Forecasting daily source air quality using multivariate statistical analysis and radial basis function networks

Journal of the Air and Waste Management Association

Volumn 58, Issue 12, 2008, Pages 1571-1578

  Sun, Gang ^a   Hoff, Steven J ^a   Zelle, Brian C ^a   Nelson, Minda A ^a  

^a Iowa State University of Science and Technology   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AGRICULTURE; AIR QUALITY; ANIMALS; COMPLEX NETWORKS; FORECASTING; FUNCTIONS; GLOBAL WARMING; MULTIVARIANT ANALYSIS; PRINCIPAL COMPONENT ANALYSIS; QUALITY CONTROL;

AIR POLLUTANT EMISSION; CORRELATION COEFFICIENT; ECOLOGICAL ENVIRONMENTS; MULTIVARIATE STATISTICAL ANALYSIS; MULTIVARIATE STATISTICAL METHOD; NON-LINEAR RELATIONSHIPS; NONLINEAR INTERACTIONS; RADIAL BASIS FUNCTION NEURAL NETWORKS;

RADIAL BASIS FUNCTION NETWORKS;

ANIMALIA; SUIDAE;

EID: 44449091036     PISSN: 10962247     EISSN: 21622906     Source Type: Journal    
DOI: 10.3155/1047-3289.58.12.1571     Document Type: Article

References (11)

1. Ni, J.; Heber, A.J.; Lim, T.T.; Diehl, C.A.; Duggirala, R.K.; Haymore, B.L.; Sutton, A.L. Ammonia Emission from a Large Mechanically Ventilated Swine Building during Warm Weather; J. Environ. Qual. 2000, 29, 751-758.
2. Hoff, S.J.; Bundy, D.S.; Nelson, M.A.; Zelle, B.C.; Jacobson, L.D.; Heber, A.J.; Ni, J.; Zhang, Y.; Koziel, J.A.; Beasley, D.B. Emissions of Ammonia, Hydrogen Sulfide, and Odor before, during, and after Slurry Removal from a Deep-Pit Swine Finisher; J. Air & Waste Manage. Assoc. 2006, 56, 581-590.
3. Heber, A.J.; Ni, J.; Lim, T.T.; Schmidt, A.M.; Koziel, J.A.; Hoff, S.J.; Tao, P.; Nicolai, R.E.; Jacobson, L.D.; Beasley, D.B.; Zhang, Y. Quality Assured Measurements of Animal Building Emissions: Gas Concentrations; J. Air & Waste Manage. Assoc. 2006, 56, 1472-1483.
4. Abdul-Wahab, S.A.; Al-Alawi, S.M. Assessment and Prediction of Tropospheric Ozone Concentration Levels Using Artificial Neural Networks; Environ. Model. Soft. 2002, 17, 219-228.
5. 10 Concentrations in Belgium; Atmos. Environ. 2005, 39, 3279-3289.
6. Sousa, S.I.V.; Martins, F.G.; Alvim-Ferraz, M.C.M.; Pereira, M.C. Multiple Lineal Regression and Artificial Neural Network Based on Principle Components to Predict Ozone Concentrations; Environ. Model. Soft. 2007, 22, 97-103.
7. 10 Prediction in Athens: a Comparative Assessment; J. Air & Waste Manage. Assoc. 2003, 53, 1183-1190.
8. 2 Levels in the Bilbao Area; Environ. Model. Soft. 2006, 21, 430-446.
9. The Scientific Basis for Estimating Air Emissions from Animal Feeding Operation; National Research Council; U.S. National Academy Press: Washington, DC, 2002.
10. Johnson, R.; Wichem, D.W. Applied Multivariate Statistical Analysis; Pearson Education: London, U.K., 2006.
11. Girosi, F.; Poggio, T. Networks and the Best Approximation Property; Biol. Cybern. 1990, 63, 169-176.