Engineering, 8290879, July 2020.

  59. C. Zhai, H. Zhang, G. Xiao and T.-C. Pan, "An Optimal Control Approach to Identifying the Worst-Case Cascading Failures in Power Systems," IEEE Transactions on Control of Network Systems, vol. 7, no. 2, pp. 956-966, June 2020. preprint

  60. G. Li, X. Chen, P. Tang, G. Xiao, C. Wen, and L. Shi, "Target Control of Directed Networks based on Network Flow Problems," IEEE Transactions on Control of Network Systems, vol. 7, no. 2, pp. 673-685, June 2020 Preprint

  61. M. Meng, G. Xiao, C. Zhai, G. Li, and Z. Wang, "Distributed Consensus of Heterogeneous Multi-agent Systems Subject to Switching Topologies and Delays," Journal of Franklin Institute, vol. 357, no. 11, pp. 6899-6917, July 2020. weblink

  62. G. Yang, A. Csikasz-Nagy, W. Waites, G. Xiao and M. Cavaliere, "Information Cascades and the Collapse of Cooperation," Scientific Reports, vol. 10, 8004, May 2020. weblink

  63. M. Meng, X. Li, and G. Xiao, "Synchronization of Networks over Finite Fields," Automatica, vol. 115, 108877, May 2020. Preprint

  64. G. Li, X. Chen, P. Tang, G. Xiao, M. Meng, C. Ma, and L. Shi, "Target Control and Expandable Target Control of Complex Networks," The Journal of Franklin Institute, vol. 357, no. 6, pp. 3541-3564, Apr. 2020. weblink

  65. F. Mao, L. Ma, Q. He, and G. Xiao, "Match Making in Complex Social Networks," Applied Mathematics and Computation, vol. 371, 124928, Apr. 2020. weblink

  66. P. Chen, et al., "Early Dengue Outbreak Detection Modeling Based on Dengue Incidences in Singapore during 2012-2017," Statistics in Medicine, March 2020; pp. 1 14. https://doi.org/10.1002/sim.8535.

  67. L. Liu, R. Wang, G. Xiao, and D. Guo, "On the Throughput Optimization for Message Dissemination in Opportunistic Underwater Sensor Networks," Computer Networks, vol. 169, 107097, March 2020. weblink

  68. B. Li, G. Xiao, R. Lu, R. Deng, and H. Bao, "On Feasibility and Limitations of Detecting False Data Injection Attacks on Power Grid State Estimation Using D-FACTS Devices," IEEE Transactions on Industrial Informatics, vol. 16, no. 2, pp. 854-864, Feb. 2020. (ESI highly cited paper) Preprint

  69. H. Zhang, J. Zhou, Y. Zou, M. Tang, G. Xiao, and H. E. Stanley, "Asymmetric Interdependent Networks with Multiple-dependence Relation," Physical Review E, 101, 022314, 24 Feb. 2020. weblink

  70. V. X. Nguyen, G. Xiao, X.-J. Xu, Q. Wu, and C. Xia, "Dynamics of Opinion Formation under Majority Rules on Complex Social Networks," Scientific Reports, vol. 10, 456, Jan. 2020. weblink

    71. 2019

  71. H. Zhang, Y. Xie, L. She, C. Zhai, and G. Xiao, "High-Precision Tracking Differentiator via Generalized Discrete-Time Optimal Control," ISA Transactions, vol. 95, pp. 144-151, Dec. 2019. Preprint

  72. C. Zhai, H. Zhang, G. Xiao and T.-C. Tan, "A model predictive approach to protect power systems against cascading blackouts," International Journal of Electrical Power & Energy Systems, vol. 133, pp. 310-321, Dec. 2019. Preprint

  73. M. T. Sadiq, et al., "Motor Imagery EEG Signals Decoding by Multivariate Empirical Wavelet Transform based Framework for Robust Brain Computer Interfaces," IEEE Access, vol. 7, pp. 171431-171451, Nov. 2019. weblink

  74. W. Ma, J. Qiu, X. Liu, G. Xiao, and B. Chen, "Unscented Kalman Filter with Generalized Correntropy Loss for Robust Power System Forecasting-Aided State Estimation," IEEE Transactions on Industrial Informatics, vol. 15, no. 11, pp. 6091-6100, Nov. 2019. Preprint

  75. J. Li, C. Xia, G. Xiao, and Y. Moreno, "Crash Dynamics of Interdependent Networks," Scientific Reports, vol. 9, 14574, Oct. 2019. weblink

  76. L. Ma, W. P. Tay, and G. Xiao, "Iterative Expectation Maximization for Reliable Social Sensing with Dependent Individuals," Information Sciences, vol. 501, pp. 621-634, Oct. 2019. Preprint

  77. M. T. Sadiq, X. Yu, Z. Yuan, Z. Fan, A. U. Rehman, I. Ullah, and G. Xiao, "Motor Imagery EEG Signals Classification based on Mode Amplitude and Frequency Components Using Empirical Wavelet Transform," IEEE Access, vol. 7, pp. 127678-127692, Sept. 2019. weblink

  78. M. Meng, G. Xiao, C. Zhai, and G. Li, Controllability of Markovian Jump Boolean Control Networks, Automatica, vol. 106, pp. 70-76, Aug. 2019. Preprint

  79. H. Zhang, C. Zhai, G. Xiao, and T.-C. Tan, "Identifying Critical Risks of Cascading Failures in Power Systems," IET Generation, Transmission & Distribution, vol. 13, no. 12, pp. 2438-2445, July 2019. Preprint

  80. H. Zhang, Y. Xie, G. Xiao, C. Zhai, and Z.Long, "A Simple Discrete Time Tracking Differentiator and Its Application to Speed and Position Detection System for a Maglev Train," IEEE Transactions on Control System Technology, vol. 27, no. 4, pp. 1728-1734, July 2019. Preprint

  81. Y. Xie, H. Zhang, L. She, G. Xiao, C. Zhai, and T.-C. Pan, "Design and Implementation of an Efficient Tracking Differentiator," IEEE Access, vol. 7, pp. 101941-101949, July 2019. weblink

  82. B. Li, R. Lu, G. Xiao, H. Bao, and A. A. Ghorbani, "Towards Insider Threats Detection in Smart Grid Communication Systems," IET Communications, vol. 13, no. 12, pp.1728-1736, July 2019. Preprint

