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杨嘉琛

Date:2022年10月08日

姓名:杨嘉琛

职称:讲席教授/博士生导师

学科专业:信息与通信工程

通讯地址:bet365官网电气bet365官网与信息工程学院26D525

电子信箱:yangjiachen@60654a.com

电话/传真:13821820218

简介:

杨嘉琛,博士,讲席教授,博士生导师,现工作于bet365官网电气bet365官网与信息工程学院。20141月至20151月,在英国拉夫堡大学做访问学者;20198月至20199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130余篇,包括IEEE Trans/Journal论文60余篇,13篇论文入选ESI高被引论文,5篇论文入选ESI热点论文;作为项目负责人主持国家自然科学基金、教育部联合基金、天津市重大专项等科研项目40余项,科研经费累计5000余万元;荣获天津市科技进步一等奖(排名第1)、国家科技创新领军人才、国家四青人才、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、天津市工程专业学位优秀指导教师等称号;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bet365官网电气bet365官网与信息工程学院,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) 2016.07-2016.09 英国拉夫堡大学,访问学者

(4) 2014.01-2015.01 英国拉夫堡大学,访问学者

(5) 2011.07-2015.05 bet365官网电子信息工程学院,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、博弈强化学习、海洋物联网信息处理、电子海图

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)复杂海洋环境水下潜器自适应博弈技术研究,国家领军人才项目;

(2)基于信息熵的样本信息量智能评估技术,国家四青人才项目;

(3)目标增强技术,中央部委重点项目;

(4)复杂环境下操控技术研究,中央部委项目;

(5)基于三理汇通的虚拟现实体验质量评价研究,国家自然科学基金项目;

(6)基于立体图像源的立体相机拍摄质量客观评价方法研究,国家自然科学基金项目;

(7)面向深度伪造的视频综合质量评价方法研究,国家自然科学基金项目;

(8)海洋信息多元数据融合与高效处理方法研究,教育部联合项目;

(9)海洋调查资料处理系统,中央部委下属单位项目;

(10)智能感知与策略博弈系统,中央部委研究院项目;

(11)海洋信息综合控制系统,中央部委下属单位项目;

(12)水下编队系统采购,中央部委下属单位项目;

(13)海洋环境信息立体观测和预警系统,天津市科技局重大项目

代表性论著、专利:

发表SCI期刊论文130余篇,部分代表性论文如下:

1. Jiachen Yang, Yanshuang Zhou, Yang Zhao, et al. MetaMP: Meta-Learning-Based Multi-Patch Image Aesthetics Assessment. IEEE Transactions on Cybernetics. 2022. (SCI1区,影响因子:19.118

2. Jiabao Wen, Jiachen Yang*, Yang Li. Harmful Algal Bloom Warning Based on Machine Learning in Maritime Site Monitoring. Knowledge-Based Systems. 2022,245. (SCI :1区,影响因子:8.139)

3. Jiachen Yang, Meng Xi, Jiabao Wen, et al. A Digital Twins Enabled Underwater Intelligent Internet Vehicle Path Planning System via Reinforcement Learning and Edge Computing. Digital Communications and Networks. 2022.SCI 1区,影响因子:6.348

4. Yang Li, Jiachen Yang*, Zhuo Zhang, et al. Healthcare Data Quality Assessment for Cybersecurity Intelligence. IEEE Transactions on Industrial Informatics. 2022:1-8.SCI1区,影响因子:11.648

5. Jiabao Wen, Jiachen Yang*, Tianying Wang, et al. Energy-efficient task allocation for reliable parallel computation of cluster-based wireless sensor network in edge computing. Digital Communications and Networks. 2022. SCI 1区,影响因子:6.348

6. Meng Xi, Jiachen Yang*, Jiabao Wen, et al. Comprehensive ocean information enabled AUV path planning via reinforcement learning. IEEE Internet of Things Journal. 2022. (SCI1区,影响因子:10.238).

