的个人主页 http://shi.buaa.edu.cn/jiangxiaoyu/zh_CN/index.htm
江肖禹,浙江大学控制科学与工程专业博士,现任北京航空航天大学杭州国际创新学院副研究员。曾在浙江大学工业控制技术全国重点实验室、香港城市大学系统工程系、美国堪萨斯大学航空工程系开展博士后和访问研究。
主要从事工业大数据建模、深度学习、工业大模型、AI安全与可靠性等领域的前沿研究,已累计在IEEE汇刊(IEEE TIE、TII、TASE、TIM、TAI)及IEEE JAS等高水平期刊及Neurips等国际会议发表相关论文40余篇(google总被引达到600余次,3篇入选ESI高被引论文);相关研究成果应用于化工过程、旋转设备、离散制造等复杂工业系统,申请和授权发明专利18项,授权软件著作权4项。
联系方式:jiangxiaoyu@buaa.edu.cn(长期招收电子信息/人工智能/机械/交通运输相关专业本科生、研究生,欢迎对工业大数据和AI驱动的科学研究(AI4Science)感兴趣的同学加入本课题组,一起探索在工业场景中的前沿算法设计与落地应用。)
1.Jiang, Xiaoyu, Xiangyin Kong, Junhua Zheng, Zhiqiang Ge, Xinmin Zhang, and Zhihuan Song. "Robust Adversarial Attacks on Imperfect Deep Neural Networks in Fault Classification." IEEE Transactions on Industrial Informatics (2024).
2.Jiang, Xiaoyu, Junhua Zheng, Ziyi Chen, Zhiqiang Ge, Zhihuan Song, and Xiaoguang Ma. "Leveraging Transfer Learning for Data Augmentation in Fault Diagnosis of Imbalanced Time-Frequency Images." IEEE Transactions on Automation Science and Engineering (2024).
3.Jiang, Xiaoyu, and Zhiqiang Ge. "Augmented industrial data-driven modeling under the Curse of Dimensionality" IEEE/CAA Journal of Automatica Sinica (2023).
4.Jiang, Xiaoyu, and Zhiqiang Ge. "Information Fingerprint for Secure Industrial Big Data Analytics." IEEE Transactions on Industrial Informatics (2021).
5.Jiang, Xiaoyu, and Zhiqiang Ge. "Improving the performance of just-in-time learning based soft sensor through data augmentation." IEEE Transactions on Industrial Electronics (2021).
6.Jiang, Xiaoyu, Yubin Cheng, Zhihuan Song, Xiaoguang Ma, Lingjian Ye, and Zhiqiang Ge. "Swarm Learning for Secure and Effective Industrial Federated Big Data Analytics." IEEE Transactions on Reliability (2024).
7.Jiang, Xiaoyu, and Zhiqiang Ge. “Ensemble data augmentation for Imbalanced Fault Diagnosis." IEEE Transactions on Instrumentation and Measurement (2023).
8.Jiang, Xiaoyu, and Zhiqiang Ge. "Augmented Multidimensional Convolutional Neural Network for Industrial Soft Sensing." IEEE Transactions on Instrumentation and Measurement 70 (2021): 1-10.
9.Jiang, Xiaoyu, and Zhiqiang Ge. “Data Augmentation Classifier for Imbalanced Fault Classification." IEEE Transactions on Automation Science and Engineering (2020).
10.Jiang, Xiaoyu, and Zhiqiang Ge. "Attacks on data-driven process monitoring systems: Subspace Transfer Networks." IEEE Transactions on Artificial Intelligence (2022).
11.Jiang, Xiaoyu, and Zhiqiang Ge. "RAGAN: Regression Attention Generative Adversarial Networks." IEEE Transactions on Artificial Intelligence (2022).
1. 国家自然科学基金青年基金,工业过程监测数据智能模型的对抗安全研究,2025.01-2027.12;(主持)
2. 浙江省博士后科研项目择优资助,2023.04-2024.03;(主持)
3. 科学技术部科技创新2030-“新一代人工智能”重大项目, 数据增强博弈智能模型的知识表达和运用(2022ZD0120003), 2023.03-2026.02;(参与)
4. 国家自然科学基金重点项目:面向故障分类的流程工业大数据分析与分布式建模方法(61833014),2019.01-2023.12;(参与)
5. 国家自然基金重大研究计划:多源异构低质量工业大数据特征融合与建模机制研究(9216710003),2022.01-2024.12;(参与)
6. 东华水泥厂水泥熟料质量预测项目,阿里云-浙大联合研究项目,2019.11-2020.08;(参与)
1. 浙江省青年托举人才,2024.11
2. 浙江省自然科学三等奖,2024.11
3. 浙江省优秀博士毕业生,2023.04
4. 研究生国家奖学金(2017,2018,2021)