  83. D. Zhao, L. Wang, Z. Wang, and G. Xiao, "Virus Propagation and Patch Distribution in Multiplex Networks: Modeling, Analysis and Optimal Control," IEEE Transactions on Information Forensics & Security, vol. 14, no. 7, pp. 1755-1767, July 2019. PDF

  84. X. Zhu, J. Zhou, M. Tang, Y. Zou and G. Xiao, "Enhanced connection adaption strategy with partition approach," IEEE Access, vol. 7, pp. 34162-34169, March 2019. weblink

  85. C. Zhai, G. Xiao, and M. Z. Q. Chen, "Distributed Sweep Coverage Algorithm of Multi-Agent Systems Using Workload Memory," Systems and Control Letters, vol. 124, pp. 75-82, Feb. 2019. Preprint

  86. X. Yu, Z. Fan, H. Wen, Y. He, J. Du, N. Li, Z. Yuan, and G. Xiao, Positioning, Navigation, and Book Accessing/Returning in an Autonomous Library Robot using Integrated Binocular Vision and QR Code Identification Systems," Sensors, vol. 19, no. 4, 783, doi:10.3390/s19040783, Feb. 2019. weblink

  87. X. Li, P. Wang, X.-J. Xu, and G. Xiao, "Universal Behavior of the Linear Threshold Model on Weighted Networks," Journal of Parallel and Distributed Computing, vol. 123, pp. 223-229, Jan. 2019.

    88. 2018 and earlier

  88. P. Zhang, H. P. Tan, and G. Xiao, "Distributed Algorithms for Maximizing Lifetime in Clustered Wireless Sensor Networks Using Energy-Harvesting Relay Nodes," Journal of Electrical Research and Application, vol. 2, no. 4, Dec. 2018.

  89. Q. Wu and G. Xiao, "A Colored Mean-Field Model for Analyzing the Effects of Awareness on Epidemic Spreading in Multiplex Networks," Chaos, vol. 28, no. 10, 103116, Oct. 2018. Preprint

  90. P. Tang, G. Li, R. Wang, C. Ma, G. Xiao, and L. Shi, "Matrix Function Optimization under Weighted Boundary Constraints and Its applications in Network Control," ISA Transactions, vol. 80, pp 232-243, Sept. 2018. Preprint

  91. G. Li, L. Deng, G. Xiao, P. Tang, W. Hu, C. Wen, J. Pei, L. Shi, and H. E. Stanley, "Enabling Controlling Complex Networks with Local Topological Information," Scientific Reports, vol. 8, 4593, March 2018. PDF Supplementary Information

  92. V. X. Nguyen, G. Xiao, X.-J. Xu, G. Li, and Z. Wang, ''Opinion Formation on Multiplex Scale-Free Networks, EPL, 121 (2018) 26002, 20 March 2018. preprint

  93. J. F. B. Valenzuela, X. Fu, G. Xiao, and R. S. M. Goh, "A Network-Based Impact Measure for Propagated Losses in a Supply Chain Network Consisting of Resilient Components," Complexity, vol. 2018, 1724125, Feb. 2018. weblink

  94. H. Zhang, Y. Xie, G. Xiao, and Chao Zhai, "Closed-Form Solution of Discrete Time Optimal Control and Its Convergence," IET Control Theory and Applications, vol. 12, no. 3, pp. 413-418, Jan. 2018 Preprint

  95. J. Zhou, Y. Zou, S. Guan, Z. Liu, G. Xiao, and S. Boccaletti, "Connection adaption for control of networked mobile chaotic agents," Scientific Reports, vol. 7, 16069, Nov. 2017. PDF

  96. Y. Yu, G. Xiao, G. Li, W. P. Tay and H. F. Teoh, "Opinion Diversity and Community Formation in Adaptive Networks," Chaos, vol. 27, no. 10, 10315, Oct. 2017. PDF

  97. R. Wang, G. Xiao, and P. Wang, "Hybrid Centralized-Decentralized (HCD) Charging Control of Electric Vehicle," IEEE Transactions on Vehicular Technology, vol. 66, no. 8, pp. 6728-6741, Aug. 2017. Preprint

  98. Z. Zheng, G. Xiao, G. Wang, G. Zhang, and K. Jiang, "Mean first passage time of preferential random walks on complex networks with applications," Mathematical Problems in Engineering, vol. 2017, 8217361, Aug. 2017. PDF

  99. Y. Yu and G. Xiao, "Infection spreading, detection and control in community networks," Journal of Complex Networks, vol. 5, no. 4, pp. 625-640, Aug. 2017. Preprint

  100. R. Deng, G. Xiao, R. Lu, H. Liang, and A. V. Vasilakos, "False Data Injection Attacks on Power System State Estimation -- Impacts and Defense: A Survey," IEEE Transactions on Industrial Informatics, vol. 13, no, 2, pp. 411-423, Apr. 2017. (ESI highly cited paper) Preprint

  101. R. Deng, G. Xiao, and R. Lu, "Defending against False Data Injection Attacks on Power System State Estimation," IEEE Transactions on Industrial Informatics, vol. 13, no. 1, pp. 198-207, Feb. 2017. (ESI highly cited paper) Preprint

  102. P. Wang, L.-J. Zhang, X.-J. Xu, and G. Xiao, "Heuristic strategies for persuader selection in contagions on complex networks," PLOS ONE, 12(1): e0169771. doi:10.1371/journal.pone.0169771, 10 Jan. 2017. PDF

  103. Y. Yu, G. Xiao, J. Zhou, Y. Wang, Z. Wang, J. Kurths, and H. J. Schellnhuber, "System Crash as Dynamics of Complex Networks," Proceedings of the National Academy of Sciences of United States of America (PNAS), vol. 113, no. 42, pp. 11726-11731, 18 October 2016. Preprint Supplementary Information

  104. D. Zhao, Z. Wang, G. Xiao, B. Gao and L. Wang, "The Robustness of Interdependent Networks under the Interplay between Cascading Failures and Virus Propagation," EPL, vol. 115, no. 5, 17 October 2016. Preprint

