I received my bachelor's degree and PH.D. in the School of Information Science and Engineering from Shandong University in 2004 and 2009. I finished my postdoctoral research in Control Science and Engineering of Shandong University in 2011, and  finished my postdoctoral research in Department of Biomedical Engineering from Imperial College London in 2013.

My research focus on video and signal analysis, deep learning, big data application and embedded system design. At present, I am in charged of one key R&D projects of the Ministry of Science and Technology, and participates in three key R&D projects of the Ministry of Science and Technology, and presides over the completion of the National Natural Science Foundation, Shandong Natural Science Foundation and the Postdoctoral Fund, Shandong Post-doctoral Fund, Shandong University Innovation Fund and other projects. I have published more than 20 papers on IEEE Transactions and other academic conferences and journals.

• 2004-09-01-2009-07-01
  Shandong University
  Signal and Information Processing
  With Certificate of Graduation for Doctorate Study
• 2000-09-01-2004-07-01
  Shandong University
  电子信息工程
  University graduated

• 2017-09 — Now
  山东大学信息科学与工程学院
• 2019-08 — 2020-04
  计算机系英国帝国理工学院
• 2006-12 — 2008-01
  Department of Electronic and Information EngineeringThe Hong Kong Polytechnic University
• 2009-07 — 2017-08
  Institute of Information Processing and Applied TechnologySchool of Information Science and Engineering, Shandong University
  Associate Professor
• 2012-10 — 2013-10
  Department of BioengineeringImperial College London

1. 信息处理

(1)刘浩. W-Net: A facial feature-guided face super-resolution network .IMAGE AND VISION COMPUTING .2025 ,159

(2)赵朋辉. Diffusion-UDA: Diffusion-based unsupervised domain adaptation for submersible fault diagnosis .《ELECTRONICS LETTERS》 .2024 ,60 (3)

(3)王予新. A Semi-supervised Low-Light Image Enhancement with Color Guidance .2024 Asia Paci？c Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2024 .2024

(4)李洋. Multi-branch fusion graph neural network based on multi-head attention for childhood seizure detection .Frontiers in Physiology .2024 ,15

(5)李洋. Dynamical graph neural network with attention mechanism for epilepsy detection using single channel EEG .Medical & Biological Engineering & Computing .2023

(6)代昊. Adaptive single-hop and relay-selection-based double-hop D2D transmissions underlaying large-scale cellular networks .IEEE Transactions on Vehicular Technology .2024 ,10 (73):14936

(7)赵朋辉. SGAD-GAN: Simultaneous Generation and Anomaly Detection for time-series sensor data with Generative Adversarial Networks .Mechanical Systems and Signal Processing .2024 (210)

(8)宦思洁. Camera model identification based on dual-path enhanced ConvNeXt network and patches selected by uniform local binary pattern .Expert Systems with Applications .2024 (241)

(9)徐浩轩. Cross-domain car detection model with integrated convolutional blockattention mechanism .IMAGE AND VISION COMPUTING .2023 (140)

(10)于嘉超. Nonlinear wireless energy harvesting based uplink transmission in K-tier heterogeneous networks over Nakagami-m fading channels .ALEXANDRIA ENGINEERING JOURNAL .2024 ,88 :276-286

(11)倪志祥. A multi-object tracking method with adaptive dual decoder and better motion affinity .IEEE Access .2024 (12):20221

(12)汪阳. A novel deep multifeature extraction framework based on attention mechanism using wearable sensor data for human activity recognition .IEEE Sensors Journal .2023 ,23 (7):7188

(13)王娜. Automatic Modulation Classification Based on CNN and Multiple Kernel Maximum Mean Discrepancy .ELECTRONICS .2023 ,12 (1)

(14) Unsupervised video anomaly detection based on multi-timescale trajectory prediction .COMPUTER VISION AND IMAGE UNDERSTANDING .2023 ,227 (103615)

(15)Zhao, Penghui. A high-dimensional and small-sample submersible fault detection method based on feature selection and data augmentation .Sensors .2022 ,22 (1)

(16)王娜. Multidimensional CNN-LSTM Network for Automatic Modulation Classification .ELECTRONICS .2021 ,10 (14)

(17)刘云霞. Efficient Source Camera Identification with Diversity-Enhanced Patch Selection and Deep Residual Prediction .Sensors .2021 ,21 (14)