7. Jiachen Yang, Yiwen Sun, Yutian Lei, et al. Reinforcement learning based edge computing in B5G. Digital Communications and Networks. 2022. (SCI 1区,影响因子:6.348)

8. Jiachen Yang, Shuai Xiao, Zhihan Lv. Protecting the trust and credibility of data by tracking forgery trace based on GANs. Digital Communications and Networks. 2022. (SCI 1区,影响因子:6.348)

9. Yang Li, Jiachen Yang*, Jiabao Wen. Entropy-based redundancy analysis and information screening. Digital Communications and Networks. 2021. (SCI1区,影响因子:6.348

10. Jiachen Yang, Tianlin Liu, Bin Jiang, et al. Panoramic Video Quality Assessment Based on Non-local Spherical CNN. IEEE Transactions on Multimedia. 2021,23: 797-809. (SCI 1区,影响因子: 8.182)

11. Kyohoon Sim, Jiachen Yang*, Wen Lu, et al. MaD-DLS: Mean and Deviation of Deep and Local Similarity for Image Quality Assessment. IEEE Transactions on Multimedia. 2021,23: 4037-4048. (SCI 1, 影响因子:8.182)

12. Jiachen Yang, Shuai Xiao, Aiyun Li, et al. MSTA-Net: Forgery Detection by Generating Manipulation Trace Based on Multi-scale Self-texture Attention. IEEE Transactions on Circuits and Systems for Video Technology. 2021.SCI1区,影响因子:5.859

13. Jiachen Yang, Zilin Bian, Bin Jiang, et al. 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. (SCI1区,影响因子:11.041).

14. Jiabao Wen, Jiachen Yang*, Bin Jiang, et al. 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:12.253).

15. Jiachen Yang, Meng Xi, Bin Jiang, et al. 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:11.648).

16. Jiachen Yang, Chenguang Wang, Houbing Song, et al. 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:11.648).

17. Jiachen Yang, Aiyun Li, Shuai Xiao, et al. 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:7.231)

18. 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:9.551)

19. Jiachen Yang, Shuai Xiao, Aiyun Li, et al. Learning to Detect Fake Images by Identifying Potential Texture Difference. Future Generation Computer Systems. 2021, 125: 127-135. (SCI1区,影响因子:7.307)

20. Jiachen Yang, Zilin Bian, Yang Zhao, et al. Full-Reference Quality Assessment for Screen Content Images Based on The Concept of Global-guidance and Local-adjustment. IEEE Transactions on Broadcasting. 2021,67(3): 696-709. (SCI 1, 影响因子:5.194)

21. Jiachen Yang, Yang Zhao, Bin Jiang, et al. No-reference Quality Assessment of Stereoscopic Videos with Inter-frame Cross on a Content-rich Database. IEEE Transactions on Circuits and Systems for Video Technology. 2020,30(10): 3608-3623. (SCI: 1区,影响因子:5.859)

22. Jiachen Yang, Yang Zhao, Bin Jiang, et al. No-Reference Quality Evaluation of Stereoscopic Video Based on Spatio-Temporal Texture. IEEE Transactions on Multimedia. 2020,22(10): 2635-2644. (SCI1区,影响因子: 8.182)

23. Jiachen Yang, Jiabao Wen, Qinggang Meng, et al. 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:14.255).

24. Jiachen Yang, Yang Zhao, Jiacheng Liu, et al. 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:19.118).

25. Jiachen Yang, Meng Xi, Bin Jiang, et al. Robust 6-DoF Estimation for IoT Based on Multi-branch Network. IEEE Transactions on Industrial Informatics, 2020. (SCI1区,影响因子:11.648)

26. Jiachen Yang, Vanhung Nguyen, Kyohoon Sim, et al. 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:5.194).

27. Jiachen Yang, Shuai Xiao, Bin Jiang, et al. Cache-Enabled Unmanned Aerial Vehicles for Cooperative Cognitive Radio Networks. IEEE Wireless Communications. 2020, 27(2): 155-161. (SCI1区,影响因子:12.777).

28. Jiachen Yang, Jiabao Wen, Yanhui Wang, et al. 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:10.238).

29. 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:10.294).

30. Jiachen Yang, Chaofan Ma, Bin Jiang, et al. 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:13.081).

31. Jiachen Yang, Yurong Han, Yafang Wang, et al. 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:7.307).

32. Jiachen Yang, Bin Jiang, Zhihan Lv, et al. 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:7.307).

33. Jiachen Yang, Kyohoon Sim, Wen Lu, et al. Predicting Stereoscopic Image Quality via Stacked Auto-encoders based on Stereopsis Formation. IEEE Transactions on Multimedia. 2019,21(7): 1750-1761. (SCI1区,影响因子:8.182

34. Bin Jiang, Jiachen Yang*, Guiguang Ding, et al. 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:11.648).

35. Bin Jiang, Jiachen Yang*, Huifang Xu, et al. 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:10.238).

36. Jiachen Yang, Kyohoon SIm, Xinbo Gao, et al. 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:11.041).

37. Jiachen Yang, Yang Zhao, Yinghao Zhu, et al. 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:8.233).

38. Bin Jiang, Jiachen Yang*, Qinggang Meng, et al. 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:19.118).

39. Bin Jiang, Jiachen Yang*, Zhihan Lv, et al. 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:10.238).

40. Jiachen Yang, Chang Wang, Qiming Zhao, et al. 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:7.307).

41. Jiachen Yang, Chunqi Ji, Bin Jiang, et al. 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:5.194).

42. Jiachen Yang, Bin Jiang, Yafang Wang, et al. Sparse Representation Based Stereoscopic Image Quality Assessment Accounting for Perceptual Cognitive Process. Information Sciences. 2018, 430: 1-16. (SCI1区,影响因子:8.233).

