629
Views
38
CrossRef citations to date
0
Altmetric
Technical Paper

Prediction of Ambient PM10 and Toxic Metals Using Artificial Neural Networks

, &
Pages 805-810 | Published online: 27 Dec 2011

References

  • Gardner, M.W.; Dorling, S.R. Artificial Neural Networks (The Multilayer Perceptron)—A Review of Applications in the Atmospheric Sciences; Atmos. Environ. 1998, 32 (14/15), 2627-2636.
  • Boznar, M.; Lesjak, M.; Mlakar, P. A Neural Network-Based Method for Short-Term Predictions of Ambient SO2 Concentrations in Complex Terrain; Atmos. Environ. 1993, 27B (2), 221-230.
  • Gardner, M.W.; Dorling, S.R. Neural Network Modeling and Prediction of Hourly NOx and NO2 Concentrations in Urban Air in London; Atmos. Environ. 1999, 33, 709-719.
  • El-Hawary, F. Application of Computational Neural Networks in Predicting Atmospheric Pollutant Concentrations Due to Fossil-Fired Electric Power Generation. Presented at Workshop on Environmental and Energy Applications of Neural Networks, Richland, WA, 1995.
  • Melas, D.; Kioutsioukis, I.; Ziomass, I.C. Neural Network Model for Predicting Peak Photochemical Pollutant Levels; J. Air & Waste Manage. Assoc. 2000, 50, 495-501.
  • Chelani, A.B.; Hasan, M.Z. Forecasting Nitrogen Dioxide Concentration Using Artificial Neural Networks; Int. J. Environ. Stud. A. 2001, 58, 487-499.
  • Chelani, A.B.; ChalapatiRao, C.V.; Phadke, K.M.; Hasan, M.Z. Prediction of Sulphur Dioxide Concentration Using Artificial Neural Networks; Environ. Model. Soft. 2002, 17, 161-168.
  • Chelani, A.B.; Gajghate, D.G.; Tamhane, S.M.; Hasan, M.Z. Statistical Modeling of Air Pollutants in Ambient Air of Delhi; Water, Air, Soil Pollut. 2001, 132, 315-331.
  • Katz, M. Methods for Air Sampling and Analysis, 2nd ed.; APHA Press Inc.: Springfield, VA, 1977.
  • Air Quality Status in Ten Cities of India; NEERI: Nagpur, India, 19931998.
  • Collet, R.S.; Oluyemi, K. Air Quality Modeling: A Technical Review of Mathematical Approaches; Meteorol. Appl. 1997, 4, 235-246.
  • Zurado, J.M. Introduction to Artificial Neural Systems; Jaico Publishing House: Mumbai, India, 1992.
  • Sarle, W.S.; Cary, N.C. Frequently Asked Questions. ftp://ftp.sas.com/pub/neural (accessed 1999).
  • Beale, M. MATLAB User’s Guide (Version 5.1), Neural-Network Toolbox; The Math Works Inc.: Natick, MA, 1997.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.