  105. R. Wang, P. Wang, and G. Xiao, "Two-stage Mechanism for Massive Electric Vehicle Charging Involving Renewable Energy," IEEE Transactions on Vehicular Technology , vol. 65, no. 6, pp. 4159-4171, June 2016. Preprint

  106. G. Li, W. Hu, G. Xiao, L. Deng, J. Pei, and L. Shi, "Minimum cost control of Complex Networks," New Journal of Physics, vol. 18, 013012, Jan. 2016. PDF

  107. R. Deng, G. Xiao, R. Lu, and J. Chen, "Fast Distributed Demand Response with Spatially- and Temporally-Coupled Constraints in Smart Grid," IEEE Transactions on Industrial Informatics, vol. 11, no. 6, pp. 1597-1606, Dec. 2015. Preprint

  108. R. Wang, P. Wang, and G. Xiao, "A Robust Optimization Approach for Energy Generation Scheduling in Microgrids," Energy Conversion and Management, vol. 106, pp. 597-607, Dec. 2015. Preprint

  109. P. Zhang, I. Nevat, G. Peters, G. Xiao, and H. P. Tan, "Event Detection in Wireless Sensor Networks in Random Spatial Sensor Deployment," IEEE Transactions on Signal Processing, vol. 63, no. 22, pp. 6122-6135, Nov. 2015. Preprint

  110. X. Yu, G. Xiao, and T. H. Cheng, "An Efficient Mechanism for Dynamic Survivable Multicast Traffic Grooming," Optical Fiber Technology, vol. 23, no. 1, pp. 1-12, June 2015. Preprint

  111. R. Wang, P. Wang, G. Xiao, and S. Gong, "Power Demand and Supply Management in Microgrids with Uncertainties of Renewable Energies," International Journal of Electrical Power & Energy Systems, vol. 63, pp. 260-269, Dec. 2014. Preprint

  112. X. Yu, G. Xiao and T.-H. Cheng, "An Efficient Mechanism for Dynamic Multicast Traffic Grooming in Overlay IP/MPLS over WDM Networks," Optical Fiber Technology, vol. 20, no. 4, pp. 341-352, Aug. 2014. Preprint

  113. Y. Yu and G. Xiao, "On early detection of strong infections in complex networks," Journal of Physics A, 47, 065101, 14 Feb. 2014. Preprint

  114. P. Zhang, G. Xiao, and H.-P. Tan, "Clustering Algorithms for Maximizing the Lifetime of Wireless Sensor Networks with Energy-Harvesting Sensors," Computer Networks, vol. 57, no. 14, pp. 2689-2704, Oct. 2013. Preprint

  115. Y. Li, G. Xiao, G. Singh, and R. Gupta, "Algorithms for finding best locations of cluster heads for minimizing energy consumption in wireless sensor networks," Wireless Networks, vol. 19, no. 7, pp. 1755-1768, Oct. 2013. Preprint

  116. J. Zhou, G. Xiao, and G. Chen, "Link-Based Formalism for Time Evolution of Adaptive Networks," Physical Review E, 88(3), 032808, Sept. 2013. Preprint

  117. X. Yu, G. Xiao, and T.-H. Cheng, "Dynamic Multicast Traffic Grooming in Optical WDM Mesh Networks: Lightpath vs. Light-tree," IEEE/OSA Journal of Optical Communications and Networking, vol. 5, no. 8, pp. 870-880, Aug. 2013. Preprint

  118. X. Yu, G. Xiao, and T.-H. Cheng, "Historical Data Learning Based Dynamic LSP Routing for Overlay IP/MPLS over WDM Networks," Optical Fiber Technology, vol. 19, no. 4, pp. 308-319, Aug. 2013. Preprint

  119. Y. Wang and G. Xiao, "Epidemics spreading in interconnected complex networks," Physics Letters A, vol. 376, pp. 2689-2696, Sept 2012. Preprint

  120. J. Zhou, G. Xiao, S. A. Cheong, X. Fu, L. Wong, S. Ma and T.-H. Cheng, "Epidemic reemergence in adaptive complex networks," Physical Review E, vol. 85, no. 3, 036107, March 2012. preprint

  121. T. Zhang, X. Fu, S. Ma, G. Xiao, L. Wong, C. K. Kwoh, M. Lees, G. K. K. Lee, and T. Hung, "Evaluating Temporal Factors in Combined Interventions of Workforce Shift and School Closure for Mitigating the Spread of Influenza," PLoS One, vol. 7, no. 3, e32203. doi:10.1371/journal.pone.0032203, March 2012. pdf

  122. W. Hu, L. M. Umar, G. Xiao, and V. Kariwala, "Local Self-Optimizing Control of Constrained Processes," Journal of Process Control, vol. 22, no. 2, pp. 488-493, Feb. 2012. abstract

  123. W. Hu and G. Xiao, "Self-clocking principle for congestion control in the Internet," Automatica, vol. 48, no. 2, pp. 425-429, Feb. 2012. Preprint

  124. Y. Wang, G. Xiao, and J. Liu, "Dynamics of Competing Ideas in Complex Social Networks," New Journal of Physics, vol. 14, no. 1, 013015, Jan. 2012. pdf abstract

  125. Y. Wang, G. Xiao, L. Wong, X. Fu, S. Ma, and T. H. Cheng, "Effects of Fear Factors in Disease Propagation," Journal of Physics A, vol. 44, no. 35, 355101, Sept. 2011. pdf, abstract

  126. T. K. C. Chan, Y.-W. Leung, and G. Xiao, "Upgrading Unicast Nodes to Multicast-Capable Nodes in All-Optical Networks," Computer Networks, vol. 55, no. 8, pp. 2005-2021, June 2011.

  127. T. Zhang, X. Fu, C. K. Kwoh, G. Xiao, L. Wong, S. Ma, H. Soh, G. K. K. Lee, T. Hung, and M. Lees, "Effects of Temporal Factors in School Closure for Mitigating the Spread of Influenza in a Network-Structured Population," Journal of Public Health Policy, vol. 32, no. 2, pp.180-197, Apr. 2011.

  128. W. Hu, G. Xiao, and X. Li, "An Analytical Method for PID Controller Tuning with Specified Gain and Phase Margins for Integral plus Time Delay Processes", ISA Transactions, vol. 50, no. 2, pp. 268-276, Apr. 2011.

