Dabin Zhang
April, 2020
Contact Information
Department of Information Engineering,
College of Mathematics and Informatics,
South China Agricultural University,
483 Wushan Road, Tianhe District,Guangzhou, 510642,China
Email: zdbff@aliyun.com
Tel (Office): 0086-20-85285396 Tel (Cell): (0086)135-7042-1753
Research Interests
Agricultural Commodity Price Forecasting;
Agricultural big data analysis;
Artifical intelligence & Business intelligence
Education
2003.09-2007.12, Ph.D, Wuhan University
Major: Computer software theory
1995.09-1998.07, M.S, Tsinghua University & Central China Normal University
Major: Computer application
1987.09-1989.07, B.S, Changjiang University
Major: Physics
Work Experience
Dean of Informatics engineeing, 2017.06-present, South China Agricultural University, College of Mathematics and Informatics
Visiting scholar, 2016.11-2017.02, University of North Carolina at Charlotte, The Systems Engineering and Engineering Management
Professor, 2015.05-present, South China Agricultural University, College of Mathematics and Informatics
Professor, 2003.07-2015.05, Central China Normal University, College of Informatics Management
Postdoctoral, 2011.05-2013.06, China Academy of Science, Academy of Automation
Postdoctoral, 2008.06-2010.06, China Academy of Science, Academy of Mathematics and System Science
Grants in recent 5 years
Performance Evaluation of China’s Agricultural Policy under the background of Precise Poverty Alleviation (General Project of Humanities and social science foundation of Ministry of Education, Principal Investor, No.16YJA630073, finished)
Forecasting and Early Warning of Agricultural Market Based on Intelligent Integrated Modeling Technology (General Project of Guangdong Natural Science Foundation, Principal Investor, No.2016A030313402, finished)
Research on the Agricultural Supply Side Reform of Guangzhou City (General Project of Guangzhou Humanities Foundation, Principal Investor, finished )
Intelligent integrated modeling method of muiti-scale forecasting and early-warming mechanism for agricultural product prices (General Project of National Natural Science Foundation, Principal Investor, No.71971089, ongoing)
Statistical Inference and Applications for High Dimensional Time Series Inference and Applications for High Dimensional Time (Major Research Project of National Natural Science Foundation, Participant, No. 91746102, ongoing)
Research on Food Safety Risk Identification and Alarm on Food and Manufacturing and Supplying Process (Major Research Project of National Natural Science Foundation, Participant, No. 71633002, ongoing)
Selected Publications
1.Dabin Zhang, Qian Li, Amin W. Mugera, Liwen Ling*. A Hybrid Model Considering Cointegration for Interval-valued Pork Price Forecasting in China[J]. Journal of forecasting, 2020, https://doi.org/10.1002/for.2688. (SSCI)
2.Liwen Ling, Dabin Zhang*, Shanying Chen, Amin W. Mugera. Can online search data improve the forecast accuracy of pork price in China?[J]. Journal of Forecasting, 2020, 1-16. https://doi.org/10.1002/for.2649. (SSCI)
3.Dabin Zhang, Shanying Chen, Liwen Ling*, Qiang Xia. Forecasting agricultural commodity prices using model selection framework with time series features and forecast horizons[J]. IEEE Access, 2020, 8: 28197-28209. (SCI)
4.Dabin Zhang, Chaomin Cai, Liwen Ling*. Pork price ensemble prediction model based on CEEMD and GA-SVR[J]. Journal of Systems Science and Mathematics, 2020.
5.Liwen Ling, Dabin Zhang*, Amin W.Mugera, Shanying Chen, Qiang Xia. A Forecast Combination Framework with Multi-Time Scale for Livestock Product’Price Forecasting[J]. Mathematical Problems in Engineering, 2019: 1-11. (SCI)
6.Liwen Ling, Chaomin Cai, Dabin Zhang*. An Ensemble Model with Grey Clustering for Hog Price Prediction[J].The Journal of Grey System,2019,31(3): 14-28. (SCI)
7.Dabin Zhang, Chaomin Cai, Shanying Chen, Liwen Ling*. An improved genetic algorithm for optimizing ensemble empirical mode decomposition method[J]. Systems Science & Control Engineering,2019, 7(2): 53-63.（EI）
8.Liwen Ling, Shanying Chen, Dabin Zhang. Prediction and correction of the gross output value of primary industry considering hierarchy characteristics[J]. Journal of Systems Engineering, 2019, 34(3): 289-300. (CSSCI)
9.Huang Wenling, Zheng Xiaoying, Breda McCarthy, Zhang Dabin. Short Term Prediction of the Price of Live Pigs in Guangdong Province Based on ARIMA Model[J]. Chinese Journal of Animal Science, 2018.
10. Chaomin Cai, Dabin Zhang, Liwen Ling*. Ensemble Forecasting Model for the Hog Price based on EMD-SVM”，Chinese Journal of Management Science(special issue)，2016, 98(SI): 168-179.
11. Zhang Dabin, Zhu Hou, Peng Sen, Zhang Wensheng. Pre-warning Rules Mining of Business Cycle Based on Neural-Fuzzy Control[J] . Advances In Information Sciences and Service Sciences, 2011,3(8):235-242 (EI)
12.Zhang Dabin, Yu Lean, Wang Shouyang, Xie Haibin. Neural network methods for forecasting turning points in economic time series: an asymmetric verification to business cycle[J]. Frontiers of Computer in China, 2010,4(2):568-573 (SCI)
13.Zhang Dabin，Yang Siqi，Xia Youxin，Li Yanhui. A Kind of Dynamic Pricing Model and Strategy for Durable Goods in E-commerce Environment[J]. Operations Research and Management Science, 2016. (CSSCI)
14.Zhang Dabin, Zhou Zhigang, Xu Zhi, Li Yanhui. Study on Credit Risk Assessment Model Based on Automatic Clustering Using an Differential Evolution Algorithm[J]. Chinese Journal of Management Science, 2015. (CSSCI)
15.Zhang Dabin, Zhou Zhigang, Liu Wen, Jiao Peng. Uncertainty DE-KMV model to measure credit risk of listed companies[J]. Journal of Systems Engineering, 2015. (CSSCI)
16.Zhang Dabin，Yang Tianrou，Pan Yuchen，Zhou Xi，Zhang Wensheng. Shuffled Differential Evolution Algorithm Based on Elite Synergy and Its Application[J]. Operations Research and Management Science, 2013. (CSSCI)
Professional affiliations
Executive Director, Decision Science Research Society of China
Committee member, Management and Decision Sciences Professional Committee of China Management Modernization Research Association
Committee member, Big Data Special Committee of Guangdong Computer Society
Director, Artificial Intelligence Branch of Guangdong Mechanical Engineering Society