科研成果
先进智造实验室在工业人工智能与先进制造领域取得了丰硕的科研成果
学术成果
代表性论文
在国际知名期刊和会议上发表高水平学术论文,推动学科发展
🆕 Reliability Engineering & System Safety (2026)
J. Feng, F. Qi, F. Zhu, J. Zhang, P. Gao, Y. Zhu. Uncertainty-informed cascaded diagnosis of compound faults in electromechanical systems via a physics-informed hypergraph framework. 复合故障诊断准确率 99.55%。
🆕 Measurement Science and Technology (2026)
J. Feng, J. Zhang, S. Yin, F. Qi, J. Li. Physically-informed Bayesian feature optimization for semi-supervised industrial anomaly detection. 物理先验贝叶斯特征优化的半监督工业异常检测。
🏆 Annual Conference of the PHM Society (2025)
P. Gao, F. Qi, Y. Zhu, J. Zhang, W. Li, J. Feng. A Two-Stage Framework for Small-Sample RUL Prediction on Structurally Complex Time-Series Data. PHM 2025 国际数据竞赛全球冠军方法。
IEEE Transactions on Industrial Informatics (2023)
F. Zhu, J. Feng, M. Xie, L. Li, J. Lee. Profile abstract: an optimization-based subset selection and summarization method for profile data mining. 19(9): 9337-9348. 已在 Applied Materials 等企业落地。
IEEE Transactions on Semiconductor Manufacturing (2019)
J. Feng, X. Jia, F. Zhu, J. Moyne, J. Iskandar, J. Lee. An online virtual metrology model with sample selection for the tracking of dynamic manufacturing processes with slow drift. 32(4): 574-582.
Journal of Modern Power Systems and Clean Energy (2020)
J. Feng, X. Jia, H. Cai, F. Zhu, X. Li, J. Lee. Cross trajectory Gaussian process regression model for battery health prediction. 9(5): 1217-1226.
学术档案
全部论文与专利(与 Google Scholar 同步)
按年份
2026 (2 篇)
Uncertainty-informed cascaded diagnosis of compound faults in electromechanical systems via a physics-informed hypergraph framework
J. Feng, F. Qi, F. Zhu, J. Zhang, P. Gao, Y. Zhu
Reliability Engineering & System Safety, 112685 期刊
Physically-informed Bayesian feature optimization for semi-supervised industrial anomaly detection
J. Feng, J. Zhang, S. Yin, F. Qi, J. Li
Measurement Science and Technology 37(11), 116103 期刊
2025 (2 篇)
A Large Language Model-Based Time-Series Framework for Industrial Multi-Task Process Monitoring: A Case Study in Stamping Manufacturing
J. Feng, J. Zhang, F. Qi, Y. Zhu
SSRN Preprint 5288004 期刊
A Two-Stage Framework for Small-Sample RUL Prediction on Structurally Complex Time-Series Data
P. Gao, F. Qi, Y. Zhu, J. Zhang, W. Li, J. Feng
Annual Conference of the PHM Society 17(1) 会议
2023 (1 篇)
An optimization-based sample selection method considering sample redundancy and usefulness
F. Zhu, J. Feng, Z. Su, M. Xie
International Conference on the Efficiency and Performance Engineering 会议
2022 (1 篇)
Profile Abstract: An optimization-based subset selection and summarization method for profile data mining
F. Zhu, J. Feng, M. Xie, L. Li, J. Lei, J. Lee
IEEE Transactions on Industrial Informatics 19(9), 9337-9348 期刊
2021 (7 篇)
Performance degradation assessment of wind turbine gearbox based on maximum mean discrepancy and multi-sensor transfer learning
Y. Pan, R. Hong, J. Chen, J. Feng, W. Wu
Structural Health Monitoring 20(1), 118-138 期刊
Adaptive virtual metrology method based on just-in-time reference and particle filter for semiconductor manufacturing
H. Cai, J. Feng, F. Zhu, Q. Yang, X. Li, J. Lee
Measurement 168, 108338 期刊
A unified Bayesian filtering framework for multi-horizon wind speed prediction with improved accuracy