  129. W. Hu and G. Xiao, "Analytic Proportional-Integral (PI) Controller Tuning Using Closed-loop Setpoint Response," Industrial & Engineering Chemistry Research, vol. 50, no. 4, pp. 2461-2466, Feb. 2011.

  130. S. Xiao and G. Xiao, "On Imperfect Node Protection in Complex Communication Networks," Journal of Physics A, vol. 44, no. 5, 055101, Feb. 2011. pdf, abstract

  131. D. Wang, et al., "Performance Comparison of Using SOA and HNLF as FWM Medium in a Wavelength Multicasting Scheme with Reduced Polarization Sensitivity," IEEE/OSA Journal of Lightwave Technology, vol. 28, no. 24, pp. 3497-3505, Dec. 2010. pdf, abstract

  132. W. Hu, W.-J. Cai, and G. Xiao, "Decentralized Control System Design for MIMO Processes with Integrators/Differentiators," Industrial & Engineering Chemistry Research, vol. 49, no. 24, pp.12521-12528, Dec. 2010.

  133. S. Xiao, G. Xiao, and T. H. Cheng, "Tolerance of Local Information-Based Intentional Attacks in Complex Networks," Journal of Physics A, vol. 43, no. 33, 335101, Aug. 2010. pdf, abstract

  134. J. Zhou, G. Xiao, L. Wong, X. Fu, S. Ma, and T. H. Cheng, "Generation of arbitrary two-point-correlated directed networks with given modularity," Physics Letters A, vol. 374, no. 31-32, pp. 3129-35, July 2010.

  135. D. Wang, et al., "All-Optical Modulation-Transparent Wavelength Multicasting in a Highly Nonlinear Fiber Sagnac Loop Mirror," Optics Express, vol. 18, no. 10, pp. 10343-10353, May 2010.

  136. S. Xiao, G. Xiao, T. H. Cheng, S. Ma, X. Fu, and H. Soh, "Robustness of Scale-Free Networks under Rewiring Operations," EPL, vol. 89, 38002, Feb. 2010. pdf, abstract

  137. Y. Wang, G. Xiao, J. Hu, T. H. Cheng, and L. Wong, "Imperfect Targeted Immunization in Scale-Free Networks," Physica A, vol. 388, no. 12, pp. 2535-46, 15 June 2009.

    138. preprint, abstract

  138. J. Liu, G. Xiao, and W. Wang, "On the Performance of Distributed Lightpah Provisioning with Dynamic Routing and Wavelength Assignment," Photonic Network Communications, vol. 17, no. 3, pp. 191-201, June 2009.

  139. J. Liu, et al., "Stimulate Brillouin Scattering Based Broadband Tunable Slow-Light Conversion in a Highly Nonlinear Photonic Crystal Fiber," IEEE/OSA Journal of Lightwave Technology, vol. 27, no. 10, pp. 1279-1285, May 2009.

  140. J. Liu and G. Xiao, "Efficient Wavelength Assignment Schemes for Distributed Lightpath Restorations in WDM Networks," IEEE/OSA Journal of Lightwave Technology , vol. 27, no. 7, pp. 833-840, Apr. 2009. pdf, abstract

  141. J. Liu, et al., "Pump-Suppressed Nondegenerate Four-Wave Mixing in a Highly Nonlinear Photonic Crystal Fiber Sagnac Loop," IEEE Photonic Technology Letters, vol. 20, no. 20, pp. 2129-31, Dec. 2008.

  142. S. Xiao, G. Xiao, and T. H. Cheng, "Tolerance of Intentional Attacks in Complex Communications Networks," IEEE Communications Magazine, vol. 46, no. 1, pp. 146-152, Jan. 2008. pdf, abstract

  143. J. Liu, G. Xiao, K. Lu, and I. Chlamtac, "An Evaluation of Distributed Parallel Reservations in Wavelength-Routed Networks," IEEE Journal on Selected Areas in Communications - Supplement on Optical Communications and Networking, vol. 25, no. 9, pp. 27-39, Dec. 2007. pdf, abstract

  144. Y. Li, G. Xiao, and H. Ghafouri-Shiraz, "On Traffic Allocations in Optical Packet Switches," IEEE Journal on Selected Areas in Communications - Supplement on Optical Communications and Networking, vol. 25, no. 9, pp. 108-117, Dec. 2007. pdf, abstract

  145. Y. Li, G. Xiao, and H. Ghafouri-Shiraz, "On the Performance of Different Node Configurations in Multi-Fiber Optical Packet-Switched Networks," Photonic Network Communications, vol. 14, no. 1, pp. 11-22, Aug. 2007.

  146. Y. Li, G. Xiao, and H. Ghafouri-Shiraz, "Performance Evaluation of Multifiber Optical Packet Switches," Computer Networks (Elsevier), Vol. 51, No. 4, pp. 995-1012, Mar. 2007. PDF

  147. Q. Zhang, J. Sun, G. Xiao, and E. Tsang, "Evolutionary Algorithms Refining A Heuristic: Hyper-Heuristic for Shared-Path Protections in WDM Networks under SRLG Constraints," IEEE Transactions on Systems, Man and Cybernetics, Part B, Vol. 37, No. 1, pp. 51-61, Feb. 2007.

  148. S. Xiao, G. Xiao, and Y.-W. Leung, "A Network Flow Approach for Static and Dynamic Traffic Grooming in WDM Networks," Computer Networks (Elsevier), Vol. 50, No. 17, pp. 3400-15, Dec. 2006.

  149. X. Shao, G. Xiao, L. Zhou, X. Cheng, and Y. Wang, "Hybrid Protection in WDM optical networks with Shared Risk Link Groups," Photonic Network Communications, Vol. 12, No. 3, pp. 295-307, Dec. 2006.

  150. S. Shen, G. Xiao, and T.-H. Cheng, "Benefits of Advertising Wavelength Availability in Distributed Lightpath Establishment," Computer Networks (Elsevier), Vol. 50, No. 13, pp. 2364-2379, Sept. 2006.

  151. Y. Li, G. Xiao, and H. Ghafouri-Shiraz, "A New Contention Resolution Scheme for Time-Critical Applications in Multi-Fiber Optical Packet-Switched Networks," Microwave and Optical Technology Letters, Vol. 48, No. 4, pp. 717-719, Apr. 2006.

