International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Open Access | Fully Refereed | Peer Reviewed

ISSN: 2319-7064




Downloads: 122 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

M.Tech / M.E / PhD Thesis | Civil Engineering | India | Volume 5 Issue 10, October 2016


Air Pollution Analysis for Kannur City Using Artificial Neural Network

Nayana Vijayaraghavan, Gayathri S Mohan


Abstract: The pattern of economic growth that we are adopting is increasingly associated with environmental pollution. It is clear that in the developing or developed countries increased mechanization, transportation, populations, etc. causes air pollution which is a major and effective environmental problem. Present study focuses on analysis of air pollution in Kannur city of Kerala. In this study, prediction models are developed using non-linear autoregressive network with exogenous inputs (NARX Network) for the air pollutants. Several meteorological data such as ambient air temperature, relative humidity, and wind speed were given as input parameters while concentration of nitrogen dioxide (NO2), sulphur dioxide (SO2), respirable suspended particulate matter (RSPM) and suspended particulate matter (SPM) were considered as the output variable in this study. Also the four past values of output were fed back to the input. The performance of the developed model was assessed through a measure of minimum Mean Square Error (MSE). Result obtained shows that pollutant concentration at all two locations were found to be within the limit of NAAQS, India. Developed ANN model was found to be better model for future air pollution prediction with minimum MSE and it gives higher R2.


Keywords: Air pollution, Artificial Neural Network, Back propagation neural network, Multilayer perceptron, Mean square error, NO2, SO2, RSPM, SPM


Edition: Volume 5 Issue 10, October 2016,


Pages: 1399 - 1401


How to Cite this Article?

Nayana Vijayaraghavan, Gayathri S Mohan, "Air Pollution Analysis for Kannur City Using Artificial Neural Network", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=21101602, Volume 5 Issue 10, October 2016, 1399 - 1401

How to Share this Article?

Enter Your Email Address


Similar Articles with Keyword 'Air pollution'

Downloads: 125

Review Papers, Civil Engineering, India, Volume 4 Issue 2, February 2015

Pages: 275 - 277

A Review of Research on Monorail as an Alternative Mass Rapid Transit System

Rewati Marathe, N. D. Hajiani

Share this Article

Downloads: 137

Research Paper, Civil Engineering, India, Volume 6 Issue 7, July 2017

Pages: 269 - 273

Investigation on Fly Ash-Lime-Gypsum Mix Mixed with Stone Dust

Nitin, Tapesh Behl, Rachit, Kapil Dev Patyal

Share this Article

Similar Articles with Keyword 'Artificial Neural Network'

Downloads: 115

Research Paper, Civil Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2863 - 2866

Artificial Neural Network: An Effective Tool for Predicting Water Quality for Kalyan-Dombivali Municipal Corporation

Rajesh R. Goyal, Hema Patel, S. J. Mane

Share this Article

Downloads: 116

Research Paper, Civil Engineering, India, Volume 3 Issue 7, July 2014

Pages: 290 - 293

Development of Artificial Neural Network Models for Estimation of Yield of Cotton

Pranav Mistry, Dr. T.M.V.Suryanarayana

Share this Article

Similar Articles with Keyword 'Multilayer perceptron'

Downloads: 115

Research Paper, Civil Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2863 - 2866

Artificial Neural Network: An Effective Tool for Predicting Water Quality for Kalyan-Dombivali Municipal Corporation

Rajesh R. Goyal, Hema Patel, S. J. Mane

Share this Article

Downloads: 127

M.Tech / M.E / PhD Thesis, Civil Engineering, India, Volume 5 Issue 10, October 2016

Pages: 1402 - 1405

Prediction of Effluent Treatment Plant Performance in a Diary Industry Using Artificial Neural Network Technique

Amrutha Vijayan, Gayathri S Mohan

Share this Article

Similar Articles with Keyword 'Mean square error'

Downloads: 122

Research Paper, Civil Engineering, India, Volume 3 Issue 7, July 2014

Pages: 1077 - 1082

Application of Artificial Neural Network (ANN) for Reservoir Water Level Forecasting

Shilpi Rani, Dr. Falguni Parekh

Share this Article

Downloads: 140

Research Paper, Civil Engineering, India, Volume 5 Issue 10, October 2016

Pages: 737 - 743

Assessment of Drought Using Standardized Precipitation Index and Reconnaissance Drought Index and Forecasting by Artificial Neural Network