H. Cai, X. Jia, J. Feng, Q. Yang, W. Li, F. Li, J. Lee
Renewable Energy 178, 709-719 期刊
Reference-based virtual metrology method with uncertainty evaluation for material removal rate prediction based on Gaussian process regression
H. Cai, J. Feng, Q. Yang, F. Li, X. Li, J. Lee
The International Journal of Advanced Manufacturing Technology 116(3), 1199-1213 期刊
Development of an integrated framework for cyber physical system (CPS)-enabled rehabilitation system
J. Feng, F. Zhu, P. Li, H. Davari, J. Lee
International Journal of Prognostics and Health Management 12(4) 期刊
Trace abstraction: A novel method to enhance fault detection in semiconductor manufacturing processes with an optimization approach
J. Feng, F. Zhu, Z. Liu, J. Zhang, L. Hua, S. Wang, M. Xie
2021 Global Reliability and Prognostics and Health Management (PHM-Nanjing), 1-6 期刊
A systematic framework for maintenance scheduling and routing for offshore wind farms by minimizing predictive production loss
J. Feng, H. Cai, Z. Liu, J. Lee
E3S Web of Conferences 233, 01063 会议
2020 (10 篇)
Intelligent maintenance systems and predictive manufacturing
J. Lee, J. Ni, J. Singh, B. Jiang, M. Azamfar, J. Feng
Journal of Manufacturing Science and Engineering 142(11), 110805 期刊
Gaussian process regression for numerical wind speed prediction enhancement
H. Cai, X. Jia, J. Feng, W. Li, Y.M. Hsu, J. Lee
Renewable Energy 146, 2112-2123 期刊
Similarity-based particle filter for remaining useful life prediction with enhanced performance
H. Cai, J. Feng, W. Li, Y.M. Hsu, J. Lee
Applied Soft Computing 94, 106474 期刊
A similarity based methodology for machine prognostics by using kernel two sample test
H. Cai, X. Jia, J. Feng, W. Li, L. Pahren, J. Lee
ISA Transactions 103, 112-121 期刊
A virtual metrology method with prediction uncertainty based on Gaussian process for chemical mechanical planarization
H. Cai, J. Feng, Q. Yang, W. Li, X. Li, J. Lee
Computers in Industry 119, 103228 期刊
A novel scalable method for machine degradation assessment using deep convolutional neural network
P. Li, X. Jia, J. Feng, F. Zhu, M. Miller, L.Y. Chen, J. Lee
Measurement 151, 107106 期刊
Evaluating feature selection and anomaly detection methods of hard drive failure prediction
Q. Yang, X. Jia, X. Li, J. Feng, W. Li, J. Lee
IEEE Transactions on Reliability 70(2), 749-760 期刊
Cross trajectory Gaussian process regression model for battery health prediction
J. Feng, X. Jia, H. Cai, F. Zhu, X. Li, J. Lee
Journal of Modern Power Systems and Clean Energy 9(5), 1217-1226 期刊
A framework for semi-automated fault detection configuration with automated feature extraction and limits setting
H. Cai, J. Feng, J. Moyne, J. Iskandar, M. Armacost, F. Li, J. Lee
2020 31st Annual SEMI Advanced Semiconductor Manufacturing Conference (ASMC) 会议
Methodology of adaptive prognostics and health management in dynamic work environment
J. Feng
Ph.D. Dissertation, University of Cincinnati 期刊
2019 (7 篇)
An online virtual metrology model with sample selection for the tracking of dynamic manufacturing processes with slow drift
J. Feng, X. Jia, F. Zhu, J. Moyne, J. Iskandar, J. Lee
IEEE Transactions on Semiconductor Manufacturing 期刊
