刘　晋（博导）

刘晋，博士，教授，博士生导师，航运信息技术研究所副所长；上海市思维科学研究会秘书长，上海市人工智能学会副秘书长；中国人工智能学会机器学习专委会委员，自然计算与数字智能城市专委会委员；国家自然科学基金项目评审专家，上海市科技专家库专家，上海市教委博士/硕士学位论文评审专家；上海新能源汽车创成式设计与增材制造工程技术研究中心专家委员会副主任委员，上海市制造业创新中心（增材制造）专家委员会委员，上海航运物流信息工程技术研究中心物联网实验室负责人；AIRE, ACM TOMM, IEEE ACCESS等SCI期刊审稿人和多个国际会议的程序委员和分会主席；

分别于97、02年在兰州大学、电子科技大学获计算机科学学士、硕士学位；02年获全奖赴美国留学，07年在华盛顿州立大学获计算机科学博士学位；07-09年任职于美国微软总部Windows核心网络部，09年任教于上海海事大学；主要研究方向：深度学习、机器视觉、自然语言处理、互联网数据挖掘和软件工程等；已主持国家自然科学基金面上项目、上海市科技创新行动计划高新技术领域重大项目、上海市科技创新行动计划软科学研究重点项目、上海市白玉兰科技人才基金等科研项目10余项，在国内外学术期刊与会议上发表SCI/EI检索科研论文60余篇，获专利及软件著作权20余项。 获2017-2019年度上海海事大学优秀研究生导师；2016,17,18,19年上海海事大学大学生科技创新与学科竞赛优秀指导教师二等奖；上海海事大学2016年教学激励计划教学示范岗；2015年度“刘浩清”优秀教师奖二等奖，教学成果一等奖；2013年上海海事大学优秀教育工作者等奖励。 主要研究方向：深度学习、机器视觉、自然语言处理、互联网数据挖掘和软件工程等。研究团队拥有由数十台高性能服务器完全自主搭建的真实大数据并行处理平台与深度学习工作站。实验室详细介绍及部分成果演示 欢迎对人工智能与互联网技术充满兴趣、勇于奋斗、敢于创新的同学加入研究团队！ 团队成员基本要求：人品端正，积极进取，认真负责，富有团队精神，对计算机技术和实践充满兴趣。

近年来主持和主要参与的科研项目情况:

研究所团队部分成员毕业去向及获奖情况：

近年来部分成果及学术论文:

[1] Jin Liu, Yihe Yang, Huihua He, Multi-level semantic representation enhancement network for relationship extraction, Neurocomputing, v.403, n.5, p282-293, 2020 (SCI 2区)

[2] Shengjie Shang,Jin Liu, Yihe Yang, Multi-Layer Transformer Aggregation Encoder for Answer Generation, IEEE Access, v.8, p90410-90419, 2020(SCI 2区)

[3] Siwei Chang,Jin LiuMulti-Lane Capsule Network for Classifying Images with Complex Background, IEEE Access, v.8, p79876-79886, 2020(SCI 2区)

[4] Jin Liu, Xin Zhang, Yunhui Li, Jin Wang, Hye-Jin Kim, Deep learning-based reasoning with multi-ontology for IoT applications, IEEE Access, v.7, p 124688-124701, 2019(SCI 2区)

[5] 刘晋, 王晓峰, 陈天伦, 包佳亮. 智能集装箱通信方法:中国,ZL201210135990.0[P].2017年8月11日.

[6] Jin Liu, Yunhui Li, Xiaohu Tian, Arun Kumar Sangaiah, Jin Wang. Towards Semantic Sensor Data: An Ontology Approach, Sensors, 2019, 19(5): 1193, DOI: 10.3390/s19051193. (SCI, IF:3.302)

[7] Jin Liu, Yihe Yang, Shiqi Lv, Jin Wang, Hui Chen. Attention-based BiGRU-CNN for Chinese question classification, Journal of Ambient Intelligence and Humanized Computing, online, 2019, 1: 1-12, DOI: 10.1007/s12652-019-01344-9. (SCI, IF:1.910)

