Dr. LOU Yang (樓洋)

Research Output

  1. 2023
  2. Published

    SPP-CNN: An Efficient Framework for Network Robustness Prediction

    Wu, C., Lou, Y., Wang, L., Li, J., Li, X. & Chen, G., Oct 2023, In: IEEE Transactions on Circuits and Systems I: Regular Papers. 70, 10, p. 4067-4079

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 5
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  3. Published

    A Learning Convolutional Neural Network Approach for Network Robustness Prediction

    Lou, Y., Wu, R., Li, J., Wang, L., Li, X. & Chen, G., Jul 2023, In: IEEE Transactions on Cybernetics. 53, 7, p. 4531-4544

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 33
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  4. Online published

    Network Robustness Prediction: Influence of Training Data Distributions

    Lou, Y., Wu, C., Li, J., Wang, L. & Chen, G., 23 May 2023, (Online published) In: IEEE Transactions on Neural Networks and Learning Systems.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 6
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  5. Published

    Approximating the Controllability Robustness of Directed Random-graph Networks Against Random Edge-removal Attacks

    Lou, Y., Wang, L., Xie, S. & Chen, G., Feb 2023, In: International Journal of Control, Automation and Systems. 21, 2, p. 376-388

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 5
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  6. Published

    Structural Robustness of Complex Networks: A Survey of A Posteriori Measures

    Lou, Y., Wang, L. & Chen, G., 2023, In: IEEE Circuits and Systems Magazine. 23, 1, p. 12-35

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 31
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  7. 2022
  8. Published

    Knowledge-Based Prediction of Network Controllability Robustness

    Lou, Y., He, Y., Wang, L., Tsang, K. F. & Chen, G., Oct 2022, In: IEEE Transactions on Neural Networks and Learning Systems. 33, 10, p. 5739-5750 12 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 29
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  9. Published

    复杂网络能控性鲁棒性研究进展

    楼洋, 李均利, 李升 & 邓浩, Oct 2022, In: 自动化学报/Acta Automatica Sinica. 48, 10, p. 2374−2391

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 4
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  10. Published

    Predicting Network Controllability Robustness: A Convolutional Neural Network Approach

    Lou, Y., He, Y., Wang, L. & Chen, G., May 2022, In: IEEE Transactions on Cybernetics. 52, 5, p. 4052-4063 12 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 55
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  11. Published

    Controllability Robustness of Henneberg-Growth Complex Networks

    LOU, Y., YANG, D., WANG, L., TANG, C.-B. & CHEN, G., 2022, In: IEEE Access. 10, p. 5103-5114

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 16
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  12. 2021
  13. Published

    A Convolutional Neural Network Approach to Predicting Network Connectedness Robustness

    Lou, Y., Wu, R., Li, J., Wang, L. & Chen, G., Oct 2021, In: IEEE Transactions on Network Science and Engineering. 8, 4, p. 3209-3219 11 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 35
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  14. Published

    A Framework of Hierarchical Attacks to Network Controllability

    Lou, Y., Wang, L. & Chen, G., Jul 2021, In: Communications in Nonlinear Science and Numerical Simulation. 98, 105780.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 28
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  15. Published

    Searching Better Rewiring Strategies and Objective Functions for Stronger Controllability Robustness

    Lou, Y., Xie, S. & Chen, G., Jun 2021, In: IEEE Transactions on Circuits and Systems II: Express Briefs. 68, 6, p. 2112-2116 5 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 12
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  16. Published

    Non-revisiting stochastic search revisited: Results, perspectives, and future directions

    Lou, Y., Yuen, S. Y. & Chen, G., Mar 2021, In: Swarm and Evolutionary Computation. 61, 100828.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 16
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  17. 2020
  18. Published

    Towards Optimal Robustness of Network Controllability: An Empirical Necessary Condition

    Lou, Y., Wang, L., Tsang, K.-F. & Chen, G., Sept 2020, In: IEEE Transactions on Circuits and Systems I: Regular Papers. 67, 9, p. 3163-3174 12 p.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 33
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  19. Published

    Predicting the Robustness of Undirected Network Controllability

    Lou, Y., He, Y., Wang, L., Tsang, K. F. & Chen, G., Jul 2020, p. 4550-4553. 4 p.

    Research output: Conference PapersRGC 31A - Invited conference paper (refereed items)Yespeer-review

    Scopus citations: 4
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  20. 2019
  21. Published

    Local diversity-stability of the q-snapback network model

    Lou, Y., Wang, L. & Chen, G., 15 Dec 2019, In: Physica A: Statistical Mechanics and its Applications. 536, 9 p., 121020.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 3
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  22. Published

    Selecting evolutionary algorithms for black box design optimization problems

    Yuen, S. Y., Lou, Y. & Zhang, X., 1 Aug 2019, In: Soft Computing. 23, 15, p. 6511–6531

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 11
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  23. Published

    Hybrid Artificial Bee Colony with Covariance Matrix Adaptation Evolution Strategy for Economic Load Dispatch

    Zhang, X., Lou, Y., Yuen, S. Y., Wu, Z., He, Y. & Zhang, X., Jun 2019, 2019 IEEE Congress on Evolutionary Computation, CEC 2019 - Proceedings. Institute of Electrical and Electronics Engineers, Inc., p. 204-209 6 p. 8790221. ( IEEE Congress on Evolutionary Computation, CEC - Proceedings).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

    Scopus citations: 8
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  24. Published

    On-line Search History-assisted Restart Strategy for Covariance Matrix Adaptation Evolution Strategy

    Lou, Y., Yuen, S. Y., Chen, G. & Zhang, X., Jun 2019, 2019 IEEE Congress on Evolutionary Computation, CEC 2019 - Proceedings. Institute of Electrical and Electronics Engineers, Inc., p. 3142-3149 8 p. 8790368. (IEEE Congress on Evolutionary Computation, CEC - Proceedings).

    Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

    Scopus citations: 1
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  25. Published

    A Comparative Study on Controllability Robustness of Complex Networks

    Chen, G., Lou, Y. & Wang, L., May 2019, In: IEEE Transactions on Circuits and Systems II: Express Briefs. 66, 5, p. 828-832

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 58
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