Yulin Ma (马钰淋)

Yulin Ma (马钰淋)

📝 Publications

  • 🎙 Deep Learning and Smart Manufacturing

  • JMS 2018 Deep learning for smart manufacturing: Methods and applications, Jinjiang Wang (王金江), Yulin Ma (马钰淋), Laibin Zhang (张来宾), Robert X. Gao, Dazhong Wu. Journal of Manufacturing Systems, Volume 48, Part C, July 2018, Pages 144-156. (中科院一区TOP, ESI热点、高被引论文, Journal of Manufacturing Systems 2021 Best Paper Award!)

  • 🎙 Diagnosis & Reflector Antenna & Industrial Robot

  • TIM 2025 [Prototype-Aware Contrastive Learning for Few-Shot Fault Diagnosis of Antenna Planetary Reducers under Time-Varying Speed Conditions], Guyu Zhang, Yulin Ma, Xu Han, et. al. IEEE Transactions on Instrumentation and Measurement, 2025. (co-corresponding author)

  • 🎙 Diagnosis & Mechanical Machinery & Chemical Process

  • EAAI 2025 Sharpness-aware debiased alignment for imbalanced domain generalization fault diagnosis, Yulin Ma (马钰淋), Jun Yang (杨军). Engineering Applications of Artificial Intelligence (中科院一区TOP), Volume 162, Part D, 24 December 2025, 112627.
  • TIM 2024 Sharpness-aware gradient alignment for domain generalization with noisy labels in intelligent fault diagnosis, Yulin Ma, Jun Yang, Ruqiang Yan (严如强). IEEE Transactions on Instrumentation and Measurement (中科院二区TOP), 12 June 2024, 3523210.
  • RESS 2023 [Gradient aligned domain generalization with a mutual teaching teacher-student network for intelligent fault diagnosis](https://www.sciencedirect.com/science/article/abs/pii/S0952197625026582, Yulin Ma, Jun Yang (杨军). Reliability Engineering & System Safety (中科院一区TOP), Volume 239, November 2023, 109516.
  • KBS 2023 Meta Bi-classifier Gradient Discrepancy for noisy and universal domain adaptation in intelligent fault diagnosis, Yulin Ma, Jun Yang. Knowledge-Based Systems (中科院一区TOP), Volume 276, 27 September 2023, 110735.
  • RESS 2022 Convolutional kernel aggregated domain adaptation for intelligent fault diagnosis with label noise, Yulin Ma, Lei Li, Jun Yang. Reliability Engineering & System Safety (中科院一区TOP), Volume 227, November 2022, 108736.
  • Neup 2022 [Collaborative and adversarial deep transfer auto-encoder for intelligent fault diagnosis]([https://www.sciencedirect.com/science/article/abs/pii/S0951832022003593, Yulin Ma, Jun Yang, Lei Li. Neurocomputing (中科院二区TOP), Volume 486, 14 May 2022, Pages 1-15.

  • BISE 2019 Performance Analysis and Enhancement of Deep Convolutional Neural Network: Application to Gearbox Condition Monitoring, Jinjiang Wang, Yulin Ma, Rui Zhao, et. al. Business & Information Systems Engineering, Volume 61, pages 311–326, 2019.

  • 🎙 Reliability & Unmanned Swarm Systems

  • CJA 2025 [A multi-agent-based short-cycle reliability evolution model for unmanned swarm systems], Xing Guo, Yulin Ma, et al. Chinese Journal of Aeronautics (中科院一区), October 2025.

  • 🎙 Computer Vision & Artificial Intelligence

  • Infs 2022 [Pseudo-labeling Integrating Centers and Samples with Consistent Selection Mechanism for Unsupervised Domain Adaptation], Lei Li, Jun Yang, Yulin Ma, Xuefeng Kong. Information Sciences (中科院一区TOP), Volume 628, May 2023, Pages 50-69.
  • Neup 2022 [Discriminative transfer feature learning based on robust-centers], Lei Li, Jun Yang, Xuefeng Kong, Yulin Ma. Neurocomputing, Volume 500, 21 August 2022, Pages 39-57.
  • KBS 2022 [Unsupervised domain adaptation via discriminative feature learning and classifier adaptation from center-based distances], Lei Li, Jun Yang, Xuefeng Kong, Jianchun Zhang, Yulin Ma. Knowledge-Based Systems (中科院一区TOP), Volume 250, 17 August 2022, 109022.

  • 🎙 Defect Recognition & Artificial Intelligence

  • JSSMS 2022 [Head Defect Recognition of GH159 Bolt After Hot Upsetting Based on Transfer Learning (基于迁移学习的 GH159 螺栓热镦后头部缺陷识别)], Lei Li, Yulin Ma, Gang Hu, Xuefeng Kong, Jun Yang, Yanwei Xu. Journal of Systems Science and Mathematical Sciences 系统科学与数学, 2021.
  • SRSE 2022 [A Novel Hybrid Neural Network with Attentive Feature Selection for Degradation Status Identification of Aircraft Self-locking Nuts], Wenjing Zhang, Yulin Ma, Yanwei Xu, Xinfu Liang, Le Qi, Jun Yang, Lei Li. International Conference on System Reliability and Safety Engineering (SRSE), 2022.

📚 Machine Translation

🎼 Music & Dance Generation

🧑‍🎨 Generative Model

Others

under review, upcoming soon!