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杨嘉琛

Date:2020年08月01日

个人资料:

姓名:杨嘉琛

职称:教授/博士生导师

学科专业:信息与通信工程

通讯地址:天津大学电气自动化与信息工程学院26教D区520室

电子信箱:yangjiachen@tju.edu.cn

电话/传真:13821820218

简介:

杨嘉琛,博士,教授,博士生导师,国家四青人才,现工作于天津大学电气自动化与信息工程学院。2014年1月至2015年1月,在英国拉夫堡大学做访问学者;2019年8月至2019年9月,在美国安柏瑞德航空大学做访问学者。以第一作者或通讯作者发表SCI期刊论文100余篇,包括IEEE Trans/Journal论文40余篇,5篇论文入选ESI高被引论文;作为项目负责人主持国家自然科学基金、总装教育部装备联合基金、天津市军民融合重大专项、装备预研领域基金等科研项目,累计项目经费超5000万元;荣获中组部万人计划青年拔尖人才、教育部新世纪优秀人才、天津市中青年科技创新领军人才、天津市131创新人才等称号;担任国家科技部、国家基金委、国家科工局、教育部评审专家。

主要经历:

(1) 2016.07  至今        天津大学电气自动化与信息工程学院,信息与通信工程专业,教授,博士生导师

(2) 2019.08-2019.09  美国安柏瑞德航空大学,访问学者

(3) 2015.04-2016.06  天津大学电子信息工程学院,信息与通信工程专业,副教授,博士生导师

(4) 2014.01-2015.01  英国拉夫堡大学,访问学者

(5) 2011.07-2015.05  天津大学电子信息工程学院,信息与通信工程专业,副教授,硕士生导师

主要研究方向:

人工智能与深度学习、海洋物联网信息处理、信息安全

主要科研项目:

主持科研项目40余项,科研经费5000余万元,部分项目如下:

(1) 海洋调查资料处理系统,450万,中国人民解放军某部队,项目负责人

(2) 海洋环境信息立体观测和预警系统,200万,天津市科技局,项目负责人

(3) 目标检测与识别,200万,国防科技计划,项目负责人

(4) 海洋多源信息融合处理系统,120万,国防科技工业局,项目负责人

(5) 海洋信息多元数据融合与高效处理方法研究,100万,总装与教育部联合基金,项目负责人

(6) 云平台终端通信智能算法技术,320万,企业横向项目,项目负责人

(7) 海洋信息调测综合控制系统,160万,中国人民解放军某部队,项目负责人

(8) 智能态势感知与策略博弈系统,180万,中国运载火箭技术研究院,项目负责人

(9) 基于三理汇通的虚拟现实体验质量评价研究,63万,国家自然科学基金面上项目,项目负责人

(10) 基于立体图像源的立体相机拍摄质量客观评价方法研究,85万,国家自然科学基金面上项目,项目负责人

 

代表性论著、专利:

发表SCI期刊论文100余篇,近期代表性论文如下:

1. Jiachen Yang, Zilin Bian, Bin Jiang, Wen Lu, Xinbo Gao, Houbing Song. No-reference Quality Assessment for Screen Content Images Using Visual Edge Model and AdaBoosting Neural Network. IEEE Transactions on Image Processing. 2021, 30: 6801-6814. (SCI:1区,影响因子:10.856).

2. Jiabao Wen, Jiachen Yang*, Bin Jiang, Houbing Song, Huihui Wang. Big Data Driven Marine Environment Information Forecasting: A Time Series Prediction Network. IEEE Transactions on Fuzzy Systems. 2021, 29(1): 4-18. (SCI1区,影响因子:12.029).

3. Jiachen Yang, Men Xi, Bin Jiang, Jiabao Man, Qinggang Meng. FADN: Fully Connected Attitude Detection Network Based on Industrial Video. IEEE Transactions on Industrial Informatics. 2021, 17(3): 2011-2020. (SCI1区,影响因子:10.215).

