融合协同进化离散型人工鱼群算法和多重分形的雾霾预测方法

被引：21

作者：

朱旭辉 ^{[1
,2
,3
]}

倪志伟 ^{[1
,2
]}

程美英 ^{[1
,2
]}

李敬明 ^{[1
,2
]}

金飞飞 ^{[1
,2
]}

倪丽萍 ^{[1
,2
]}

机构：

[1] 合肥工业大学管理学院

[2] 过程优化与智能决策教育部重点实验室

[3] 美国俄亥俄大学工程学院工业与系统工程系

来源：

系统工程理论与实践 | 2017年 / 37卷 / 04期

基金：

国家自然科学基金重大研究计划;

关键词：

人工鱼群算法; 协同进化; 多重分形维数; 极限学习机; 雾霾预测;

D O I：

暂无

中图分类号：

TP18 [人工智能理论]; X513 [粒状污染物];

学科分类号：

083001 [环境科学]; 140502 [人工智能];

摘要：

鉴于目前日益严重的雾霾污染,导致空气质量水平大幅下降,通过采用协同进化离散型人工鱼群算法,多重分形维数,并结合极限学习机,提出了融合协同进化离散型人工鱼群算法和多重分形的雾霾预测方法.首先使用佳点集理论初始化种群,通过引入人工鱼游速,改进人工鱼群算法聚群,追尾和觅食行为,及对其进行离散化,并引入竞争和合作机制;其次将协同进化离散型人工鱼群算法结合多重分形维数,对雾霾数据集进行约简;最后运用极限学习机建立雾霾预测模型.通过对北京,上海和广州三地区近两年的雾霾数据集进行实验及参数分析,实验结果表明,较其他方法,预测性能更优,具有良好的稳定性和可信性.

引用

页码：999 / 1010

页数：12

共 32 条

[1]

Impact of relative humidity on visibility degradation during a haze event: A case study.[J].Hua Deng;Haobo Tan;Fei Li;Mingfu Cai;P.W. Chan;Hanbing Xu;Xiaoying Huang;Dui Wu.Science of the Total Environment.2016,

[2]

Simultaneous monitoring and compositions analysis of PM1 and PM2.5 in Shanghai: Implications for characterization of haze pollution and source apportionment.[J].Ting Qiao;Mengfei Zhao;Guangli Xiu;Jianzhen Yu.Science of the Total Environment.2016,

[3]

Air pollutants concentrations forecasting using back propagation neural network based on wavelet decomposition with meteorological conditions [J].

Bai, Yun ;

Li, Yong ;

Wang, Xiaoxue ;

Xie, Jingjing ;

Li, Chuan .

ATMOSPHERIC POLLUTION RESEARCH, 2016, 7 (03) :557-566

[4]

Growing green? Forecasting CO 2 emissions with Environmental Kuznets Curves and Logistic Growth Models.[J].Rigoberto Pérez-Suárez;Ana Jesús López-Menéndez.Environmental Science and Policy.2015,

[5]

Effect of heterogeneous aqueous reactions on the secondary formation of inorganic aerosols during haze events.[J].Jiannong Quan;Quan Liu;Xia Li;Yang Gao;Xingcan Jia;Jiujiang Sheng;Yangang Liu.Atmospheric Environment.2015,

[6]

National pattern for heavy metal contamination of topsoil in remote farmland impacted by haze pollution in China.[J].Zhuanxi Luo;Meirong Gao;Xiaosan Luo;Changzhou Yan.Atmospheric Research.2016,

[7]

Characterization of submicron aerosols and effect on visibility during a severe haze-fog episode in Yangtze River Delta; China.[J].X.J. Shen;J.Y. Sun;X.Y. Zhang;Y.M. Zhang;L. Zhang;H.C. Che;Q.L. Ma;X.M. Yu;Y. Yue;Y.W. Zhang.Atmospheric Environment.2015,

[8]

A new fractal dimension: The topological Hausdorff dimension.[J].Richárd Balka;Zoltán Buczolich;Márton Elekes.Advances in Mathematics.2015,

[9]

The impact of communicating information about air pollution events on public health.[J].J. McLaren;I.D. Williams.Science of the Total Environment.2015,

[10]

Artificial neural networks forecasting of PM 2.5 pollution using air mass trajectory based geographic model and wavelet transformation.[J].Xiao Feng;Qi Li;Yajie Zhu;Junxiong Hou;Lingyan Jin;Jingjie Wang.Atmospheric Environment.2015,

← 1 2 3 4 →