(18)吕传栋. Surveillance Personnel Behavior Analysis Technology based on Operation Log .4th IEEE Advanced Information Management, Communicates, Electronic and Automation Control Conference, IMCEC 2021 .2021 :1530-1535

(19)郑庆河. Spectrum interference-based two-level data augmentation method in deep learning for automatic modulation classification .NEURAL COMPUTING & APPLICATIONS .2020

(20)Liu, Zhao-Guang. Hierarchical differential evolution algorithm combined with multi-cross operation .Expert Systems with Applications .2019 ,130 :276

(21)王洪君. Passive Multiple Target Indoor Localization Based on Joint Interference Cancellation in an RFID System .ELECTRONICS .2019

(22)杨阳. A Recursive Ensemble Learning Approach with Noisy Labels or Unlabeled Data .IEEE Access .2019 (2019（7）)

(23)马良. WallSense: Device-Free Indoor Localization Using Wall-Mounted UHF RFID Tags .Sensors .2019 ,19 (1)

(24)王洪君. RFID 3-D Indoor Localization for Tag and Tag-Free Target Based on Interference .《IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT》 .2018 (10)

(25)Hailiang Xiong. Efficient Bias Reduction Approach of Time-of-Flight-Based Wireless Localization Networks in NLOS States .IET RADAR SONAR AND NAVIGATION .2018 ,12 (11):1353

(26)Hailiang Xiong. Efficient Bias Reduction Approach of Time-of-Flight-Based Wireless Localization Networks in NLOS States .IET RADAR SONAR AND NAVIGATION .2018 ,12 (11):1353

(27)李夏. The Depth Estimation of 3D Face from Single 2D Picture Based on Manifold Learning Constraints .Ninth International Conference on Graphic and Image Processing .2017

(28)杨阳. Sliced integral histogram: an efficient histogram computing algorithm and its FPGA implementation .MULTIMEDIA TOOLS AND APPLICATIONS .2017 ,76 (12):14327

(29)马丕明. 基于QoS要求的全双工中继多载波安全系统的功率分配研究 .《电子与信息学报》 .2017 ,39 (04):860

(30) Recurrently Decomposable 2-D Convolvers for FPGA .IEEE Transactions on Circuits & Systems II Express Briefs .2016

(31)周风余. 基于时序深度置信网络的在线人体动作识别 .《自动化学报》 .2016 ,42 (7):1030

(32)杨阳. Recurrently Decomposable 2-D Convolvers for FPGA-Based Digital Image Processing .IEEE Transactions on Circuits and Systems II: Express Briefs .2016 ,63 (10):979

(33)周风余. 基于多硬件编码器协同的高效红外视频编码 .山东大学学报(工学版) .2015

(34)杨阳. Recurrently decomposable 2-D filters .《Journal of Computational Information Systems》 .2015 ,11 (5):1773

(35)Tian Guohui. Overlapped distribution based efficient particle filter calculation .2011 International Conference on Image and Vision Computing on conjunction with ICMMT 2011 .2011 ,0 (0)

(36)周风余. Design and Implementation of Low-cost Service Robot Mobile Platform for Intelligent Space .2010 ,0 (0):49

(37)Tian Guohui. A Fast Background Estimation Method for Vehicle Surveillance .2010 ,0 (0):1647