  152. S. Shen, G. Xiao, and T.-H. Cheng, "A Novel Method of Link-State Update in Wavelength-Routed Networks," IEEE/OSA Journal of Lightwave Technology, Vol. 24, No. 3, pp. 1112-1120, Mar. 2006. weblink

  153. X. Pan and G. Xiao, "Heuristics for Diverse Routing in Wavelength-Routed Networks with Shared Risk Link Groups," Photonic Network Communications, Vol. 11, No. 1, pp. 29-38, Jan. 2006.

  154. K. Lu, G. Xiao, and I. Chlamtac, "Analysis of Blocking Probability for Distributed Lightpath Establishment in WDM Optical Networks," IEEE/ACM Transactions on Networking, Vol. 13, No. 1, pp. 187-197, Feb. 2005. pdf, abstract

  155. Y. Li, G. Xiao, and H. Ghafouri-Shiraz, "On the Benefits of Multifiber Optical Packet Switch," Microwave and Optical Technology Letters, Vol. 43, No. 5, pp. 376-378, Dec. 2004.

  156. G. Xiao, K. Lu, and I. Chlamtac, "An Evaluation of Distributed Wavelength Provisioning in WDM Optical Networks with Sparse Wavelength Conversion," IEEE/OSA Journal of Lightwave Technology, Vol. 22. No. 7, pp. 1668-1678, July 2004.

  157. Y. Li, G. Xiao, and H. Ghafouri-Shiraz, "Fixed Wavelength Conversion for Contention Resolution in Optical Packet Switches," Microwave and Optical Technology Letters, Vol. 41, No. 3, pp. 185-187, May 2004.

  158. G. Xiao and X. Pan, "Heuristic for the Maximum Disjoint Paths Problem in Wavelength-Routed Networks with Shared Risk Link Groups," OSA Journal of Optical Networking, Vol. 3, No. 1, pp. 38-49, Jan. 2004.

  159. K. Lu, J. P. Jue, G. Xiao, I. Chlamtac, and T. Ozugur, "Intermediate-Node Initiated Reservation (IIR): A New Signaling Scheme for Wavelength-Routed Networks," IEEE Journal on Selected Areas in Communications, Vol. 21, No. 8, pp. 1285-1294, Oct. 2003. weblink

  160. Y. W. Leung, G. Xiao, and K. W. Hung, "Design of Node Configuration for All-Optical Multi-fiber Networks," IEEE Transactions on Communications, Vol. 50, No. 1, pp. 135-145, Jan. 2002.

  161. G. Xiao, Y. W. Leung, and K. W. Hung, "Two-Stage Cut Saturation Algorithm for Designing All-Optical Networks," IEEE Transactions on Communications, Vol. 49, No. 6, pp. 1102-1115, June 2001.

  162. G. Xiao and Y. W. Leung, "Algorithms for Allocating Wavelength Converters in All-Optical Networks," IEEE /ACM Transactions on Networking. Vol. 7, No. 4, pp. 545-557, Aug. 1999. pdf, weblink

  163. G. Xiao and Y. W. Leung, "Cost-Effective WDM Broadcast-and-Select Networks for All-to-All Transmission Schedules," Journal of Systems Architecture, Vol. 45, No. 2, pp.115-129, Sep. 1998.

Conference Publications

  1. X. Liu, M. Liu, S. Qiao, Y. Liang, G. Xiao, and J. Duan, "Principle Analysis and Detection of Zero-dynamics Attacks in Cyber-physical Systems," Proc. CCDC’2024, May 2024, Xi'an, China.

  2. Y. Liu, G. Shi, and G. Xiao, "The Dynamics and Formation of Extremism and Non-extremism Opinion Communities in Complex Social Networks," Proc. CISDS 2023, Nov. 2023, Xi'an, China.

  3. G. Shi, Y. Liu and G. Xiao, "Algorithms for Finding the Optimal Cluster Head Locations for Wireless Sensor Networks in Presence of Prohibited Regions," Proc. APWiMob 2023, Oct. 2023, Bali, Indonesia.

  4. S. Cheng, X. Yu, F. Yuan, and G. Xiao, "Zeroth-order Gradient Tracking for Distributed Constrained Optimization," Proc. IFAC 2023, July 2023, Yokohama, Japan (published in IFAC-PapersOnLine, vol. 56, no.2, pp. 5197-5202).

  5. G. Song, X. Liu, W. Ma, J. Tian, B. Chen and G. Xiao, "SOC-based Droop Control and Coordination for Hybrid Energy Storage Systems," Proc. IEEE ICEICT'22, Aug. 2022, pp. 677-683, China

  6. X. Liu, X. Zhang, F. Guo, and G. Xiao, "Distributed Fixed-Time Secondary Frequency Control of MTDC systems," Proc. ICIEA 2021, August 2021, Chengdu, China.

  7. J. Wang, H. Zhang, G. Xiao, Z. Dan, S. Zhang, and Y. Xie, "A Comparison Study of Tracking Differentiator and Robust Exact Differentiator," Proc. China Auto. Congr., Nov. 2020, Shanghai, China.

  8. X. Liu, X. Zhang, F. Guo, G. Xiao, and P. Wang, "Decentralized Secondary Frequency Restoration and Power Sharing Control for MTDC Transmission Systems," Proc. IECON 2020, Oct. 2020.

  9. C. Zhai, H. D. Nguyen, and G. Xiao, "A Robust Optimization Approach for Protecting Power Systems against Cascading Blackouts," Proc. PSCC 2020, June-July, 2020

  10. C. Zhai, G. Xiao and H. Zhang, "Identification and Analysis of Cascading Failures in Power Grids with Protective Actions," Proc. ISGT Europe'2019, Bucharest, Romania, Sept.-Oct. 2019.

  11. C. Zhai, G. Xiao, H. Zhang, and T.-C. Pan, "Risk Identification of Power Transmission Networks with FACTS and HVDC Links," Proc. WCRRA 2019, Singapore, July 2019.

  12. M. Meng and G. Xiao, "Output Feedback Control of Markovian Switching Boolean Control Networks," Proc. IEEE ICCA 2019, July 2019.