43. 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:7.307).

44. Jiachen Yang, Bin Jiang, Baihua Li, et al. 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:11.648).

45. Jiachen Yang, Huanling Wang, Zhihan Lv, et al. Multimedia recommendation and transmission system based on cloud platform. Future Generation Computer Systems. 2017, 70: 94-103. (SCI1区,影响因子:7.307).

46. Jiachen Yang, Huanling Wang, Wen Lu, et al. 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:8.233).

47. Jiachen Yang, Yafang Wang, Qinggang Meng, et al. Quality Assessment Metric of Stereo Images Considering Cyclopean Integration and Visual Saliency. Information Sciences. 2016,373:251-268. (SCI1区,影响因子:8.233)

申请国家发明专利80余项,50余项已授权,近期部分发明专利如下

(1)杨嘉琛,杨悦,一种雷达目标微动特征提取方法,专利号:2021101872055;

(2)杨嘉琛,武建鹏,基于局部平均特征值的图像质量评价方法,专利号:202010590625;(3)杨嘉琛,倪天蕾,王天应,一种基于启发式算法的无线传感器网络任务分配方法,专利号:202011026884X;

(4)杨嘉琛,李爱云,一种基于缓存的无人机协同认知无线网络传输方法,专利号:2020106419349;

(5)杨嘉琛,李爱云,基于循环一致对抗网络的红外样本目标检测方法,专利号:2020106356265;

(6)杨嘉琛,张季鹏,一种基于深度学习的城市交通系统调度策略生成方法,专利号:2020110244879;

(7)杨嘉琛,奚萌,一种基于卷积神经网络多分支结构的物体定位方法,专利号:2021100240306;

(8)杨嘉琛,汤强昌,基于改进和声搜索优化蚁群算法旅行商问题求解方法,专利号:202010704280X;

(9)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:2018103176988

(10)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:2019106599279;

(11)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:2018100798240;

(12)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:2018110640089;

(13)杨嘉琛,满家宝,基于HOG特征融合算子的物体六维度位姿信息联合测量方案,专利号:201910042933.X;

(14)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:2018102062104;

(15)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:2018104440827;

(16)杨嘉琛,刘琳,海测船上测线导航路径规划,专利号:201810079840x;

(17)杨嘉琛,刘龙韬,一种预测海洋盲区表面温度的方法,专利号:2019113502969;

(18)杨嘉琛,王畅,基于低空探空火箭的海洋数据处理的实现方法,专利号:2018102361036;

(19)杨嘉琛,孙中浩,用于水文气象监测的海图坐标转换方法,专利号:2018105114204;

(20)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方法,专利号:201711280980.5.

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:

国家科技创新领军人才,2021

天津市科技进步一等奖,排名第一,2021

天津市工程专业学位优秀指导教师,2021

国家四青人才,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期刊编委:Alexandria Engineering Journal, Journal of Ambient Intelligence and Humanized Computing, IET Image Processing, Sensors, PeerJ Computer Science

SCI期刊客编:IEEE TII, IEEE JBHI, IEEE IS, IEEE JSTARS, DCN, ICT Express, Sensors, Sustainable Computing, Multimedia Tools and Applications, Multimedia Systems

学术团体:IEEE高级会员、CCF高级会员

学术期刊审稿:IEEE TNNLSTIPTMMTIITCSVTTIE

学生培养:

学生荣誉:近5年,实验室17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、一汽等;

(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:bet365官网、中国石油大学、辽宁大学、石河子大学、内蒙古工业大学等.

硬件平台与学习氛围:

(1)实验室科研经费充足,硬件资源充沛,拥有高性能计算服务器30余台,且持续升级;

(2)实验室重视学生体育锻炼,每周坚持为学生续订体育场馆锻炼,如羽毛球、乒乓球等;

(3)实验室相处氛围轻松,每学期均会组织多次集体活动,包括春游、迎新会、聚餐等.

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1-6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。