Jinal J. Dalwadi, Dr. Falguni Parekh

Share this Article

Similar Articles with Keyword 'Air'

Downloads: 129

M.Tech / M.E / PhD Thesis, Civil Engineering, India, Volume 8 Issue 5, May 2019

Pages: 784 - 786

Analysis of Visual Impairment for Designing a Revival Center

Vishnu R, Fazil P

Share this Article

Downloads: 188 | Monthly Hits: ⮙1

Case Studies, Civil Engineering, India, Volume 8 Issue 4, April 2019

Pages: 141 - 154

Case Study Papers on Practical Guidelines for the Inspection and Repair of Hot Dip Galvanized Coatings

Harshal S Khode

Share this Article

Similar Articles with Keyword 'pollution'

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Review Papers, Civil Engineering, India, Volume 10 Issue 6, June 2021

Pages: 1051 - 1055

Removal of Chromium & Lead Using Water Hyacinth and Bio-Sorbents

Aashish Sanjeev Medhe, Adesh Bamb, Priyobarta Singh, Prof. Swati Shegane

Share this Article

Downloads: 2

Research Paper, Civil Engineering, India, Volume 10 Issue 5, May 2021

Pages: 877 - 879

Experimental Investigation on Partial Replacement of Cement by Prosopis Juliflora in Self Compacting Concrete

Dharaneswari .V .K, Sharmila Devi .K

Share this Article

Similar Articles with Keyword 'Artificial'

Downloads: 108

Research Paper, Civil Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2354 - 2359

The Water Quality Loss Due to Dust Pollution in South Katraj Region

G. N. Supe, Prof. S. M. Gawande

Share this Article

Downloads: 108

M.Tech / M.E / PhD Thesis, Civil Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2849 - 2851

Assessing Water Quality of Kala Talao by Adopting Pollution Remedies

Shailesh C Kulkarni, Dr. Shweta Verma, S. J. Mane

Share this Article

Similar Articles with Keyword 'Neural'

Downloads: 115

Research Paper, Civil Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2863 - 2866

Artificial Neural Network: An Effective Tool for Predicting Water Quality for Kalyan-Dombivali Municipal Corporation

Rajesh R. Goyal, Hema Patel, S. J. Mane

Share this Article

Downloads: 116

Research Paper, Civil Engineering, India, Volume 3 Issue 7, July 2014

Pages: 290 - 293

Development of Artificial Neural Network Models for Estimation of Yield of Cotton

Pranav Mistry, Dr. T.M.V.Suryanarayana

Share this Article

Similar Articles with Keyword 'Network'

Downloads: 1

Case Studies, Civil Engineering, India, Volume 10 Issue 10, October 2021

Pages: 250 - 253

A Case Study on Road Safety Auditing

Sathya Dharan S, Salini P N

Share this Article

Downloads: 2

Research Paper, Civil Engineering, Albania, Volume 10 Issue 7, July 2021

Pages: 779 - 785

Determining the Position of GNSS Network Stations based on the Permanent European GNSS EUREF Network (EPN)

Genti Qirjazi

Share this Article

Similar Articles with Keyword 'Back'

Downloads: 3

Research Paper, Civil Engineering, India, Volume 10 Issue 6, June 2021

Pages: 1456 - 1457

Factor Affecting Quality Management in Construction Industry

Nikhil R Darokar, F. H. Khan

Share this Article

Downloads: 4

Research Paper, Civil Engineering, India, Volume 10 Issue 7, July 2021

Pages: 318 - 323

Estimation of Biomass Composition and Biological Sludge Production in SBR Plants of India

Ghazal Srivastava, Absar Ahmad Kazmi

Share this Article

Similar Articles with Keyword 'propagation'

Downloads: 60

Research Paper, Civil Engineering, Cameroon, Volume 7 Issue 2, February 2018

Pages: 595 - 602

Numerical Simulation of a Building Collapse on Sandy Clay of Douala City in Cameroon

A. Abanda; Dr. D. Fokwa; P. Eba'a

Share this Article

Downloads: 104

Research Paper, Civil Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2698 - 2700

