
杨嘉琛
- 教师名称:杨嘉琛
- 教师拼音名称:Yang Jiachen
- 出生日期:1979-07-08
- 性别:男
- 学科:Information and Communication Engineering
- 职称:教授
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基本信息
研究方向
获奖情况
论文成果
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Jiachen Yang: IEEE Senior Member; a member of New Century Outstanding Talents Support Program of the Ministry of Education; professor of Communication and Information Engineering, Tianjin University; Doctoral supervisor.
Began to study at Tianjin University in 1998. After years of hard work, he got a bachelor degree of engineering in 2002, master degree in 2005 and doctor degree in 2009 in School of Electronic Information Engineering, Tianjin University. After that, he worked in Tianjin University and carried out independent scientific research. In 2011, he served as the associate professor and master supervisor of School of Electronic Information Engineering. Since 2015, he has been working as a doctoral supervisor. And he became a professor of Communication and Information Engineering in 2016. In the meantime, as a visiting scholar, he went twice to the Loughborough University in UK from January 2014 to January 2015 and from June 2016 to September 2016.
Has received many honors like New Century Outstanding Talents Support Program of the Ministry of Education, second prize at Scientific and Technological Progress in provincial and ministerial level, and scholar at Tianjin University in the key members of the Young Teachers Program.
He also holds many social posts like project evaluation expert of National Natural Science Foundation of China, evaluation expert of Ministry of Science and Technology, evaluation expert of State Administration of Science, Technology and Industry for National Defense, evaluation expert of Ministry of Education and appraisal expert of Science and Technology Council of Tianjin.
His research field lies in information processing. The main research interests include stereoscopic vision imaging, marine information processing, internet of things, and large data processing.
Has been in charge of more than 30 projects in the past five years, including two projects of National Natural Science Foundation, and has gotten more than 15 million yuan cumulative funds. He has published more than 40 papers on the SCI. He also has applied for more than 40 patents, and more than 20 of them have been authorized.
Our lab prepares to recruit doctoral and master students(priority for bachelor-straight-to-doctorate students and master-straight-to-doctorate students). We expect students who are interested in the fields of our programs to join us and do scientific research together, and excellent students graduating from majors of applied mathematics and oceanography of key universities are also welcome.
Our lab also opens for senior undergraduates to involve with scientific research and receive scientific research training as trainees there. But we sincerely hope applicants will aim at deepening their learning ability rather than just getting a lab experience.
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- Yun Liu, Jiachen Yang*, Yancong Lin, Haibin Lv: Research on medical applications of contrast sensitivity function to red-green gratings in 3D space. Neurocomputing. 2017, Vol. 220, pp.34-40. (SCI)
- Jiachen Yang, Huanling Wang, Wen Lu*, Qinggang Meng: A No-Reference Optical Flow-Based Quality Evaluator for Stereoscopic Videos in Curvelet Domain. Information science. 2017, Vol.414, pp.133-146. (SCI)
- 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. 2017, Vol.105. (SCI)
- Jiachen Yang, Tianlin Liu, Bin Jiang, Hongbin Song, Wen Lu: 3D Panoramic Virtual Reality Video Quality Assessment Based on 3D Convolutional Neural Networks. IEEE Access. 2018, Vol.6, pp. 38669 - 38682.(SCI)
- 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, Vol.81, pp244-251. (SCI)
- Jiachen Yang, Jiang Bin, Yafang Wang, Wen Lub∗, Meng Qinggang: Sparse Representation Based Stereoscopic Image Quality Assessment Accounting for Perceptual Cognitive Process. Information Science. 2018, Vol. 430, pp.1-16. (SCI)
- Jiachen Yang, Bin Jiang*, Xiahan Yang, Houbing Song, Wen Lu, Hehan Liu: No-Reference Stereo image Quality Assessment for Multimedia Analysis towards Internet-of-Things. IEEE ACCESS. 2018,Vol. 6. (SCI)
- Neural computing and application. 2018, Vol.29, no.5, pp 1199-1208. (SCI)
- Jiachen Yang, Yinghao Zhu, Chaofan Ma, Wen Lu*, Qinggang Meng: Stereoscopic Video Quality Assessment Based on 3D Convolutional Neural Networks. Neurocomputing. 2018, Vol. 309, pp:83-93. (SCI)