4. Jiachen Yang, Chenguang Wang, Houbing Song, Qinggang Meng, Bin Jiang. Visual Perception Enabled Industry Intelligence: State of the Art, Challenges and Prospects. IEEE Transactions on Industrial Informatics. 2021, 17(3): 2204-2219. (SCI1区,影响因子:10.215).

5. Jiachen Yang, Aiyun Li, Shuai Xiao, Wen Lu, Xinbo Gao. MTD-Net: Learning to Detect Deepfakes Images by Multi-scale Texture Difference. IEEE Transactions on Information Forensics and Security. 2021, 16: 4234-4245. (SCI1区,影响因子:7.178)

6. Jiachen Yang, Jipeng Zhang, Huihui Wang. Urban Traffic Control in Software Defined Internet of Things via a Multi-agent Deep Reinforcement Learning Approach. IEEE Transactions on Intelligent Transportation Systems. 2021, 22(6): 3742-3754. (SCI1区,影响因子:6.492)

7. Jiachen Yang, Shuai Xiao, Aiyun Li, Guipeng Lan. Learning to Detect Fake Images by Identifying Potential Texture Difference. Future Generation Computer Systems. 2021, 125: 127-135. (SCI1区,影响因子:6.125)

8. Jiachen Yang, Jiabao Man, Qinggang Meng, Hehan Liu, Meng Xi. Precise Measurement of Position and Attitude Based on Convolutional Neural Network and Visual Correspondence Relationship. IEEE Transactions on Neural Networks and Learning Systems. 2020, 61(6): 2030-2041. (SCI1区,影响因子:10.451).

9. Jiachen Yang, Yang Zhao, Jiacheng Liu, Bin Jiang, Wen Lu, Xinbo Gao. No reference quality assessment for screen content images using stacked autoencoders in pictorial and textual regions. IEEE Transactions on Cybernetics, 2020. (SCI1区,影响因子:11.448).

10. Jiachen Yang, Meng Xi, Bin Jiang, Houbin Song. Robust 6-DoF Estimation for IoT Based on Multi-branch Network. IEEE Transactions on Industrial Informatics, 2020. (SCI1区,影响因子:7.178)

11. Jiachen Yang, Vanhung Nguyen, Kyohoon Sim, Yang Zhao, Wen Lu. 3-D Visual Discomfort Assessment considering Optical and Neural Attention Models. IEEE Transactions on Broadcasting. 2020, 66(2): 279-291. (SCI1区,影响因子:3.863).

12. Jiachen Yang, Shuai Xiao, Bin Jiang, Suleman Khan, Saif ul Islam, Houbing Song. Cache-Enabled Unmanned Aerial Vehicles for Cooperative Cognitive Radio Networks. IEEE Wireless Communications. 2020, 27(2): 155-161. (SCI1区,影响因子:11.979).

13. Jiachen Yang, Jiabao Wen, Yanhui Wang, Bin Jiang, Huihui Wang, Houbing Song. Fog-based Marine Environmental Information Monitoring Towards Ocean of Things. IEEE internet of things journal. 2020, 7(5): 4238-4247. (SCI1区,影响因子:9.471).

14. Jiachen Yang, Jiabao Wen, Bin Jiang. Blockchain-based Sharing and Tamper-proof Framework of Big Data Networking. IEEE network. 2020, 34(4): 62-67. (SCI1区,影响因子:10.693).

15. Jiachen Yang, Chaofan Ma, Bin Jiang, Guiguang Ding, Gan Zheng, Huihui Wang. Joint Optimization in Cached-Enabled Heterogeneous Network for Efficient Industrial IoT. IEEE Journal on Selected Areas in Communications. 2020, 38(5): 831-844. (SCI1区,影响因子:9.144).