  13. C. Zhai, G. Xiao, and H. Zhang, "Risk Identification of Power Transmission System with Renewable Energy," Proc. CCDC 2019, June 2019.

  14. B. Li, R. Lu, G. Xiao, Z. Su, and A. Ghorbani, "PAMA: A Proactive Approach to Mitigate False Data Injection Attacks in Smart Grids," Proc. IEEE Globecom'2018, Dec. 2018. Preprint

  15. C. Zhai, G. Xiao, H. Zhang, and T.-C. Pan, "Cooperative Control of TCSC to Relieve the Stress of Cyber-physical Power System, in Proc. ICARCV 2018, Nov. 2018.

  16. Y. Yu, V. X. Nguyen, and G. Xiao, "Effects of Initial State on Opinion Formation in Complex Social Networks with Noises," Proc. ICCSCSS 2018, Oct. 2018. PDF

  17. H. Zhang, Y. Xie, G. Xiao, C. Zhai, H. Kang, and J. Tang "Tracking Differentiator via Time Criterion," Proc. ACC 2018, June 2018. PDF

  18. H. Zhang, G. Xiao, Y. Xie, C. Zhai, X. Yang, L. Yang, H. Zhao, and T.-C. Pan, ''A High-Precision Discrete Tracking Differentiator and Its Application in Processing PMU Data," Proc. ICCAIRO 2018. May 2018. PDF

  19. C. Zhai, H. Zhang, G. Xiao, and T.-C. Pan, "Comparing Different Models for Investigating Cascading Failures in Power Systems," Proc. IWCSN'2017, Dec. 2017. PDF

  20. B. Li, R. Lu, and G. Xiao, "HMM-Based Privacy-Preserving False Data Detection for Advanced Metering Infrastructure," Proc. IEEE Globecom 2017, Dec. 2017. PDF

  21. R. Wang, G. Xiao, G. Li, Y. Cao, B. Chen and K. Zhu, "Energy Generation Scheduling in Microgrids Involving Temporal-Correlated Renewable Energy," Proc. IEEE Globecom 2017, Dec. 2017. PDF

  22. V. X. Nguyen and G. Xiao, "Global Consensus Making in Multiplex Scale-Free Networks," Proc. ICCSNT 2017, Oct. 2017.

  23. Y. Li and G. Xiao, "Band Coverage in Wireless Sensor Networks: A Preliminary Study," Proc. CNCT'2016, Dec. 2016.

  24. X. Liu, G. Xiao, W. P. Tay, G. Ma, and H. S. Xi, "Synchronization of pinning networks with Markovian switching topologies and event-triggered communication," Proc. WCICA'2016, June 2016.

  25. Y. Yu and G. Xiao, "Effects of Community Structures on Infection Control in Complex Networks," Proc. ICEECS'2015, Dec. 2015. pdf

  26. Y. Yu and G. Xiao, "Preliminary study on bit-string modeling of opinion formation in complex networks, " Proc. HUSO'2015, Oct. 2015. pdf

  27. X. Yu, G. Xiao, and T. H. Cheng, "Influences of Link Cost and Routing Methods on Dynamic Multicasting in Overlay IP/MPLS Over WDM Networks," Proc. IEEE ICOCN'2015, July 2015.

  28. Y Yu and G. Xiao, "Influence of Random Opinion Change in Complex Networks," Proc. IEEE DSP'2015, July 2015. pdf

  29. R. Wang, G. Xiao, and Ping Wang, "Optimal Route Selection under Unknown and Stochastic Link States in City Traffic Networks," Proc. ISTAP'2015, April 2015.

  30. P. Zhang, H.-P. Tan, G. Xiao, and Y Yu, "Maximizing Lifetime in Clustered WSNs with Energy Harvesting Relay: Profiling and Modeling," Proc. IEEE ISSNIP'2015, Apr. 2015. pdf

  31. P. Zhang, X. Ma, W. Zhang, S. Lin, H. Chen, A. Y. Lee, and G. Xiao, "Multimodal Fusion for Sensor Data Using Stacked Autoencoders," Proc. IEEE ISSNIP'2015, Apr. 2015.

  32. W. Hu, W. P. Tay, A. Hrilal, and G. Xiao, "Infection Source Identification in Networks under the SIRI Model," Proc. IEEE ICASSP'2015, Apr. 2015.

  33. R. Wang, P. Wang, and G. Xiao, "Two-stage Mechanism Design for Electric Vehicle Charging Involving Renewable Energy," Proc. ICCVE'2014, Nov. 2014.

  34. V. D. Luong, L. Wang, and G. Xiao, "Action Recognition Using Hierarchical Independent Subspace Analysis with Trajectory," Proc. IES'2014, Nov. 2014.

  35. X. Yu, G. Xiao, T. H. Cheng and D. Huang, "Impacts of Link-cost and Routing Methods on Overlay Network Performances for Dynamic Traffic Grooming," Proc. ICOCN'2014, Nov. 2014

  36. P. Zhang, G. Peters, I. Nevat, G. Xiao, and H.-P. Tan, "Distributed Event Detection in Sensor Networks under Random Spatial Deployment," Proc. IEEE MILCOM'2014, Oct. 2014.

  37. Y. Yu and G. Xiao, "Infection Dectection in Complex Networks with Community Structures," Proc. ACET'2014, Aug. 2014.

  38. X. Yu, G. Xiao, and T.-H. Cheng, "Connection-Level Segment Shared Protection for Dynamic Multicast Traffic Grooming," Proc. ICICS'2013, Dec. 2013.

  39. Y. Yu and G. Xiao, "A Preliminary Study on Effects of Community Structures on Epidemic Spreading and Detection in Complex Networks," Proc. ICITE'2013, Oct. 2013

  40. X. Yu, G. Xiao, and T.-H. Cheng, "Performance Comparisons between Lightpath and Light-tree Schemes in Dynamic Multicast Traffic Grooming Process," Proc. PGC'2012, Dec. 2012.

  41. M. Bharanidharan, X. Li, Y. Jin, J. S. Pathmasuntharam, and G. Xiao, "Design and Implementation of a Real Time Locating System Utilizing Wi-Fi Signals from iPhones," Proc. ICON'2012, Dec. 2012.

