【学术简介】 教育经历: 华南理工大学,化工过程机械,工学博士 工作经历: 江西理工大学,机电工程学院,副教授/机械工程系主任 学术兼职: IEEE member;机械工程学会高级会员;IEEE Transactions on Industrial Informatics,Measurement,Reliability Engineering and System Safety,Mechanism and Machine Theory等SCI杂志审稿专家。 【主讲课程】 【主讲课程】 研究生:机器学习,现代设计方法与理论 本科生:数控技术,机械优化设计 【主要研究领域】 智能故障诊断与寿命预测、机器视觉缺陷检测、结构件残余应力检测 【主要研究方向】 [1] 机械信号处理及智能故障诊断; [2] 数字孪生驱动的机械剩余寿命预测; [3] 机器视觉缺陷检测; [4] 结构件残余应力检测。 【代表性科研项目】 [1] 国家自然科学基金项目,高维小样本的RV减速器时变故障解调与变点预测,主持。 [2] 江西省自然科学基金面上项目,少样本数字孪生驱动的RV减速器寿命预测,主持。 [3] 江西省自然科学基金青年项目,高维空间流形数据的故障变点预测模型研究,主持。 [4] 企业委托项目,发电厂泵类设备健康管控系统,主持。 [5] 企业委托项目,新型双电机搅拌机原创设计级关键技术研究,主持。 【代表科研成果及奖励】 [1] Guangqi Qiu, Binlu Ye, YingKui Gu, Peng Huang, He Li, Zifei Xu. A novel bearing remaining useful life prediction methodology with slope-based change point detection and WOA-Attention-BiLSTM model[J]. IEEE Sensors Journal, 2025. DOI: 10.1109/JSEN.2025.3530111 [2] Guangqi Qiu, Yu Nie, Yulong Peng, Peng Huang, Junjie Chen, YingKui Gu. A variable-speed-condition fault diagnosis method for crankshaft bearing in the RV reducer with WSO-VMD and ResNet-SWIN[J].Quality and reliability engineering international, 2024(5):40.DOI:10.1002/qre.3538. [3] Guangqi Qiu, Yingkui Gu*, Junjie Chen. Selective health indicator for bearings ensemble remaining useful life prediction with genetic algorithm and Weibull proportional hazards model[J]. Measurement, 2020, 150: 107097. [4] Guangqi Qiu, Yingkui Gu*, Quan Cai. A deep convolutional neural networks model for intelligent fault diagnosis of a gearbox under different operational conditions[J]. Measurement, 2019, 145: 94-107. [5] Peng Huang, Yingkui Gu, Guangqi Qiu*. A novel feature dimensionality reduction method for gearbox fault diagnosis with HMSDE, DANCo-DDMA and KELM[J]. Nonlinear Dynamics, 2024, 112(16):14071-14091.DOI:10.1007/s11071-024-09829-9. [6] Yingkui Gu, Ronghua Chen, Peng Huang, Junjie Chen, Guangqi Qiu*. A Lightweight Bearing Compound Fault Diagnosis Method With Gram Angle Field and Ghost-ResNet Model[J], IEEE Transactions on Reliability, 2023, (99):1-14. DOI: 10.1109/TR.2023.3332223 [7] Zengwei Lian, Yiliu Gu, Xianfei Xie, Yingkui Gu*, Guangqi Qiu*. An adaptive point cloud registration method with self-cross attention and hierarchical correspondence filtering[J], Optics and Laser Technology, Optics and Laser Technology, 2025, 184:112384. [8] Zengwei Lian, Yingkui Gu, Keshun You, Xianfei Xie, Guangqi Qiu*. An adaptive multi-scale point cloud filtering method for feature information retention[J].Optics and Lasers in Engineering, 2024, 177.DOI:10.1016/j.optlaseng.2024.108144. [9] Yingkui Gu, Puzhou Wang, Yin Li, Keshun You, Guangqi Qiu*. An adaptive acoustic signal reconstruction and fault diagnosis method for rolling bearings based on SSDAE-MobileViT[J]. Measurement Science and Technology, 2024. 36(1) DOI:10.1088/1361-6501/ad98b1. [10] Peng Huang, Yuanjin Wang, Yingkui Gu, Guangqi Qiu*. A bearing RUL prediction approach of vibration fault signal denoise modeling with Gate-CNN and Conv-transformer encoder[J]. Measurement Science and Technology, 2024, 35(6). DOI:10.1088/1361-6501/ad2cd9. 【重要知识产权】(不超5项) [1] 邱光琦, 郭明健,陈俊杰,古莹奎,黄鹏.一种基于健康指标构建的轴承寿命预测方法及系统,ZL202211675864.4,授权日期: 2024.1.30 (发明专利) [2] 邱光琦,占晓凤,刘传萌,金楠,古莹奎.一种基于数字化的RV减速器振动特性分析方法, ZL202410968270.5,授权日期:2025.2.20 (发明专利) [3] 游科顺,古莹奎,邱光琦.一种基于随机退化过程的锂离子电池RUL预测方法, ZL 2024 1 0102031.1, 授权日期:2024.4.5 (发明专利) [4] 彭雨龙,潘嘉豪,刘传萌,邱光琦,常军然.RV减速器数字化采集及诊断系统 V1.0,2024SR205286,确权日期:2024.12.11(软件著作权) [5] 邱光琦,叶彪彪,古莹奎,黄鹏,陈俊杰.一种基于CEEMDAN去噪的行星齿轮故障诊断方法及系统,CN115984606A,申请日期:2022.12.05 (发明专利) 【在读硕、博士人数】 硕士12人 【已毕业硕、博士人数】 已毕业硕士1人 |