16. Jiachen Yang, Yurong Han, Yafang Wang, Bin Jiang, Zhihan Lv, Houbing Song. Optimization of real-time traffic network assignment based on IoT data using DBN and clustering model in smart city. Future Generation Computer Systems. 2020, 108: 976-986. (SCI1区,影响因子:6.125).

17. Jiachen Yang, Bin Jiang, Zhihan Lv, Kim-Kwang Raymond Choo. A task scheduling algorithm considering game theory designed for energy management in cloud computing. Future Generation Computer Systems. 2020, 105: 985-992. (SCI1区,影响因子:6.125).

18. Bin Jiang, Jiachen Yang*, Guiguang Ding, Huihui Wang. Cyber-Physical Security Design in Multimedia Data Cache Resource Allocation for Industrial Networks. IEEE Transactions on Industrial Informatics. 2019, 15(12): 6472-6480. (SCI1区,影响因子:10.215).

19. Bin Jiang, Jiachen Yang*, Huifang Xu, Houbing Song, Gan Zheng. Multimedia Data Throughput Maximization in Internet-of-Things System Based on Optimization of Cache-Enabled UAV. IEEE Internet of Things Journal. 2019, 6(2): 3525-2532. (SCI1区,影响因子:9.471).

20. Jiachen Yang, Kyohoon SIm, Xinbo Gao, Wen Lu, Qinggang Meng, Baihua Li. A Blind Stereoscopic Image Quality Evaluator with Segmented Stacked Autoencoders Considering the Whole Visual Perception Route. IEEE Transactions on Image Processing. 2019, 28(3): 1314-1328. (SCI1区,影响因子:10.856).

21. Jiachen Yang, Yang Zhao, Yinghao Zhu, Huifang Xu, Wen Lu, Qinggang Meng. Blind Assessment for Stereo Images Considering Binocular Characteristics and Deep Perception Map Based on Deep Belief Network. Information Sciences. 2019, 474: 1-17. (SCI1区,影响因子:5.910).

22. Bin Jiang, Jiachen Yang*, Qinggang Meng, Baihua Li, Wen Lu. A Deep Evaluator for Image Retargeting Quality by Geometrical and Contextual Interaction. IEEE Transactions on Cybernetics. 2018, 50(1): 1-17. (SCI1区,影响因子:11.448).

23. Bin Jiang, Jiachen Yang*, Zhihan Lv, Houbing Song. Wearable Vision Assistance System Based on Binocular Sensors for Visually Impaired Users. IEEE internet of things journal. 2018, 6(2): 1375-1383. (SCI1区,影响因子:9.471).

24. Jiachen Yang, Chang Wang, Qiming Zhao, Bin Jiang, Zhihan Lv, Arun Kumar Sangaiah. Marine Surveying and Mapping System Based on Cloud Computing and Internet of Things. Future Generation Computer Systems. 2018, 85: 39-50. (SCI1区,影响因子:6.125).

25. Jiachen Yang, Chunqi Ji, Bin Jiang, Wen Lu, and Qinggang Meng. No Reference Quality Assessment of Stereo Video Based on Saliency and Sparsity. IEEE Transactions on Broadcasting. 2018, 64(2): 341-353. (SCI1区,影响因子:3.863).

26. Jiachen Yang, Jiang Bin, Yafang Wang, Wen Lu, Meng Qinggang. Sparse Representation Based Stereoscopic Image Quality Assessment Accounting for Perceptual Cognitive Process. Information Sciences. 2018, 430: 1-16. (SCI1区,影响因子:5.910).

27. Jiachen Yang, Bin Jiang, Houbing Song. A Distributed Image-retrieval Method in Multi-camera System of Smart City Based on Cloud Computing. Future Generation Computer Systems. 2018, 81: 244-251. (SCI1区,影响因子:6.125).

28. Jiachen Yang, Bin Jiang, Baihua Li, Kun Tian, Zhihan Lv. A Fast Image Retrieval Method Designed for Network Big Data. IEEE Transactions on Industrial Informatics. 2017, 13(5): 2350- 2359. (SCI1区,影响因子:7.178).

