姓名

张进

系、部门

自动化系

职称/职务

讲师

导师类别

硕士生导师

学位

博士

电话

电子邮箱

j.zhang@kust.edu.cn

办公地点

信自楼207

研究方向

图像处理、深度学习、智能控制

个人情况简介

本人的研究领域主要包括图像处理、深度学习、流程工业智能检测与控制等，在如《IEEE Transactions on Systems, Man and Cybernetics: Systems》、《Expert Systems with Applications》、《ISA transactions》、《 Minerals Engineering》等学科领域国内外重要期刊及会议发表论文20余篇；授权发明专利2项；获得奖励5项，其中包括董事长奖学金拔尖奖1项、博士研究生国家奖学金2项。现担任国际权威期刊《IEEE Transactions on Industrial Informatics》、《ISA Transactions》、《Expert Systems with Applications》和《Reliability Engineering & System Safety》审稿人。

学习工作经历

2020-2021年于杜伊斯堡-埃森大学(德国)工程学院自动控制与复杂系统博士联培

2016-2022年博士研究生毕业于中南大学控制科学与工程专业

2013-2016年硕士研究生毕业于中南大学软件工程专业

2009-2013年本科毕业于华南理工大学广州学院自动化专业

代表性成果

（1）获奖情况

1、2020年获研究生董事长奖学金拔尖奖

2、2018年获博士研究生国家奖学金

3、2017年获博士研究生国家奖学金

（2）教学/科研项目

1、新奥葡萄京高层次人才引进项目

（3）论文

1、Jin Zhang, Zhaohui Tang, Yongfang Xie, Fanbiao Li, Mingxi Ai, Guoyong Zhang, Weihua Gui. Disturbance-encoding-based neural Hammerstein-Wiener model for industrial process predictive control [J]. IEEE Transactions on Systems, Man and Cybernetics: Systems, 2022, 52：606-617.

2、Jin Zhang, Zhaohui Tang, Yongfang Xie, Mingxi Ai, Weihua Gui. Generative Adversarial Network-based Image-Level Optimal Setpoint Calculation for Flotation Reagents Control[J]. Expert Systems with Applications, 2022: 116790.

3、Jin Zhang, Zhaohui Tang, Yongfang Xie, Mingxi Ai, Guoyong Zhang, Weihua Gui. Data-driven adaptive modeling method for industrial processes and its application in flotation reagent control [J]. ISA transactions. 2021, 108: 305-316.

4、Jin Zhang, Zhaohui Tang, Yongfang Xie, Mingxi Ai, Weihua Gui. Visual perception based flotation fault diagnosis using statistical approaches [J]. Tsinghua Science and Technology, 2021, 26(2), 172-184.

5、Mingxi Ai, Yongfang Xie, Zhaohui Tang,Jin Zhang, Weihua Gui. Deep learning feature-based setpoint generation and optimal control for flotation processes[J]. Information Sciences, 2021, 578(1):644-658.

6、Jin Zhang, Zhaohui Tang, Yongfang Xie, Qing Chen, Mingxi Ai, Weihua Gui. Timed key-value memory network for flotation reagent control [J]. Control Engineering Practice, 2020, 98: 104360.

7、Jin Zhang, Zhaohui Tang, Yongfang Xie, Mingxi Ai, Weihua Gui. Convolutional memory networks based flotation performance monitoring [J]. Minerals Engineering, 2020, 151: 106332.

8、Guoyong Zhang, Zhaohui Tang,Jin Zhang*, Weihua Gui. Convolutional autoencoder-based flaw detection for steel wire ropes [J]. Sensors, 2020, 20(22), 6612.

9、Mingxi Ai, Yongfang Xie, Zhaohui Tang,Jin Zhang, Weihua Gui. Two-stream deep feature-based froth flotation monitoring using visual attention clues[J]. IEEE Transactions on Instrumentation and Measurement, 2020, 70: 1-14.

10、Mingxi Ai, Yongfang Xie, Shiwen Xie,Jin Zhang, Weihua Gui. Fuzzy association rule-based set-point adaptive optimization and control for the flotation process[J]. Neural Computing and Applications, 2020, 32(17): 14019-14029.

11、Jin Zhang, Zhaohui Tang, Mingxi Ai, Weihua Gui. Nonlinear modeling of the relationship between reagent dosage and flotation froth surface image by Hammerstein-Wiener model[J]. Minerals Engineering, 2018: 19-28.

12、Jin Zhang, Zhaohui Tang, Mingxi Ai, Weihua Gui. Fuzzy association rule based froth surface behavior control in zinc froth flotation [J]. Symmetry, 2018, 10(6):216.

13、Jin Zhang, Zhaohui Tang, Weihua Gui, Qing Chen, Jinping Liu. Interactive image segmentation with a regression based ensemble learning paradigm [J]. Frontiers of Information Technology & Electronic Engineering, 2017, 18(7): 1002-1020.

14、Zhaohui Tang, Jin Zhang*, Weihua Gui. Selective search and intensity context based retina vessel image segmentation [J]. Journal of Medical Systems, 2017, 41(3):47.

15Jin Zhang, Zhaohui Tang, Jinping Liu, Zhen Tan, Pengfei Xu. Recognition of flotation working conditions through froth image statistical modeling for performance monitoring[J]. Minerals Engineering, 2016, 86:116-129.

16Jinping Liu*, Zhaohui Tang*,Jin Zhang*, Qing Chen, Pengfei Xu, Wenzhong Liu. Visual perception-based statistical modeling of complex grain image for product quality monitoring and supervision on assembly production line[J]. Plos One, 2016, 11(3):e0146484.

（4）知识产权

1、唐朝晖；闫志浩；张进；贺卓，一种基于异构分类器选择性融合的锑矿品位软测量方法，2018年10月23日，专利号 ZL201610785671.8 (已授权)

2、唐朝晖；范影；张国勇；张进；张虎，一种基于时间序列特征的锌浮选过程模糊故障诊断方法，2020年8月25日，专利号 ZL201910449509.9 (已授权)

（5）专著、教材

主讲课程

指导员工竞赛