1. Automatic Data Enhancement Expansion Method, Recognition Method and System for Deep Learning

2. Scene Change Method And System Combining Instance Segmentation And Cycle Generative Adversarial Networks

3. 基于堆叠去噪编码器和边缘设备的调制识别方法及系统

4. 基于扩散型对比学习的深海传感信号故障诊断方法及系统

5. 基于多特征融合的双流调制信号分类方法及系统

6. 基于图神经网络的心理状态识别方法及系统

7. 基于生理特征稳定性检测的心理评估系统、介质及设备

8. 用于深度学习的数据自动增强扩充方法、识别方法及系统

9. 一种大规模多层异构网络中基于非线性能量收集的上行传输方法

10. 一种基于自适应双解码器的多目标跟踪方法及系统

11. 应用于社区矫正人员的矫正策略个性化推荐系统

12. 一种基于Transformer的多模态特征融合的在押人员情感识别方法、设备及介质

13. 结合实例分割和循环生成对抗网络的场景转换方法及系统

14. 基于弱标注数据进行跟踪的图像标注方法及系统

15. 具有持续自主学习能力的行人跟踪方法及系统

16. 一种基于日志文件的异常监控行为分析方法

17. 一种RFID系统密集环境性能的测试装置及其工作方法

18. 一种定量评价RFID标签协议一致性的测试系统及其方法

19. 一种评价RFID阅读器信号调制特性的测试方法

20. 一种基于RFID的室内三维定位平台及其应用

21. 一种基于卷积分类器的自动检测并勾画肺结节所在位置的方法

22. 不完全信道信息的蜂窝网络下D2D通信系统资源的分配方法

23. 一种基于图像比对和航向姿态系统的头部姿态检测方法

24. 一种基于深度图像的自适应调整目标跟踪算法

25. 一种基于深度图像或深度视频序列的实时跟踪目标的计算方法

1. 绿色港口冷链数字化智能管控系统的研发及应用, 2025-08-21-2027-07-24

2. 信号快速检测与智能识别算法开发, 2023-12-01-2026-11-30

3. 智慧司法综合业务融合协同平台构建技术-5, 2022-10-01-2025-09-30

4. 研究基于社会状态监测大数据的假释、暂予监外执行 人员的矫正智能决策技术, 2018-07-01-2021-06-30

5. 心理行为预判分析和风险预警技术研究-1, 2020-10-15-2023-06-30

6. 监所内外一体化主动防控与巡检技术, 2017-07-01-2020-12-31

7. 基于深度表观特征和流形时空约束的监控视频实时跟踪算法研究, 2020-12-12-2023-12-31

8. 深海全数据背景下传感信号检测和分析关键技术的研究, 2019-11-18-2025-12-31

9. 语音识别及控制软件开发, 2021-08-01-2021-12-31

10. 社区服刑人员矫正与社会融入的大数据应用研究, 2020-09-15-2023-12-31

11. 动态大场景下共融型移动操作机器人交互安全性问题研究, 2017-12-07-2020-12-31

12. 单目视觉车辆精准自定位研究, 2017-08-01-2020-06-30

13. 基于动态三维传感器网络的分布式人体行为意图识别, 2016-08-17-2019-12-31

14. 我国产品生命周期评价中的致癌与非致癌特征化模型研究, 2016-08-17-2020-12-31

15. 监狱视频大数据智能汇聚及标注技术开发, 2016-07-01-2017-03-01

16. 复杂室外环境下的大视场、大范围场景感知研究, 2015-08-17-2019-12-31

17. 基于云的服务机器人健康评价与故障预测方法研究及应用---前瞻性专题, 2015-07-01-2016-12-31

18. 基于单张人脸图像三维模型重建的人脸识别及跟踪技术研发, 2015-07-01-2017-07-30

19. 果木培育大棚温湿度自动化监控系统, 2014-12-01-2015-12-31

20. 塔吊监控管理软件, 2014-09-12-2014-09-01

21. 人工耳蜗丰富音感知处理策略与光诱发听觉若干问题研究, 2014-08-15-2018-12-31

22. 基于计算机视觉的摔倒检测系统研究, 2014-07-01-2015-07-01

23. 信息隐藏技术鉴定研究, 2014-06-01-2015-12-31

24. 移动机器人视觉测程中的去模糊策略及关键技术, 2013-10-01-2015-12-30

25. 基于可变滤波器组的新型听力补偿技术, 2013-10-01-2015-12-31

26. 基于有限Radon特征和判别稀疏字典学习的行人检测算法研究, 2013-08-15-2016-12-31

27. 智能空间支持下的服务机器人拟人行为自主学习方法研究, 2013-08-15-2017-12-31

28. 基于人耳特性滤波器组的数字助听系统关键技术研究, 2013-01-01-2015-12-30

29. 密集环境模式下RFID系统性能测试方法研究, 2012-10-01-2017-04-30

30. 基于可重构滤波器组的“个体化”数字助听系统滤波算法研究, 2012-08-17-2015-12-31

31. 基于粒子重叠分布及实时稀疏字典的行人跟踪方法研究, 2012-08-17-2015-12-31

32. 复杂场景下行人目标智能监控研究及智能相机监控平台设计, 2011-07-01-2014-07-01

33. 交通事件检测算法软件, 2010-03-24-2012-12-31

34. 基于OMAP的AVS标准视频终端解码嵌入式系统的开发与研究, 2005-10-10-2007-12-30