个人简历

郑泽宇，湖州师范学院研究生导师。浙江大学计算机本科毕业，在日本文科省统计数理研究所获得博士学位，后历经日本理化学研究所，新加坡国立大学等单位，2014年回国任中科院沈阳自动化研究所大数据智能技术方向负责人，研究员，博导。入选中科院百人计划A类， 沈阳市领军人才，先后主持及参与国家重点研发计划，自然科学基金面上，中科院先导等国家级项目及沈飞、中信证券、海尔的横向项目10余项。

发表学术论文50余篇。出版学术专著1部，发明专利十余项。

已经培养博士3名，硕士9名，欢迎对人工智能大模型有兴趣的同学报名。

研究方向

长期从事复杂数据的统计分析以及AI算法的研究，擅长复杂系统分析及风险预测分析。主要是利用理工科的有关理论，包括数学，物理的理论和分析方法来做交叉学科（经济，工业，新材料）的人工智能研究。对金融数据分析，中医AI，有较为深入的研究，

代表性学术成果

（1）专著及教材：

工业互联网前沿技术丛书 《设备大数据》华中科技大学出版社

（2）论文及专利：

[1]A novel transfer learning model for traditional herbal medicine prescription generation from unstructured resources and knowledge. Artificial Intelligence in Medicine, 2022, 卷号: 124, 页码: 1-10

[2]Bayesian-based water leakage detection with a novel multisensor fusion method in a deep manned submersible. APPLIED OCEAN RESEARCH, 2021, 卷号: 106, 页码: 1-11

[3]Long-term correlations and multifractality of toll-free calls in China. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2021, 卷号: 567, 页码: 1-12

[4]Pose estimation at night in infrared images using a lightweight multi-stage attention network SIGNAL IMAGE AND VIDEO PROCESSING, 2021, 卷号: 15, 期号: 8, 页码: 1757-1765

[5]Unsupervised Fault Detection With a Decision Fusion Method Based on Bayesian in the Pumping Unit. IEEE SENSORS JOURNAL, 2021, 卷号: 21, 期号: 19, 页码: 21829-21838

[6]TCMNER and PubMed: A Novel Chinese Character-Level-Based Model and a Dataset for TCM Named Entity Recognition. JOURNAL OF HEALTHCARE ENGINEERING, 2021, 卷号: 2021, 页码: 1-10

[7]A Domain-Guided Noise-Optimization-Based Inversion Method for Facial Image Manipulation. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2021, 卷号: 30, 页码: 6198-6211

[8]Reliability Estimation for Zero-Failure Data Based on Confidence Limit Analysis Method MATHEMATICAL PROBLEMS IN ENGINEERING, 2020, 卷号: 2020, 页码: 1-11

[9]A method for degradation prediction based on Hidden Semi-Markov models with mixture of Kernels. Computers in Industry, 2020, 卷号: 122, 页码: 1-13

[10]Dynamics of calling activity to toll-free numbers in China. PLOS ONE, 2020, 卷号: 15, 期号: 3, 页码: 1-16

[11]An approach to extract state information from multivariate time series. Journal of Computers (Taiwan), 2020, 卷号: 31, 期号: 6, 页码: 1-11

[12]Generating and Editing Arbitrary Facial Images by Learning Feature Axis. IEEE ACCESS, 2020, 卷号: 8, 页码: 135468-135478

[13]Path Planning Method With Improved Artificial Potential Field-A Reinforcement Learning Perspective. IEEE ACCESS, 2020, 卷号: 8, 页码: 135513-135523

[14]New Results on Joint Classification of Vertical Structure of Ocean Properties at a Global Scale. IEEE ACCESS, 2020, 卷号: 8, 页码: 66448-66455

[15]Special Cases in Failure Analysis: Research on the Optimal Confidence Limit Evaluation by Zero-Failure Data. Journal of Failure Analysis and Prevention, 2020, 卷号: 20, 页码: 1638–1643

[16]New dynamics between volume and volatility. Physica A: Statistical Mechanics and its Applications, 2019, 卷号: 525, 页码: 1343-1350

[17]AttentiveHerb: A Novel Method for Traditional Medicine Prescription Generation. IEEE ACCESS, 2019, 卷号: 7, 页码: 139069-139085

[18]Protein complex identification based on weighted PPI network with multi-source information. JOURNAL OF THEORETICAL BIOLOGY, 2019, 卷号: 477, 页码: 77-83

主要科研项目

主持：

面向“碳减排”要求的系统风险评估研究  自然科学基金面上

设备检测检测大数据云平台 国家重点研发

社会兼职

Scientific Reports 编辑

Physica A 客座编辑

自然科学基金（管理及信息领域）评审专家

国家重点研发计划人工智能领域评审专家

联系方式

Email：03243@zjhu.edu.cn