[8] Jin Liu, Chenkai Gu, Jin Wang, Geumran Youn, Jeong-Uk Kim. Multi-scale multi-class conditional generative adversarial network for handwritten character generation, The Journal of Supercomputing, 2017, 12: 1-19, DOI: 10.1007/s11227-017-2218-0. (SCI, IF:1.326)

[9] Jin Liu, Lina Wang, Mingji Zhou, Jin Wang, Sungyoung Lee. Fine-grained entity type classification with adaptive context, Soft Computing, 2018, 1: 1-12, DOI: 10.1007/ s00500-017-2963-2. (SCI, IF:2.472 )

[10] Jin Liu, Li Lin, Haoliang Ren, et.al., Building Neural Network Language Model with POS based Negative Sampling and Stochastic Conjugate Gradient Descent, Soft Computing, 2018, (SCI, IF:2.472)

[11] Zelun Zhang , Jin Liu , Chenkai Gu. A Chinese Handwriting Word Segmentation Method via Faster R-CNN , Advances in Computer Science and Ubiquitous Computing, 2017 , 12 : 470-474.(EI)

[12] Wenxi Yao , Jin Liu , Zehuan Cai. Personal Attributes Extraction in Chinese Text Based on Distant-Supervision and LSTM , Advances in Computer Science and Ubiquitous Computing, 2017 , 12 : 511-515.(EI)

[13] Li Lin , Jin Liu , Zhenkai Gu , Zelun Zhang , Haoliang Ren. Build Chinese Language Model with Recurrent Neural Network , Advances in Computer Science and Ubiquitous Computing, 2017 , 12 : 920-925.(EI)

[14] Jiachen Pu , Jin Liu , Jin Wang. A Vision-Based Approach for Deep Web Form Extraction , Advanced Multimedia and Ubiquitous Engineering, 2017 , 5 : 696-702.(EI)

[15] Yunlu Liaozheng , Jin Liu , Jin Wang. Questions Classification with Attention Machine , Advanced Multimedia and Ubiquitous Engineering, 2017 , 5 : 703-708.(EI)

[16] Mingji Zhou , Jin Liu , Fei Li , Jin Wang. Multi-step Prediction for Time Series with Factor Mining and Neural Network , Advanced Multimedia and Ubiquitous Engineering, 2017 , 5 : 689-695.(EI)

[17] Chenkai Gu , Jin Liu , Lei Kong. Generating realistic Chinese handwriting characters via deep convolutional generative adversarial networks, Advances in Computer Science and Ubiquitous Computing, 2018 : 494-498.(EI)

[18] Jianan Wang , Jin Liu , Lei Kong. Ontology construction based on deep learning, Advances in Computer Science and Ubiquitous Computing, 2018 : 505-510.(EI)

[19] Lamei Xu , Jin Liu , Lina Wang , Chunyong Yin . Aspect based sentiment analysis for online reviews, Advances in Computer Science and Ubiquitous Computing, 2018 : 475-480.(EI)

[20] Yunqing Zhao , Jin Liu , Chunyong Yin . Chinese anaphora resolution based on adaptive forest, Advances in Computer Science and Ubiquitous Computing, 2018 : 481-486.(EI)

[21] Li Lin , Jin Liu , Yuhui Zheng . Construction and application of fuzzy ontology, Advances in Computer Science and Ubiquitous Computing, 2018 : 487-493.(EI)

[22] Mingji Zhou , Jin Liu , Yuhui Zheng . Web pages ranking with domain ontology, Advances in Computer Science and Ubiquitous Computing, 2018 : 516-521.(EI)

[23] Jin Liu , HaoLiang Ren , Menglong Wu , Jin Wang , Kim Hye-jin. Multiple relations extraction among multiple entities in unstructured text, Soft Computing, 2017 : 1-11.(EI)

[24] Fei Li , Jin Liu , Lei Kong. Predict time series with multiple artificial neural networks, International Journal of Hybrid Information Technology, 2016 : 313-324.(EI)

[25] Jingtai Zhang , Jin Liu , Xiaofeng Wang. Simultaneous entities and relationship extraction from unstructured text , International Journal of Database Theory and Application, 2016 : 151-160.(EI)

[26] Bei Zhong , Jin Liu , Yuanda Du , Yunlu Liaozheng , Jiachen Pu. Extracting attributes of named entity from unstructured text with deep belief network , International Journal of Database Theory and Application, 2016 : 187-196.(EI)

