Ambient Air Quality Classification by Grey Wolf Optimizer Based Support Vector Machine
Joint Authors
Saxena, Akash
Shekhawat, Shalini
Source
Journal of Environmental and Public Health
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-08-15
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
With the development of society along with an escalating population, the concerns regarding public health have cropped up.
The quality of air becomes primary concern regarding constant increase in the number of vehicles and industrial development.
With this concern, several indices have been proposed to indicate the pollutant concentrations.
In this paper, we present a mathematical framework to formulate a Cumulative Index (CI) on the basis of an individual concentration of four major pollutants (SO2, NO2, PM2.5, and PM10).
Further, a supervised learning algorithm based classifier is proposed.
This classifier employs support vector machine (SVM) to classify air quality into two types, that is, good or harmful.
The potential inputs for this classifier are the calculated values of CIs.
The efficacy of the classifier is tested on the real data of three locations: Kolkata, Delhi, and Bhopal.
It is observed that the classifier performs well to classify the quality of air.
American Psychological Association (APA)
Saxena, Akash& Shekhawat, Shalini. 2017. Ambient Air Quality Classification by Grey Wolf Optimizer Based Support Vector Machine. Journal of Environmental and Public Health،Vol. 2017, no. 2017, pp.1-12.
https://search.emarefa.net/detail/BIM-1175550
Modern Language Association (MLA)
Saxena, Akash& Shekhawat, Shalini. Ambient Air Quality Classification by Grey Wolf Optimizer Based Support Vector Machine. Journal of Environmental and Public Health No. 2017 (2017), pp.1-12.
https://search.emarefa.net/detail/BIM-1175550
American Medical Association (AMA)
Saxena, Akash& Shekhawat, Shalini. Ambient Air Quality Classification by Grey Wolf Optimizer Based Support Vector Machine. Journal of Environmental and Public Health. 2017. Vol. 2017, no. 2017, pp.1-12.
https://search.emarefa.net/detail/BIM-1175550
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1175550