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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, IEEE Trans Netw Sci Eng 等权威期刊, 以及在 ICLR , GECCO , IJCNN 等国际顶级会议上的多篇论文. 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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