[27] Xiangyu Ren , Jin Liu , Qiuxia Song , Junjie Song , Bei Zhong. A novel approach for ontology maintenance based on web data , Frontiers in Artificial Intelligence and Applications, 2015 : 373-380.(EI)

[28] Junjie Song , Jin Liu , Ming Ni , Fei Li , Jian Wang. A novel parallel deduplication and noise reduction method for vertical search engine , Frontiers in Artificial Intelligence and Applications, 2015 : 2063-2069.(EI)

[29] Yanjun Cao , Jin Liu , Jingtai Zhang , Fei Li , Bei Zhong. A novel SVM based multi-facet ranking method for topic specific web pages , Frontiers in Artificial Intelligence and Applications, 2015 : 430-437.(EI)

[30] Jin Liu , Danliang Chu , Junjie Song , Bei Zhong , Biqi Cai. A rule based DFA driven information extractor for content extracting from web pages , Frontiers in Artificial Intelligence and Applications, 2015 : 482-488.(EI)

[31] Qiuxia Song , Jin Liu , Ming Ni , Liang Chen , Jialiang Shen. Sorting topic specific web pages based on ontology knowledge , 10th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, 2014 : 880-883.(EI)

[32] Qiuxia Song , Jin Liu , Xiaofeng Wang , Jin Wang. A novel automatic ontology construction method based on web data, 10th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, 2014 : 762-765.(EI)

[33] AnQi Wang , Jin Liu , Xiaofeng Wang , Jin Wang. A fuzzy control theory and neural network based sensor network control system, 10th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, 2014 : 831-834.(EI)

[34] Zhiqiang Shi , Jin Liu , Qiuxia Song , Jin Wang,. An energy efficient data transmission mechanism for middleware of wireless sensor network, 10th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, 2014 : 827-830.(EI)

[35] Chaoqun Ji , Jin Liu , Xiaofeng Wang. Associating semantic sensor web with domain ontology: The way to obtain meaningful sensor data, International Journal of u- and e- Service, Science and Technology, 2014 : 409-418.(EI)

[36] Hongmin Ren , Jin Liu. Research on interactive action refinement of software architecture , Journal of the University of Electronic Science and Technology of China, 2013 : 137-143.(EI)

[37] Jin Liu , Hongmin Ren , Jin Wang . A cross layer collaborating cache scheme to improve performance of HTTP clients in MANETs, International Journal of u- and e- Service, Science and Technology, 2013 : 51-57.(EI)

[38] Jin Liu, Li Lin, Zehuan Cai, Jin Wang, Hye-jin Kim. Deep web data extraction based on visual information processing, Journal of Ambient Intelligence and Humanized Computing, online, 2017, 10: 1-11, DOI: 10.1007/s12652-017-0587-0. (SCI, IF:1.588)

[39] Jin Liu, Haoliang Ren, Menglong Wu, Jin Wang, Hye-jin Kim. Multiple relations extraction among multiple entities in unstructured text, Soft Computing, online, 2017, 10: 1-11, DOI: 10.1007/s00500-017-2852-8. (SCI, IF:2.472)

[40] Jin Liu, Mingji Zhou, Li Lin, Hye-jin Kim, Jin Wang. Rank web documents based on multi-domain ontology, Journal of Ambient Intelligence and Humanized Computing, online, 2017, 8: 1-10, DOI: 10.1007/s12652-017-0566-5. (SCI, IF: 1.588)

[41] Jin Liu, Junjie Song, Lei Kong, Kim Jeong-Uk, Jin Wang. A novel parallel method for denoising and deduplicating mass web documents, Journal of Internet Technology 2016: 889-896. DOI: 10.6138/JIT.2016.17.5.20141219 (SCI, IF:1.930)

[42] 任洪敏,刘晋, 软件体系结构交互动作精化研究.电子科技大学学报, 2013年1月. (EI 20131316153436)

[43] Jin Liu, Tianlun Chen, et al, SCN: An Efficient Wireless Sensor Network Based Communication Scheme for Stacked Containers, Int. J. Hybrid Inf. Technol., Vol. 6, No. 2, March, 2013, pp85-94 (EI 20131516200349)