基本信息
邮箱：740988959@qq.com
教育与研究经历
2012.09-2016.06 ：华中科技大学 材料成型及控制工程 工学学士
2016.09-2022.06：华中科技大学 材料加工工程 博士学位
研究方向
注塑件外观缺陷智能检测技术
代表性成果
[1] Jiahuan Liu, Fei Guo, Huang Gao, Zhigao Huang, Yun Zhang, Huamin Zhou. Image classification method on class imbalance datasets using multi-scale CNN and twostage transfer learning[J]. Neural Computing and Applications, 2021, 33(21): 14179- 14197. (SCI 源刊；IF：5.606；署名单位：华中科技大学)
[2] Jiahuan Liu, Fei Guo, Huang Gao, Maoyuan Li, Yun Zhang, Huamin Zhou. Defect detection of injection molding products on small datasets using transfer learning[J]. Journal of Manufacturing Processes, 2021, 70: 400-413. (SCI 源刊；IF:5.010；署名单位：华中科技大学)
[3] Jiahuan Liu, Fei Guo, Yun Zhang, Binkui Hou, Huamin Zhou. Defect classification on limited labeled samples with multiscale feature fusion and semi-supervised learning[J]. Applied Intelligence, 2021: 1-16. (SCI 源刊；IF：5.086；署名单位：华中科技大学)
[4] Fei Guo, Jiahuan Liu, Maoyuan Li, Tianlun Huang, Yun Zhang, Dequn Li, Huamin Zhou, et al. A Concise TSK Fuzzy Ensemble Classifier Integrating Dropout and Bagging for High-dimensional Problems[J]. IEEE Transactions on Fuzzy Systems, 2021.
[5] Fei Guo, Jiahuan Liu, Xiaowei Zhou, Hui Wang, Yun Zhang, Dequn Li, Huamin Zhou. An effective retrieval method for 3D models in plastic injection molding for process reuse[J]. Applied Soft Computing, 2021, 101: 107034.
[6] Maoyuan Li, Jiahuan Liu, Wenjie Yu, Yun Zhang, Huamin Zhou. Atomistic molecular dynamic simulations of the thermal transport across h-BN/cellulose nanocrystal interface[J]. International Journal of Heat and Mass Transfer, 2021, 171: 121043.
[7] Fei Guo, Xiaowei Zhou, Jiahuan Liu, Yun Zhang, Dequn Li, Huamin Zhou. A reinforcement learning decision model for online process parameters optimization from offline data in injection molding[J]. Applied Soft Computing, 2019, 85: 105828.
[8] Ke Duan, Yonglyu He, Yijun Li, Jiahuan Liu, Junjie Zhang, Yujin Hu, Rongming Lin, Xuelin Wang, Weiming Deng, Li Li. Machine-learning assisted coarse-grained model for epoxies over wide ranges of temperatures and cross-linking degrees[J]. Materials & Design, 2019, 183: 108130.
[9] 张云，刘家欢，黄志高，周华民，李德群. 一种基于在位检测的闭环控制精密加 工方法及系统[P]. 中国，发明专利， ZL201910646784.8
荣誉奖励
2016-2017“优秀研究生干部”