29. Jiachen Yang, Huanling Wang, Zhihan Lv, Wei Wei, Houbing Song, Melike Erol-Kantarci, Burak Kantarci, Shudong He. Multimedia recommendation and transmission system based on cloud platform. Future Generation Computer Systems. 2017, 70: 94-103. (SCI1区,影响因子:6.125).

30. Jiachen Yang, Huanling Wang, Wen Lu, Qinggang Meng. A No-Reference Optical Flow-Based Quality Evaluator for Stereoscopic Videos in Curvelet Domain. Information Sciences. 2017, 414: 133-146. (SCI1区,影响因子:5.910).

申请国家发明专利70余项,40余项已授权,近期部分发明专利如下

(1) 杨嘉琛,赵洋,基于分段堆栈式自编码器的立体图像质量评价方法,专利号:201810444082.7

(2) 杨嘉琛,徐慧芳,一种采用迫零波束赋形的无线缓存资源优化方法,专利号:201811064008.9

(3) 杨嘉琛,韩煜蓉,基于全连接网络和卡尔曼滤波器的飞机追踪方法,专利号:201810079824.0

(4) 杨嘉琛,门垚,基于DNN的实时响应时变文件流行度的动态缓存更新方法,专利号:201910659927.9

(5) 杨嘉琛,韩煜蓉,一种基于物联网大数据的交通资源动态优化方法,专利号:201810317698.8

(6) 杨嘉琛,赵启明,一种海洋大气波导数据采集及可视化处理方法,专利号:201810206210.4

(7) 杨嘉琛,王畅,基于低空探空火箭的海洋数据处理实现方法,专利号:201810236103.6

(8) 杨嘉琛,满家宝,基于深度学习的小幅度目标三维姿态角测量,专利号:201711280980.5

(9) 杨嘉琛,武建鹏,基于堆栈式自适应编码器的视频质量评价方法,专利号:202010590770.1

(10) 杨嘉琛,卞梓霖,基于帧间交叉信息的无参考立体视频质量评价方法,专利号:201911229771.7

主要讲授课程:

(1) 高频电子线路(本科生)

(2) 无线通信工程前沿及行业标准(研究生)

主要学术奖励及荣誉:

中组部万人计划青年拔尖人才,2019

天津市中青年科技创新领军人才,2019

北洋青年学者,2018

天津市131创新人才,2017

教育部新世纪优秀人才,2012

其他(社会兼职等):

SCI期刊客编/编委:IEEE TII、Digital Communications and Networks、ICT Express、Sensors、Multimedia Tools and Applications、Multimedia Systems

学术团体:IEEE会员、CCF高级会员

学术期刊审稿:IEEE TNNLS、TCSVT、TIE、TIP、TMM、TII等

评审专家:国家自然科学基金委评审专家、教育部评审专家、天津市科技部评审专家等

学生培养:

学生荣誉:近5年,实验室13名学生获得研究生国家奖学金

毕业去向:

(1) 企业:华为、阿里巴巴、字节跳动、百度、旷视、快手、中国移动等

(2) 研究院:中国科学院、中国航天科工集团、中国航天科技集团、中国船舶重工集团、中国电子科技集团等

(3) 高校:天津大学、深圳大学、辽宁大学、石河子大学等

 

招生信息:

招收硕士研究生、博士研究生、博士后,欢迎对课题组研究方向感兴趣的同学加入。

招生要求:1)对相关研究方向感兴趣;2)有团结合作精神;3)有一定的分析问题和解决问题能力。

招生名额:每年拟招收博士生1-3名、硕士生4-6名。
拟接收学有余力的高年级本科生作为实习生参与研究工作,接受科研训练。希望申请者以深化所学提升能力为目标,而不是仅为了获取一段实验室经历。