个人简介:
杨文栋,男,1991年12月出生,经济学博士,山东财经大学管理科学与工程学院,预聘制副教授,2020年获得东北财经大学经济学博士学位。多年来一直致力于机器学习、人工智能、预测理论与方法等方面的研究。目前,在《Applied Energy》、《Energy Conversion and Management》、《Journal of Cleaner Production》、《Energy》、《Atmospheric Environment》、《Applied Soft Computing》、《系统工程理论与实践》等国内外知名学术期刊发表论文20余篇,其中,SCI检索论文21篇,SSCI检索论文8篇,国家自然科学基金委员会管理科学A类重要期刊论文1篇。以第一作者或通讯作者发表的5篇论文被美国《基本科学指标》数据库(Essential Science Indicators,ESI)列为领域学科的ESI高被引论文(Highly Cited Papers,进入全球前Top 1%)和研究前沿(Research Front),2篇论文被列为领域学科的ESI热点论文(Hot Papers,进入全球前 Top 1‰)。作为主要成员参与国家社会科学基金重大项目和国家自然科学基金面上项目各1项。
主持及参与的部分相关课题:
[1] 国家社会科学基金重大项目:大数据时代雾霾污染经济损失评估及防治对策研究(17ZDA093),2018-2022,60万元,参与人。
[2] 国家自然科学基金面上项目,大规模风电并网管理中的风能资源评估与预测研究(71671029),2017-2020,43.9万元,参与人。
发表的相关代表性成果:
[1] 王建州,杨文栋*.基于非线性修正策略的空气质量预警系统研究, 系统工程理论与实践,2019, 39(8): 2138-2151.
[2] Wendong Yang, Jianzhou Wang*, Tong Niu, Pei Du. A novel system for multi-step electricity price forecasting for electricity market management. Applied Soft Computing, 2020, 88: 106029.
[3] Jianzhou Wang, Wendong Yang*, Pei Du, Tong Niu. Outlier-robust hybrid electricity price forecasting model for electricity market management. Journal of Cleaner Production, 2020, 249: 119318.
[4] Wendong Yang, Jianzhou Wang*, Haiyan Lu, Tong Niu, Pei Du. Hybrid wind energy forecasting and analysis system based on divide and conquer scheme. A case study in China. Journal of Cleaner Production, 2019, 222: 942-959.
[5] Wendong Yang, Jianzhou Wang*, Tong Niu, Pei Du. A hybrid forecasting system based on a dual decomposition strategy and multi-objective optimization for electricity price forecasting. Applied Energy, 2019, 235: 1205-1225.
[6] Jianzhou Wang, Wendong Yang*, Pei Du, Tong Niu. A novel hybrid forecasting system of wind speed based on a newly developed multi-objective sine cosine algorithm. Energy Conversion and Management, 2018, 163: 134-150.
[7] Jianzhou Wang, Wendong Yang*, Pei Du, Yifan Li. Research and application of a hybrid forecasting framework based on multi-objective optimization for electrical power system. Energy, 2018, 148: 59-78.
[8] Yunzhen Xu, Wendong Yang*, Jianzhou Wang. Air quality early-warning system for cities in China. Atmospheric Environment, 2017, 148: 239-257.
[9] Wendong Yang, Jianzhou Wang*, Rui Wang. Research and Application of a Novel Hybrid Model Based on Data Selection and Artificial Intelligence Algorithm for Short Term Load Forecasting. Entropy, 2017, 19(2): 52.