International Journal of Engineering Research in Mechanical and Civil Engineering (IJERMCE)

Monthly Journal for Mechanical and Civil Engineering

Volume3,January 2018,

Topic : Forecasting Criteria Air Pollutants Using Artificial Neural Network

Authors:Shreenivas N. Londhe || Priyanka P. Shinde

Abstract:Air pollution is a serious problem all over the world which causes terrific loss to human health and other living beings. Criteria pollutants like Oxides of Sulphur (SO2), Oxides of Nitrogen (NO2) and Respirable Suspended Particulate Matter (RSPM) have either reached or exceeded the acceptable limits specified by Central Pollution Control Board of India for most of the cities like Pune. So, the forecasting of criteria air pollutants is necessary to take precautions from causes due to air pollutants. In present work, the one day ahead forecasting of air pollutants like SO2, NO2 and RSPM are carried out. Feedforward back-propagation (FFBP) and Radial Basis Function Neural Network (RBFNN) tools are used to forecast air pollutants. The univariate time series are used for modelling. The FFBP models for SO2, NO2 and RSPM are modeled.

Keywords: SO2, NO2, RSPM, FFBP, RBFNN, Univariate time series

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DOI: 01.1617/vol5/iss1/pid43192


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Editor-in-Chief
Meinhard Taher Schobeiri
Professor,
Texas A & M University, USA.

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IMPACT FACTOR: 3.8

ISSN(Online): 2456-1290

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Journal Code : IJERMCE
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