A combined filtering strategy for short term and long term wind speed prediction with improved accuracy
H. Cai, X. Jia, J. Feng, Q. Yang, Y.M. Hsu, Y. Chen, J. Lee
Renewable Energy 136, 1082-1090 期刊
An intelligent system for offshore wind farm maintenance scheduling optimization considering turbine production loss
J. Feng, X. Jia, F. Zhu, Q. Yang, Y. Pan, J. Lee
Journal of Intelligent & Fuzzy Systems 期刊
A novel similarity-based method for remaining useful life prediction using kernel two sample test
X. Jia, H. Cai, Y. Hsu, W. Li, J. Feng, J. Lee
Proceedings of the Annual Conference of the PHM Society 11 会议
A deep learning based method for cutting parameter optimization for band saw machine
P. Li, J. Feng, F. Zhu, H. Davari, L.Y. Chen, J. Lee
Annual Conference of the PHM Society 11(1) 会议
Methodology of adaptive prognostics and health management using streaming data in big data environment
J. Feng
Proceedings of the Annual Conference of the PHM Society 11(1) 会议
Wheel bearing fault isolation and prognosis using acoustic based approach
J. Feng, X. Du, M. Salman
Proceedings of the Annual Conference of the Prognostics and Health Management Society 会议
2018 (3 篇)
Prognosability study of ball screw degradation using systematic methodology
P. Li, X. Jia, J. Feng, H. Davari, G. Qiao, Y. Hwang, J. Lee
Mechanical Systems and Signal Processing 109, 45-57 期刊
Adaptive virtual metrology for semiconductor chemical mechanical planarization process using GMDH-type polynomial neural networks
X. Jia, Y. Di, J. Feng, Q. Yang, H. Dai, J. Lee
Journal of Process Control 62, 44-54 期刊
A review of PHM data competitions from 2008 to 2017: Methodologies and analytics
X. Jia, B. Huang, J. Feng, H. Cai, J. Lee
Proceedings of the Annual Conference of the Prognostics and Health Management Society 会议
2017 (2 篇)
Modeling and solution of offshore wind farm maintenance scheduling
H.Z. Tan, W. Lv, L.W. Jin, Z.C. Liu, J.S. Feng
DEStech Transactions on Environment, Energy and Earth Sciences 期刊
Research on the underwater AUV docking station with two swing degrees of freedom
D. Li, T. Zhang, Y. Cai, J. Shi, J. Feng, C. Yang
Journal of Mechanical Engineering 53(4), 161-167 期刊
2016 (1 篇)
Study and design of a heat dissipation system in a junction box for Chinese experimental ocean observatory network
D. Li, J. Wang, J. Feng, C. Yang, Y. Chen
Marine Technology Society Journal 50(2), 63-74 期刊
知识产权
专利成果
拥有中外发明专利100余项,技术创新能力突出
专利统计
- 中外发明专利:100余项
- 核心技术专利:涵盖制造监控、智能运维、大数据分析等领域
- 产业化应用:多项专利已实现产业化转化
美国专利
J. Feng, X. Du, and M. Salman. Method and apparatus for monitoring a machine bearing on-vehicle, US, US20200149993A1. 2018
中国专利
冯建设等. 平均材料去除率预测方法、装置、电子设备和存储介质, 中国, ZL202210222767.3, 2022
中国专利
冯建设等. 基于主动学习的模型在线增量训练方法、设备及介质, 中国, ZL202110978408.6, 2021
荣誉奖项
获奖情况
在学术界和产业界获得多项重要奖项和荣誉
- 01
中信集团科学技术特等奖
表彰在工业数据分析和智能制造领域的突出贡献
- 02
深度学习技术及应用国家工程研究中心产业应用创新奖
在深度学习技术产业化应用方面的创新成果
- 03
PHM学会年度最佳博士论文提名
在设备健康管理和预测性维护领域的学术贡献
- 04
深圳市海外高层次人才("孔雀计划"人才)
深圳市认定的海外高层次人才,享受相应政策支持
学术影响
学术指标
在国际学术界具有重要影响力
发表论文
在国际知名期刊和会议上发表论文30余篇,涵盖工业人工智能、智能制造等领域
学术引用
谷歌学术引用1000余次,研究成果受到国际同行广泛关注
学术服务
担任多种国际期刊审稿人,《智能制造》青年编委,《AI for Science》首届青年编委
产业成果
产业化应用
科研成果在知名企业得到成功应用,产生显著经济效益
小米汽车项目
新能源汽车智能制造质量控制系统,提升生产效率20%以上
富士康工业互联网
工业大数据平台和智能产品,服务数百家制造企业
中信集团项目
工业数据分析平台,实现数据驱动的智能决策
美国通用汽车
设备健康监控系统,降低设备故障率30%
美国应用材料
半导体制造过程优化,提升产品良率显著