  42. Y. Yu and G. Xiao, "A Preliminary Study on Early Detection of Virus Spreading in Complex Networks," Proc. MSC'2012, Dec. 2012.

  43. V. Manica, X. Fu, G. Xiao, and R. Goh, "Spatial-Temporal Patterns of Dengue Hotspots in Singapore," Proc. Singapore International Conf. Dengue and Emerging Infections, Nov. 2012.

  44. P. Zhang, G. Xiao, and H.-P. Tan, "Distributed Relay Scheduling for Maximizing Lifetime in Clustered Wireless Sensor Networks," Proc. IEEE ICCS'2012, Nov. 2012.

  45. W. Hu, J. Mao, G. Xiao, and V. K. Kariwala, "Selection of Self-Optimizing Controlled Variables for Dynamic Processes," Proc. ADCHEM'2012, July 2012.

  46. P. Zhang, G, Xiao, and H.-P. Tan, "A Preliminary Study on Lifetime Maximization in Clustered Wireless Sensor Networks with Energy Harvesting Nodes," Proc. ICICS'2011, Dec. 2011.

  47. S. Xiao and G. Xiao, "Node Protection against Intentional Attack in Complex Communication Networks," Proc. DRCN'2011, Oct. 2011.

  48. Y. Wang and G. Xiao, "Effects of Interconnections on Epidemics in Network of Networks," Proc. Wicom'2011, Sept. 2011.

  49. W. Hu, L. M. Umar, V. Kariwala, and G. Xiao, "Local Self-Optimizing Control with Input and Output Constraints," Proc. IFAC'2011, Aug.-Sept. 2011.

  50. W. Hu, G. Xiao, and W.-J. Cai, "PID Controller Design Based on Two-Degrees-of-Freedom Direct Synthesis," Proc. CCDC'2011, May 2011.

  51. D. Wang, T.-H. Cheng, Y.-K. Yeo, Y. Wang. Z. Xu, and G. Xiao, "7 x 10-Gbit/s All-Optical Wavelength Multicast Based on Cross-Gain Modulation and Cascaded Four-Wave Mixing Effects in an SOA Using Single Pump Laser Source," Proc. OFC'2011, Mar. 2011.

  52. W. Hu, G. Xiao, and W.-J. Cai, "Simple analytic formulas for PID tuning," ICARCV'2010, Dec. 2010.

  53. W. Hu, W.-J. Cai, and G. Xiao, "Relative Gain Array for MIMO Processes Containing Integrators or Differentiators," ICARCV'2010, Dec. 2010.

  54. K. K.-M. Yong, T.-H. Cheng, G. Xiao, and L. Zhou, "Placement of Multicast Capable Nodes in Power Constrained All-Optical WDM Networks," IEEE Globecom'2010, Dec. 2010.

  55. T. H. Cheng, Y.-K. Yeo, Y. Wang, G. Xiao, and L. Zhou, "Design of a 100Tb/s Multicast-Capable Optical Packet Router," (invited paper) Proc. CMC'2010, Apr. 2010.

  56. D. Wang, et al., "Optical Wavelength Multicasting Based on Four Wave Mixing in Highly Nonlinear Fiber with Reduced Polarization Sensitivity," Proc. OFC'2010, Mar. 2010.

  57. X. Yu, G. Xiao, and T.-H. Cheng, "Historical Data Learning Based Dynamic LSP Routing for Overlay IP over WDM Networks," Proc. ICICS'2009, Dec. 2009

  58. Y. Wang and G. Xiao, "The Spread of Interacting Agents in Scale-Free Networks," Proc. ICICS'2009, Dec. 2009.

  59. W. Hu and G. Xiao, "Design of Congestion Control Based on Instantaneous Queue Sizes in the Routers," Proc. IEEE Globecom'2009, Dec. 2009.

  60. T. Zhang et al., "HPCgen - A Fast Generator of Contact Networks of Large Urban Cities for Epidemiological Studies," Proc. CSSim'2009, Sept. 2009.

  61. X. Zhang, Y. Gong, and G. Xiao, "Multiuser Detection for Decode-and-Forward Cooperative Relaying in DS-CDMA Systems," Proc. IEEE VTC'2009 Spring, Apr. 2009.

  62. X. Fu, S. Lim, L. Wang, G. Lee, S. Ma, L. Wong, and G. Xiao, "Key Node Selection for Containing Infectious Disease Spread Using Particle Swarm Optimization," Proc. IEEE SIS'2009, Mar.-Apr. 2009.

  63. Y. Wang, J. Hu, G. Xiao, L. Wong, S. Ma, and T. H. Cheng, "A Preliminary Study on the Effects of Fear Factors in Disease Propagation," Proc. ICST COMPLEX'2009, Feb. 2009.

  64. G. Singh, R. Gupta, and G. Xiao, "Energy-Efficient Clustering for Ad-Hoc Transmission in Wireless Sensor Networks," Proc. ICAIT'2008 , July 2008.

  65. Y. Wang, G. Xiao, T. H. Cheng, S. Xiao, and X. Fu, "Robustness of Complex Communication Networks under Link Attacks," Proc. ICAIT'2008, July 2008.

  66. J. Liu, et al., "Broad-Band Tunable Four Wave Mixing Based Wavelength Converter with Filterless Pump Suppression, " Proc. OECC/ACOFT'2008, July 2008.

  67. Z. Li, G. Xiao, Y. Zhang, W. Gu, and S. Liang, "Modeling of Distortion for Arbitrary Packet Loss Patterns in Video Transmission," Proc. IEEE ICIEA'08, June 2008.

  68. X. Fu, W. J. I. Teo, H. Soh, G. Xiao, and G. Lee, "Simulating Avian Influenza Spread over Singapore Clinic Networks," Proc. X International Symposium on Respiratory Viral Infections, Feb.-Mar. 2008.

  69. S. Xiao and G. Xiao, "On Local Link Repairing in Complex Communication Networks under Intentional Attack," Proc. ICICS'2007, Dec. 2007.

  70. J. Liu and G. Xiao, "An Efficient Wavelength Assignment Method for Distributed Lightpath Restoration in Wavelength-Routed Networks," Proc. ICICS'2007, Dec. 2007.

