Sulfur Dioxide AQI Modeling by Artificial Neural Network in Tehran between 2007 and 2013
Background: Air pollution and concerns about health impacts have been raised in metropolitan cities like Tehran. Trend and prediction of air pollutants can show the effectiveness of strategies for the management and control of air pollution. Artificial neural network (ANN) technique is widely used as a reliable method for modeling of air pollutants in urban areas. Therefore, the aim of current study was to evaluate the trend of sulfur dioxide (SO2) air quality index (AQI) in Tehran using ANN.Methods: The dataset of SO2 concentration and AQI in Tehran between 2007 and 2013 for 2550 days were obtained from air quality monitoring fix stations belonging to the Department of Environment (DOE). These data were used as input for the ANN and nonlinear autoregressive (NAR) model using Matlab (R2014a) software.Results: Daily and annual mean concentration of SO2 except 2008 (0.037 ppm) was less than the EPA standard (0.14 and 0.03 ppm, respectively). Trend of SO2 AQI showed the variation of SO2 during different days, but the study declined overtime and the predicted trend is higher than the actual trend.Conclusion: The trend of SO2 AQI in this study, despite daily fluctuations in ambient air of Tehran over the period of the study have decreased and the difference between the predicted and actual trends can be related to various factors, such as change in management and control of SO2 emissions strategy and lack of effective parameters in SO2 emissions in predicting model
Year of publication: |
2016
|
---|---|
Authors: | Motesaddi, Saeed |
Other Persons: | Nowrouz, Parviz (contributor) ; Alizadeh, Behrouz (contributor) ; Khalili, Fariba (contributor) ; Nemati, Reza (contributor) |
Publisher: |
[2016]: [S.l.] : SSRN |
Subject: | Neuronale Netze | Neural networks | Schwefelemissionen | Sulphur emissions | Theorie | Theory |
Saved in:
freely available
Extent: | 1 Online-Ressource (6 p) |
---|---|
Type of publication: | Book / Working Paper |
Language: | English |
Notes: | In: Environmental Health Engineering and Management Journal 2015 In: 2(4): 173–178 Nach Informationen von SSRN wurde die ursprüngliche Fassung des Dokuments December 6, 2015 erstellt |
Source: | ECONIS - Online Catalogue of the ZBW |
Persistent link: https://www.econbiz.de/10012993279
Saved in favorites
Similar items by subject
-
The politics of markets : the acid rain control policy in the 1990 Clean Air Act amendments
Kete, Nancy, (1992)
-
Grenzüberschreitende Umweltprobleme am Beispiel der Schwefeldioxidemissionen in Eureopa
Bartsch, Elga, (1992)
-
On pollution permit banking and market power
Liski, Matti, (2006)
- More ...