Forecasting concentrations of air pollutants by logarithm support vector regression with immune algorithms

Applied Mathematics and Computation

Volumn 217, Issue 12, 2011, Pages 5318-5327

  Lin, Kuo Ping ^a   Pai, Ping Feng ^b   Yang, Shun Ling ^c  

^a LUNGHWA UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Taiwan)

^b NATIONAL CHI NAN UNIVERSITY   (Taiwan)

^c TUNGHAI UNIVERSITY   (Taiwan)

Author keywords

Concentrations of air pollutants; Data preprocessing; Immune algorithms; Parameter selection; Support vector regression

Indexed keywords

AIR POLLUTANTS; DATA PREPROCESSING; IMMUNE ALGORITHMS; PARAMETER SELECTION; SUPPORT VECTOR REGRESSION;

ALGEBRA; ALGORITHMS; CONCENTRATION (PROCESS); FORECASTING; NITRIC OXIDE; NITROGEN OXIDES; OPTIMIZATION; PARAMETER ESTIMATION; REGRESSION ANALYSIS; TIME SERIES; VECTORS;

AIR POLLUTION;

EID: 79551653314     PISSN: 00963003     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.amc.2010.11.055     Document Type: Article

References (35)

1. M.A. Arain, R. Blair, N. Finkelstein, J.R. Brook, T. Sahsuvaroglu, B. Beckerman, L. Zhang, and M. Jerrett The use of wind fields in a land use regression model to predict air pollution concentrations for health exposure studies Atmospheric Environment 41 2007 3453 3464
2. C. Arden Pope III, and D.W. Dockery Health effects of fine particulate air pollution: lines that connect Journal of Air & Waste Management Association 56 2006 709 742
3. M. Bereta, and T. Burczyńskia Comparing binary and real-valued coding in hybrid immune algorithm for feature selection and classification of ECG signals Engineering Applications of Artificial Intelligence 20 2007 571 585
4. G.E.P. Box, and G.M. Jenkins Time Series Analysis: Forecasting, and Control 1976 Holden Day San Francisco
5. L.N. Castro, and J. Timmis Artificial Immune Systems: A New Computational Intelligence Approach 2002 Springer Berlin
6. L.A. Cifuentes, J. Vega, K. Kopfer, and L.B. Lave Effect of the fine fraction of particulate matter versus the coarse mass and other pollutants on daily mortality in Santiago, Chile Journal of Air & Waste Management Association 50 2000 1287 1298
7. G. Corani Air quality prediction in Milan: feed-forward neural networks pruned neural networks and lazy learning Ecological Modelling 185 2005 513 529
8. Y.S. Ding, X.P. Song, and Y.M. Zen Forecasting financial condition of Chinese listed companies based on support vector machine Expert Systems with Applications 34 2008 3081 3089
9. D.W. Dockery, C.A. Pope, X. Xiping, J.D. Spengler, J.H. Ware, M.A. Fay, B.G. Ferries Jr., and F.E. Speizer An association between air pollution and mortality in six US cities The New England Journal of Medicine 329 1993 1753 1759
10. P.R. Hargreaves, J.U. Smith, S. Young, and K.W.T. Goulding Development of an empirical model to predict nitrogen dioxide concentrations from weather variables for sites across the UK Atmospheric Environment 39 2005 409 417
11. 10 concentrations in Belgium Atmospheric Environment 39 2005 3279 3289
12. T.-L. Huang, Y.-T. Hsiao, C.-H. Chang, and J.-A. Jiang Optimal placement of capacitors in distribution systems using an immune multi-objective algorithm Electrical Power and Energy Systems 30 2008 84 192
13. T.M. Huang, and V. Kecman Gene extraction for cancer diagnosis by support vector machines - an improvement Artificial Intelligence in Medicine 35 2005 185 194
14. 2 concentrations Atmospheric Environment 36 2002 4777 4785
15. G.C. Liao, and T.P. Tsao Using chaos search immune genetic and fuzzy system for short-term unit commitment algorithm Electrical Power and Energy Systems 28 2006 1 12
16. W.-Z. Lu, W.-J. Wang, X.-K. Wang, S.-H. Yan, and J.C. Lam Potential assessment of a neural network model with PCA/RBF approach for forecasting pollutant trends in Mong Kok urban air, Hong Kong Environmental Research 96 2004 79 87
17. W.-Z. Lu, and W.J. Wang Potential assessment of the "support vector machine" method in forecasting ambient air pollutant trends Chemosphere 59 2005 693 701
18. G.-C. Luh, and C.-H. Chueh Multi-objective optimal design of truss structure with immune algorithm Computers and Structures 82 2004 829 844
19. B.D. Ostro, G.S. Eskeland, J.M. Sa'nchez, and T. Feyzioglu Air pollution and health effects: a study of medical visits among children in Santiago, Chile Environmental Health Perspectives 107 1999 69 73
20. A. Prakash, N. Khilwani, M.K. Tiwari, and Y. Cohen Modified immune algorithm for job selection and operation allocation problem in flexible manufacturing systems Advances in Engineering Software 39 2008 219 232
21. T. Perry, P. Schmid, and C. Schlatter The use of toxic equivalency factor in assessing occupational and environmental health risk associated with exposure to airborne mixtures of polycyclic aromatic hydrocarbons Chemosphere 32 1996 639 648
22. 10 forecasting Atmospheric Environment 40 2006 2845 2851
23. K. Polat, and S. Gne Computer aided medical diagnosis system based on principal component analysis and artificial immune recognition system classifier algorithm Expert Systems with Applications 34 2008 773 779
24. D.E. Rumelhart, G.E. Hinton, and R.J. Williams Learning representations by back-propagating errors Nature 323 1986 533 536
25. J. Schwartz, D.W. Dockery, and L.M. Neas Is daily mortality association specifically with fine particles? Air & Waste Management Association 46 1996 927 939
26. J.P. Shouten, J.M. Vonk, and A.D. Graaf Short-term effects of emergency hospital admissions for respiratory disease: results of the APHEA project in two major cities in the Netherlands Journal of Epidemiology and Community Health 50 1996 22 29
27. D.F. Specht A general regression neural network IEEE Transactions on Neural Networks 2 1991 568 576
28. F.C. Sven, L. Stefan, and S. Robert The impact of preprocessing on data mining: an evaluation of classifier sensitivity in direct marketing European Journal of Operational Research 173 2006 781 800
29. Taiwan air quality monitoring monthly report, Available from: .
30. J.-T. Tsai, W.-H. Ho, T.-K. Liu, and J.-H. Chou Improved immune algorithm for global numerical optimization and job-shop scheduling problems Applied Mathematics and Computation 194 2007 406 424
31. V. Vapnik, S. Golowich, and A. Smola Support vector machine for function approximation, regression estimation, and signal processing Advances in Neural Information Processing Systems 9 1996 281 287
32. W.E. Wilson, and H.H. Suh Fine particles and coarse particles: concentration relationships relevant to epidemiological studies Air & Waste Management Association 47 1997 1239 1249
33. W.-T. Wong, and S.-H. Hsu Application of SVM and ANN for image retrieval European Journal of Operational Research 173 2006 938 950
34. M. Zandieh, S.M.T. Fatemi Ghomi, and S.M. Moattar Husseini An immune algorithm approach to hybrid flow shops scheduling with sequence-dependent setup times Applied Mathematics and Computation 180 2006 111 127
35. G.P. Zhang, and M. Qi Neural network forecasting for seasonal and trend time series European Journal of Operational Research 160 2005 501 514