  71. T. Zhang, K. Lu, G. Xiao, and S.-Q. Zheng, "Design Principles and Formulation for Optical SMART Networks," Proc. IEEE MILCOM'2007, Oct. 2007.

  72. S. Xiao and G. Xiao, "On Intentional Attacks and Protections in Complex Communication Networks," Proc. IEEE Globecom'2006, Nov.-Dec. 2006. (Also available at http://arxiv.org/abs/cs.NI/0609077).

  73. S. Xiao, G. Xiao, and T. H. Cheng, "Robustness of Complex Communication Networks under Rewiring Operations," Proc. IEEE ICCS'2006, Oct.-Nov. 2006.

  74. G. Singh and G. Xiao, "Algorithms for Energy-Efficient Clustering in Wireless Sensor Networks," Proc. IEEE ICCS'2006, Oct.-Nov. 2006.

  75. S. Shen, G. Xiao, and T. H. Cheng, "The Performance of Periodic Link-State Update in Wavelength-Routed Networks," Proc. IEEE BroadNets'2006, Oct. 2006.

  76. S. Xiao and G. Xiao, "On Degree-Based Decentralized Search in Complex Networks," Proc. European Conference on Complex Systems 2006 (ECCS'06), Sept. 2006. (A longer version is available at http://arxiv.org/abs/cs.PF/0610173).

  77. X. Shao, G. Xiao, L. Zhou, X. Cheng, and Y. Wang, "Hybrid Protection in WDM Networks with Shared Risk Link Groups," Proc. ECOC'2005, Vol. 2, pp. 277-278, Sept. 2005.

  78. S. Shen, G. Xiao, and T. H. Cheng, "Benefits of Advertising Wavelength Availability in Distributed Lightpath Establishment," Proc. IEEE ICC'2005, pp. ON10.1.1 - ON10.1.5, May 2005.

  79. K. Lu, G. Xiao, J. P. Jue, T. Zhang, S. Yuan, and I. Chlamtac, "Blocking Analysis of Multifiber Wavelength-Routed Networks," Proc. IEEE Globecom'2004, Vol. 3, pp. 1958-1962, Nov.- Dec. 2004.

  80. S. Shen, G. Xiao, and T. H. Cheng, "Evaluating Link-State Update Triggers in Wavelength-Routed Networks," Proc. SPIE APOC'2004 (Published as Proc. SPIE, Vol. 5626, S. J. Ben Yoo, G.-K. Chang, G. Li, K.-W. Cheung, Eds., Feb. 2005), pp. 244-248, Nov. 2004.

  81. X. Pan and G. Xiao, "Algorithms for the Diverse Routing Problem in WDM Networks with Shared Risk Link Groups," Proc. IEEE ICCS'2004, pp. 381-385, Sept. 2004.

  82. S. Shen, G. Xiao, and T. H. Cheng, "Evaluating the Impact of the Link-State Update Period on the Blocking Performance of Wavelength-Routed Networks," Proc. OFC'2004 pp. ThG6.1-3, Feb. 2004.

  83. K. Lu, J. P. Jue, G. Xiao, I. Chlamtac, and T. Ozugur, "A Distributed Signaling Scheme for Provisioning Dynamic Traffic in Wavelength-Routed Networks," Proc. SPIE Opticomm'2003 (Published as Proc. SPIE, Vol. 5285, A. K. Somani, Z. Zhang, Eds., Oct. 2003), pp.151-162, Oct. 2003.

  84. G. Xiao and J. Liu, "Multi-Path Parallel Reservation Scheme for Distributed Lightpath Establishment in Wavelength-Routed WDM Networks," Proc. ECOC'2003, Vol. 3, pp. 842-843, Sept. 2003.

  85. K. Lu, J. P. Jue, T. Ozugur, G. Xiao, and I. Chlamtac, "Intermediate-Node Initiated Reservation (IIR): A New Signaling Approach for Wavelength-Routed Networks with Sparse Conversion," Proc. IEEE ICC'2003, Vol. 2, pp. 1386-1390, May 2003.

  86. K. Lu, G. Xiao, and I. Chlamtac, "Behavior of Distributed Wavelength Provisioning in Wavelength-Routed Networks with Partial Wavelength Conversion," Proc. IEEE Infocom'2003, Vol. 3, pp. 1816-1825, Mar. 30-Apr. 3, 2003.

  87. K. Lu, G. Xiao, and I. Chlamtac, "Blocking Analysis for Dynamic Lightpath Establishment in Wavelength-Routed Networks," Proc. IEEE ICC'2002, pp.2912-2916, Apr. 2002.

  88. J. P. Jue and G. Xiao, "Analysis of Blocking Probability for Connection Management Schemes in Optical Networks," Proc. IEEE Globecom'2001, Vol. 3, pp. 1546-1550, Nov. 2001.

  89. J. P. Jue and G. Xiao, "An Adaptive Routing Algorithm for Wavelength-Routed Optical Networks with a Distributed Control Scheme," Proc. IEEE ICCCN'2000, pp.192-197, Oct. 2000.

  90. D. Montgomery and G. Xiao "CAD Design in Optical Networks: A Case Study," Proc. Optical Network Workshop, Jan. 2000.

Book Chapters

  1. G. Xiao and Y. W. Leung, "Allocation of Wavelength Converters in All-Optical Networks," in "Advances in Optical Networks," edited by D.-Z. Du and L. Ruan, pp. 299-345, Kluwer Academic Publishers, 2001.

Regional Journal Publications

  1. Y. C. Jiao, G. Xiao, L. Huang, and Y. Hao, "Quantitative Analysis of Linearly Graded p-n Junctions by the Inverse Operator Method," Acta Electron. Sinica, Vol. 24, No. 8, pp. 118-121, Aug. 1996 (in Chinese).

  2. Y. C. Jiao, G. Xiao, L. Huang, and N. Mao, "Low Sidelobe Control of the Space Scanned Axial Dipole Arrays on Cylindrical Surfaces," Acta Electron. Sinica, Vol. 24, No. 6, pp. 77-81, June 1996 (in Chinese).

  3. Q. Zhang, G. Xiao, and K. Chen, "A New Polynomial-Time Algorithm for Linear Programming," Acta Math. Appl. Sinica, Vol. 19, No. 1, pp. 33-39, Jan. 1996 (in Chinese).

Supplement Research Documents