Forecasting daily total ozone concentration - a comparison between neurocomputing and statistical approaches

被引:14
作者
Chattopadhyay, Surajit [1 ]
Chattopadhyay-Bandyopadhyay, Goutam [1 ]
机构
[1] Pailan Coll Management & Technol, Dept Informat Technol, Kolkata 700104, India
关键词
D O I
10.1080/01431160701373770
中图分类号
TP7 [遥感技术];
学科分类号
081102 [检测技术与自动化装置]; 0816 [测绘科学与技术]; 081602 [摄影测量与遥感]; 083002 [环境工程]; 1404 [遥感科学与技术];
摘要
The present paper develops three predictive models for daily total ozone concentration over Arosa, Switzerland. The models are artificial neural network, multiple linear regression, and persistence forecast. Each model was judged for their predictive ability using analysis of variance, Pearson correlation study, and scatterplot analysis. Prediction errors were computed for each model. After painstaking analysis it was established that artificial neural network produces better forecasts than the statistical approaches like multiple linear regression and persistence forecast models.
引用
收藏
页码:1903 / 1916
页数:14
相关论文
共 37 条
[1]
Classification of heart rate data using artificial neural network and fuzzy equivalence relation [J].
Acharya, UR ;
Bhat, PS ;
Iyengar, SS ;
Rao, A ;
Dua, S .
PATTERN RECOGNITION, 2003, 36 (01) :61-68
[2]
Daily variations in TOMS total ozone data [J].
Allen, DR ;
Reck, RA .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 1997, 102 (D12) :13603-13608
[3]
[Anonymous], 1999, NEURO FUZZY PATTERN
[4]
North Atlantic oscillation modulates total ozone winter trends [J].
Appenzeller, C ;
Weiss, AK ;
Staehelin, J .
GEOPHYSICAL RESEARCH LETTERS, 2000, 27 (08) :1131-1134
[5]
A comparison between neural-network forecasting techniques - Case study: River flow forecasting [J].
Atiya, AF ;
El-Shoura, SM ;
Shaheen, SI ;
El-Sherif, MS .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1999, 10 (02) :402-409
[6]
Single hidden layer artificial neural network models versus multiple linear regression model in forecasting the time series of total ozone [J].
Bandyopadhyay, G. ;
Chattopadhyay, S. .
INTERNATIONAL JOURNAL OF ENVIRONMENTAL SCIENCE AND TECHNOLOGY, 2007, 4 (01) :141-149
[7]
Variability of total ozone at Arosa, Switzerland, since 1931 related to atmospheric circulation indices [J].
Brönnimann, S ;
Luterbacher, J ;
Schmutz, C ;
Wanner, H ;
Staehelin, J .
GEOPHYSICAL RESEARCH LETTERS, 2000, 27 (15) :2213-2216
[8]
SURFACE OZONE IN ATHENS, GREECE, AT THE BEGINNING AND AT THE END OF THE 20TH-CENTURY [J].
CARTALIS, C ;
VAROTSOS, C .
ATMOSPHERIC ENVIRONMENT, 1994, 28 (01) :3-8
[9]
Prediction of mean monthly total ozone time series - application of radial basis function network [J].
Chattopadhyay, Surajit .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2007, 28 (18) :4037-4046
[10]
CLAUDE H, 2004, P 20 QUADR OZ S 1 8, V1, P314