Haze Forecast Method of Selective Ensemble Based on Glowworm Swarm Optimization Algorithm
NI Zhiwei, ZHANG Chen, NI Liping
School of Management, Hefei University of Technology, Hefei 230009 Key Laboratory of Process Optimization and Intelligent Decision-Making of Ministry of Education,Hefei University of Technology, Hefei 230009
Abstract：Haze is a kind of serious environmental pollution. Therefore, haze weather forecast is an effective way to minimize the negative influence of haze. A selective ensemble learning based on glowworm swarm optimization algorithm is proposed. Firstly, some individual support vector machines are trained by the mixed kernel support vector machine independently, and then some classifiers with high precision and diversity are selected by the improved discrete glowworm swarm optimization algorithm. Finally, the classification results are obtained by majority voting. The proposed algorithm is utilized to forecast haze weather in China. Experimental results show that it has higher effectiveness and feasibility.
作者简介: 倪志伟,男,1963年生,博士,教授,主要研究方向为数据挖掘、人工智能、机器学习等.E-mail:zhwnelson@163.com. (NI Zhiwei, born in 1963, Ph.D., professor. His research interests include data mining, artificial intelligence, machine learning etc.) 张琛(通讯作者),女,1986年生,博士研究生,主要研究方向为数据挖掘、人工智能、机器学习等.E-mail：zhangchen0304@163.com. (ZHANG Chen (Corresponding author), born in 1986, Ph.D. candidate. Her research interests include data mining, artificial intelligence, machine learning etc.) 倪丽萍,女,1981年生,博士,副教授,主要研究方向为分形数据挖掘、机器学习等.E-mail:lilacnlp@126.com. （NI Liping, born in 1981, Ph.D., associate professor. Her research interests include fractal data mining, machine learning etc.)
引用本文:
倪志伟,张琛,倪丽萍. 基于萤火虫群优化算法的选择性集成雾霾天气预测方法*[J]. 模式识别与人工智能, 2016, 29(2): 143-153.
NI Zhiwei, ZHANG Chen, NI Liping. Haze Forecast Method of Selective Ensemble Based on Glowworm Swarm Optimization Algorithm. , 2016, 29(2): 143-153.
2016, Vol. 29 
