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Felix, Yang Lou Ph.D., SMIEEE, FHEA
Email: ylou[at]hiroshima-u.ac.jpEmail:
[个人简介] 楼洋, 博士, IEEE 高级会员, 英国高等教育学院会士 (FHEA), 现任日本广岛大学副教授. 于 2008 年获西安电子科技大学电子信息工程专业工学学士学位, 2017 年获香港城市大学电机工程系博士学位. 2017 至 2025 年曾在香港城市大学、香港岭南大学、日本大阪大学及台湾阳明交通大学从事科研与教学工作. 在阳明交通大学期间, 他先后担任助理教授、副教授, 并获聘为青年讲座教授. 楼洋博士的研究方向包括网络科学与工程、图学习、机器学习与优化方法, 聚焦于复杂系统中图智能技术的理论建模与实际应用. 已在 IEEE Comput Intell Mag, IEEE Circ Syst Mag, IEEE Trans Cybern, IEEE Trans Neural Netw Learn Syst, IEEE Trans Circuits Syst I/II, IEEE Trans Netw Sci Eng 等国际权威期刊, 以及 ICLR , GECCO , IJCNN , ISCAS 等顶级或旗舰会议上发表论文 40 余篇. 根据 Google Scholar 统计, 其 H-index 指数为 19 .
[工作经历]
- 2025年起, 日本广岛大学副教授
- 2023–2025年, 台湾阳明交通大学副教授
- 2022–2023年, 日本大阪大学研究员
- 2021–2022年, 香港岭南大学助理研究教授
- 2017–2021年, 香港城市大学博士后研究员
[代表论文]
-
Y. Lou*,
C. Wu,
L. Chen, W. Huang, L. Zhou,
L. Wang,
and G. Chen,
"Exploring the Potential for Enhancing Structural Robustness of Complex Networks,"
IEEE Computational Intelligence Magazine,
doi:10.1109/MCI.2025.3599463 (2025)
- C. Wu, Y. Lou*, J. Li, L. Wang, S. Xie, and G. Chen, "A Multitask Network Robustness Analysis System Based on the Graph Isomorphism Network,"
IEEE Transactions on Cybernetics,
54 (11): 6630–6642; doi:10.1109/TCYB.2024.3422430 (2024) [OA]
- Y. Lou*, C. Wu, J. Li, L. Wang, and G. Chen, "Network Robustness Prediction: Influence of Training Data Distributions,"
IEEE Transactions on Neural Networks and Learning Systems,
35 (10): 13496–13507; doi:10.1109/TNNLS.2023.3269753 (2024)
- Y. Lou*, R. Wu, J. Li, L. Wang, X. Li, and G. Chen, "A Learning Convolutional Neural Network Approach for Network Robustness Prediction,"
IEEE Transactions on Cybernetics,
53 (7): 4531–4544; doi:10.1109/TCYB.2022.3207878 (2023)
- Y. Lou*, L. Wang, and G. Chen, "Structural Robustness of Complex Networks: A Survey of A Posteriori Measures,"
IEEE Circuits and Systems Magazine,
23 (1): 12–35; doi:10.1109/MCAS.2023.3236659 (2023)
- Y. Lou, Y. He, L. Wang, and G. Chen, "Predicting Network Controllability Robustness: A Convolutional Neural Network Approach,"
IEEE Transactions on Cybernetics,
52 (5): 4052–4063; doi:10.1109/TCYB.2020.3013251 (2022)
[Impact Factor = 9.4]- Y. Lou, Y. He, L. Wang, K.F. Tsang, and G. Chen, "Knowledge-Based Prediction of Network Controllability Robustness,"
IEEE Transactions on Neural Networks and Learning Systems,
33 (10): 5739–5750; doi:10.1109/TNNLS.2021.3071367 (2022)
- C. Wu, Y. Lou*, J. Li, L. Wang, S. Xie, and G. Chen, "A Multitask Network Robustness Analysis System Based on the Graph Isomorphism Network,"
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