马钰淋,男,汉族,中共党员,工学博士,讲师,硕士生导师,元光学者(启航岗B)。
【工作与教育经历】
2024/12-至今,河北工业大学,电气工程学院,讲师
2020/09-2024/11,北京航空航天大学,可靠性与系统工程学院,系统工程,博士
2017/09-2020/06,中国石油大学(北京),安全与海洋工程学院,安全科学与工程,硕士
【研究领域】
故障预测与健康管理:异常检测、故障诊断、剩余寿命预测;
人工智能算法:迁移学习、领域泛化、大模型等。
【科研项目(负责人)】
[1] 国家自然科学基金项目,基于虚拟传感与故障机理的油气设备安全预测理论及模型研究,结题,参与
[2] 国家自然科学基金项目,“分层异质移动自组织网络可靠性和抗毁性建模与优化研究,结题,参与
【代表性论文】
[1] Ma Yulin, Yang Jun, Li Lei. Gradient aligned domain generalization with a mutual teaching teacher-student network for intelligent fault diagnosis [J]. Reliability Engineering & System Safety, 2023, 239: 109516. (SCI, IF: 9.4)
[2] Ma Yulin, Yang Jun, Yan Ruqiang. Sharpness-aware gradient alignment for domain generalization with noisy labels in intelligent fault diagnosis [J]. IEEE Transactions on Instrumentation and Measurement, 2024, 73: 3523210. (SCI, IF: 5.6)
[3] Ma Yulin, Yang Jun, Li Lei. Collaborative and adversarial deep transfer auto-encoder for intelligent fault diagnosis [J]. Neurocomputing, 2022, 486: 1-15. (SCI, IF: 5.5)
[4] Ma Yulin, Yang Jun, Li Lei. Convolutional kernel aggregated domain adaptation for intelligent fault diagnosis with label noise [J]. Reliability Engineering & System Safety, 2022, 227: 108736. (SCI,IF: 9.4)
[5] Ma Yulin, Yang Jun, Li Lei. Meta bi-classifier gradient discrepancy for noisy and universal domain adaptation in intelligent fault diagnosis [J]. Knowledge-Based Systems, 2023, 276: 110735. (SCI, IF: 7.2)
[6] Wang Jinjiang, Ma Yulin, Zhang Laibin, Gao Rober X, Wu Dazhong. Deep learning for smart manufacturing: Methods and applications [J]. Journal of Manufacturing Systems, 2018, 48: 144-156. (SCI, IF: 12.3, 高被引, ESI热点, 2021年Best Paper Award)
[7] Wang Jinjiang, Ma Yulin, Huang Zuguang, Xue Ruijuan, Zhao Rui. Performance analysis and enhancement of deep convolutional neural network: Application to gearbox condition monitoring [J]. Business & Information Systems Engineering, 2019, 61: 311-326. (SCI, Q1, IF: 7.4)
[8] Li Lei, Yang Jun, Ma Yulin, Kong Xuefeng. Pseudo-labeling integrating centers and samples with consistent selection mechanism for unsupervised domain adaptation [J]. Information Sciences, 2023, 628: 50-69. (SCI)
[9] Li Lei, Yang Jun, Kong Xuefeng, Zhang Jianchun, Ma Yulin. Unsupervised domain adaptation via discriminative feature learning and classifier adaptation from center-based distances [J]. Knowledge-Based Systems, 2022, 250: 109022. (SCI, IF: 7.2)
[10] Li Lei, Yang Jun, Kong Xuefeng, Ma Yulin. Discriminative transfer feature learning based on robust-centers [J]. Neurocomputing, 2022, 500: 39-57. (SCI, IF: 5.5)
[11] 黎磊, 马钰淋, 胡刚, 等. 基于迁移学习的 GH159 螺栓热镦后头部缺陷识别 [J]. 系统科学与数学, 2021. (中文核心)
[12] Zhang Wenjing, Ma Yulin*, Hu Gang, et al. A novel hybrid neural network with attentive feature selection for degradation status identification of aircraft self-locking nuts [C]. International Conference on System Reliability and Safety Engineering (SRSE), 2022. (EI, 可靠性国际会议Excellent Oral Presentation)
【主要科研成果(第一完成人)】
【所获荣誉】
[1] 中国石油大学(北京)硕士生 国家奖学金
[2] 北京航空航天大学 博士生 国家奖学金
【国内外学术团体及任职】
中国系统工程学会系统可靠性工程学生会员,担任 IEEE Transactions on Cybernetics、IEEE Transactions on Automation Science and Engineering、Reliability Engineering & System Safety等SCI期刊审稿人。
【联系方式】
每年招收一定名额的硕士研究生,有志趣相投的同学请将简历发送至邮箱(yulin.ma@hebut.edu.cn)