Perturbation Analysis of Unsaturated Flow in Dry Clay

Pankaj Jakhar

Share this Article

Similar Articles with Keyword 'neural'

Downloads: 115

Research Paper, Civil Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2863 - 2866

Artificial Neural Network: An Effective Tool for Predicting Water Quality for Kalyan-Dombivali Municipal Corporation

Rajesh R. Goyal, Hema Patel, S. J. Mane

Share this Article

Downloads: 116

Research Paper, Civil Engineering, India, Volume 3 Issue 7, July 2014

Pages: 290 - 293

Development of Artificial Neural Network Models for Estimation of Yield of Cotton

Pranav Mistry, Dr. T.M.V.Suryanarayana

Share this Article

Similar Articles with Keyword 'network'

Downloads: 1

Case Studies, Civil Engineering, India, Volume 10 Issue 10, October 2021

Pages: 250 - 253

A Case Study on Road Safety Auditing

Sathya Dharan S, Salini P N

Share this Article

Downloads: 2

Research Paper, Civil Engineering, Albania, Volume 10 Issue 7, July 2021

Pages: 779 - 785

Determining the Position of GNSS Network Stations based on the Permanent European GNSS EUREF Network (EPN)

Genti Qirjazi

Share this Article

Similar Articles with Keyword 'Multilayer'

Downloads: 115

Research Paper, Civil Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2863 - 2866

Artificial Neural Network: An Effective Tool for Predicting Water Quality for Kalyan-Dombivali Municipal Corporation

Rajesh R. Goyal, Hema Patel, S. J. Mane

Share this Article

Downloads: 127

M.Tech / M.E / PhD Thesis, Civil Engineering, India, Volume 5 Issue 10, October 2016

Pages: 1402 - 1405

Prediction of Effluent Treatment Plant Performance in a Diary Industry Using Artificial Neural Network Technique

Amrutha Vijayan, Gayathri S Mohan

Share this Article

Similar Articles with Keyword 'perceptron'

Downloads: 115

Research Paper, Civil Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2863 - 2866

Artificial Neural Network: An Effective Tool for Predicting Water Quality for Kalyan-Dombivali Municipal Corporation

Rajesh R. Goyal, Hema Patel, S. J. Mane

Share this Article

Downloads: 127

M.Tech / M.E / PhD Thesis, Civil Engineering, India, Volume 5 Issue 10, October 2016

Pages: 1402 - 1405

Prediction of Effluent Treatment Plant Performance in a Diary Industry Using Artificial Neural Network Technique

Amrutha Vijayan, Gayathri S Mohan

Share this Article

Similar Articles with Keyword 'Mean'

Downloads: 4

Review Papers, Civil Engineering, India, Volume 10 Issue 6, June 2021

Pages: 44 - 47

Introduction of Conflict and Dispute in Construction Industry

Shubham Dhanke, Nityanand Futane

Share this Article

Downloads: 112

Research Paper, Civil Engineering, India, Volume 6 Issue 3, March 2017

Pages: 2308 - 2311

Performance Assessment of Public and Intermediate Public Transportation from P-O-C Perception: Case Study of Udaipur City

Satya Prakash Panwar

Share this Article

Similar Articles with Keyword 'square'

Downloads: 202

Review Papers, Civil Engineering, India, Volume 9 Issue 5, May 2020

Pages: 386 - 392

Review Paper on Case Study of Radisson Square, Indore

Bhavesh Koranne, Vinay Deulkar

Share this Article

Downloads: 113 | Monthly Hits: ⮙1

M.Tech / M.E / PhD Thesis, Civil Engineering, India, Volume 5 Issue 7, July 2016

Pages: 1026 - 1030

Analysis and Design of Four Legged Transmission Tower

Archana R, Aswathy S Kumar

Share this Article

Similar Articles with Keyword 'error'

Downloads: 104

Research Paper, Civil Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2698 - 2700

Perturbation Analysis of Unsaturated Flow in Dry Clay

Pankaj Jakhar

Share this Article

Downloads: 111

Research Paper, Civil Engineering, India, Volume 6 Issue 3, March 2017

Pages: 2105 - 2109

Error Analysis of Friction Factor Formulae with Respect to Colebrook-White Equation

Bharati Medhi Das, Bibhash Sarma, Madan Mohan Das

Share this Article
Top