- Jiachen Yang, Jiacheng Liu*, Bin Jiang, Wen Lu: No Reference Quality Evaluation for Screen Content Images Considering Texture
- 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, Vol.64, No.2, pp: 341-353. (SCI)
- 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, Vol.85, pp:39-50. (SCI)
- 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, Vol.6, no.2, pp1375-1383. (SCI)
- 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, Vol.50, no.1, pp 1-13. (SCI)
- Jiachen Yang, Kyohoon Sim, Wen Lu*, and Bin Jiang: Predicting Stereoscopic Image Quality via Stacked Auto-encoders based on Stereopsis Formation. IEEE Transactions on multimedia. 2019, Vol.21, no.7, pp 1750-1761. (SCI)
- 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, Vol.474, pp 1-17. (SCI)
- 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, Vol.28, no.3, pp 1314-1328. (SCI)
- 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, Vol.15, no.12, pp 6472-6480. (SCI)
- Bin Jiang, Jiachen Yang, Huifang Xu, Houbing Song, and Gan Zheng: Multimedia Data Throughput Maximization in Internet-of-Things System Based on Optimization of Cache-Enabled UAV. IEEE Internet of Things Journal. 2019, Vol.6, no.2, pp 3525-2532. (SCI)
- 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 & Security. 2021, vol.16, pp:4234-4245(SCI)
- Jiachen Yang, Meng Xi, Bin Jiang, Houbin Song: Robust six degrees of freedom estimation for IIoT based on multibranch network. IEEE Transactions on Industrial Informatics. 2021,vol.17 no.4,pp:2767-2775(SCI)
- Jiachen Yang, Shuai Xiao*, Aiyun Li, Guipeng Lan: Detecting fake images by identifying potential texture difference. Future Generation Computer Systems. 2021,vol.125, pp:127-135(SCI)
- Jiachen Yang, Zhuo Zhang*, Yue Yang: Identification and Micro-motion parameter estimation of non-cooperative UAV targets. Physical Communication. 2021,vol.46(SCI)
- Jiachen Yang, Member, IEEE, Zilin Bian, Yang Zhao*, Wen Lu, Member, IEEE, and Xinbo Gao, Senior Member, IEEE: Full-Reference Quality Assessment for Screen Content Images Based on The Concept of Global-guidance and Local-adjustment. IEEE Transactions on Broadcasting. 2021,vol.67, no.3, pp: 696-709(SCI)
- Kyohoon Sim, Jiachen Yang, Wen Lu, Xinbo Gao: MaD-DLS: Mean and Deviation of Deep and Local Similarity for Image Quality Assessment. IEEE Transactions on Multimedia. 2021,vol.23, pp:4037-4048(SCI)
- Yang, Jiachen Zhang, Jipeng Wang, Huihui: Urban Traffic Control in Software Defined Internet of Things via a Multi-agent Deep Reinforcement Learning Approach. IEEE Transactions on Intelligent Transportation Systems. 2021,vol.22 no.6, pp:3742-3754(SCI)
- Jiachen Yang, Meng Xi, Bin Jiang*, Jiabao Man, Qinggang Meng:FADN: Fully Connected Attitude Detection Network Based on Industrial Video.IEEE Transactions on Industrial Informatics .2021,Vol.17, no.3, pp2011-2020 (SCI)
- Yang Li, Jiachen Yang*: Meta-Learning Baselines and Database for Few-shot Classification in Agriculture. Computers and Electronics in Agriculture. 2021,Vol.182(SCI)
- 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,Vol.17, no.3, pp2204-2219 (SCI)
- 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,Vol.29, no.1, pp4-18(SCI)
- Jiachen Yang, Tianlin Liu, Bin Jiang*, Wen Lu:Panoramic Video Quality Assessment Based on Non-local Spherical CNN.IEEE Transactions on Multimedia.2021,Vol.23, pp 797-809
- Yang Li, Jiachen Yang: Few-shot Cotton Pest Recognition and Terminal Realization. Computers and Electronics in Agriculture. 2020, Vol.169(SCI)
- Jiachen Yang, Yang Zhao*, Bin Jiang, Wen Lu, Xinbo Gao: No-Reference Quality Evaluation of Stereoscopic Video Based on Spatio-Temporal Texture. IEEE Transactions on Multimedia. 2020, Vol.22 no.10, pp: 2635-2644(SCI)
- Jiachen Yang, Yang Zhao, Bin Jiang*, Houbing Song, Qinggang Meng, Wen Lu: 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, Vol.30 no.10, pp: 3608-3623(SCI)
- Jiachen Yang,Jipeng Zhang*,Chaofan Ma,Huihui Wang,Juping Zhang,Gan Zheng: Deep Learning Based Edge Caching for Multi-cluster Heterogeneous Networks. Neural Computing and Application. 2020, Vol.32 no.19, pp: 15317-15328(SCI)
- 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, Vol.108, pp 976-986(SCI)
- 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, Vol.66, no.2, pp:279-291(SCI)
- 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, Vol.38 no.5, pp: 831-844(SCI)
- Jiachen Yang, Jiabao Wen, Bin Jiang: Blockchain-based Sharing and Tamper-proof Framework of Big Data Networking. IEEE network. 2020, Vol.34 no.4, pp62-67(SCI)
- 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, Vol.7, no.5, pp:4238-4247 (SCI)
- 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 Magazine. 2020, Vol.27, no.2, pp:155-161 (SCI)
- 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, Vol.61, no.6, pp:2030-2041(SCI)
- Jiachen Yang, Zhilin 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, vol.30, pp:6801-6814(SCI)
- Yang, Jiachen; Wang, Tianying; Wen, Jiabao*: Path Planning for Autonomous Underwater Vehicle Under the Influence of Ocean Currents Based on a Fusion Heuristic Algorithm. IEEE Transactions on Vehicular Technology. 2021,vol.70, no.9, pp:8529-8544(SCI)
- Jiachen Yang, Ru Xu*, Zhiyong Ding: 3D character recognition using binuclear camera for medical assist, Neurocomputing. 2016. (SCI).2017
- Yun Liu, Jiachen Yang*, Yancong Lin: Research on medical applications of contrast sensitivity function to red-green gratings in 3D space. Neurocomputing. 2016(SCI).2017
- Yun Liu, Jiachen Yang*, Qinggang Meng, Zhanjie Song, Zhiqun Gao: Stereoscopic Image Quality Assessment Method based on Binocular Combination Saliency Model. Signal Processing, 2016, 125:237-248, 2016. (SCI).2017
- Jiachen Yang, Huanling Wang, Zhihan Lv*, Wei Wei: Multimedia recommendation and transmission system based on cloud platform. Future Generation Computer Systems. 2016. (SCI).2017
- Jiachen Yang, Yafang Wang, Qinggang Meng, Wen Lu, Zhihan Lv*, Zhiqun Gao: Quality Assessment Metric of Stereo Images Considering Cyclopean Integration and Visual Saliency. Information Sciences, 2016, 373(C):251-268. (SCI).2017
- Jiachen Yang, Zhiyong Ding, Fei Guo*, Huogen Wang, Nick Hughes: A novel multivariate performance optimization method based on sparse coding and hyper-predictor learning. Neural Networks, 2015,7:45-54. (SCI).2017
- Yancong Lin, Jiachen Yang*, Wen Lu, Qinggang Meng: Quality Index for Stereoscopic Images by Separately Evaluating Cyclopean Amplitude and Cyclopean Phase. IEEE Journal of Selected Topics in Signal Processing. 2016 (SCI).2017
- Huanling Wang, Jiachen Yang*, Wen Lu, Baihua Li: No-reference stereoscopic image quality metric accounting for left and right similarity map and spatial structure degradation. Optics Letters. 2016, Vol.41, No.24: 5640. (SCI).2017
- Jiachen Yang, Yancong Lin, Yun Liu*: Stereo chromatic contrast sensitivity model to blue-yellow gratings. Optics Express. 2016, Vol.24, No.5:4488-4496.(SCI).2017
- 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, Vol.13, No.3:1-10. (SCI).2017
教育经历
- 2016.6-2016.9 Loughborough University visiting scholar
- 2014.1-2015.1 Loughborough University Computer science visiting scholar
- 2012.6-2015.3 Tianjin University Information and Communication Engineering Post-doctor of Engineering
- 2006.2-2009.3 Tianjin University Information and Communication Engineering Doctor of Engineering
- 2002.9-2005.3 Tianjin University Information and Communication Engineering Master of Engineering
- 1998.9-2002.7 Tianjin University Information and Communication Engineering Bachelor of Engineering
工作经历
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2016.7 -2022.6
|School of Electrical and Information Engineering|Tianjin University|professor; Doctoral supervisor
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2015.4 -2016.6
|School of Electronic Information Engineering|Tianjin University|associate professor; Doctoral supervisor
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2011.7 -2015.5
|School of Electronic Information Engineering|Tianjin University|associate professor; Master Tutor
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2007.7 -2011.6
|School of Electronic Information Engineering|Tianjin University|lecturer
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2005.4 -2007.6
|School of Electronic Information Engineering|Tianjin University|Assistant
专利成果
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2022
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团队成员
Artificial Intelligence and Marine Information Processing Laboratory
团队名称:Artificial Intelligence and Marine Information Processing Laboratory
团队介绍:Our lab’s main research interests include stereoscopic vision imaging, marine information processing, internet of things, and large data processing,
The main personnel include a number of full-time research engineers, as well as more than 40 doctoral and graduate students. we expect students who are interested in the fields of our projects to join us and do scientific research together.