UGC Approved Journal no 63975(19)

ISSN: 2349-5162 | ESTD Year : 2014
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Published in:

Volume 6 Issue 6
June-2019
eISSN: 2349-5162

UGC and ISSN approved 7.95 impact factor UGC Approved Journal no 63975

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Published Paper ID:
JETIR1907F77


Registration ID:
222129

Page Number

581-587

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Title

Road Traffic Prediction Using K-Means Clustering and Optimized Multilayer Perceptron Using Genetic Algorithm

Authors

Abstract

With the growth of population, numbers of vehicles have also grown exponentially but the traffic management system has not developed at the same pace. As a result, traffic has become a major issue in major cities and countries of the world, traffic jams have increased leading to more accidents and pollution. This paper presents a novel machine learning strategy which uses K-means clustering and Multilayer Neural Networks for the purpose of predicting traffic in better way. Genetic Algorithm has been used to optimize the results of MLP. The proposed system can solve the traffic problem up to great extent without use of any man-power. It also highlights the better accuracy of the model than using Multilayer Neural Network or any of these alone and gives the future scope of our model.

Key Words

Neural Networks, K-means Clustering, Traffic-flow Prediction

Cite This Article

"Road Traffic Prediction Using K-Means Clustering and Optimized Multilayer Perceptron Using Genetic Algorithm", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.6, Issue 6, page no.581-587, June 2019, Available :http://www.jetir.org/papers/JETIR1907F77.pdf

ISSN


2349-5162 | Impact Factor 7.95 Calculate by Google Scholar

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 7.95 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Cite This Article

"Road Traffic Prediction Using K-Means Clustering and Optimized Multilayer Perceptron Using Genetic Algorithm", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.6, Issue 6, page no. pp581-587, June 2019, Available at : http://www.jetir.org/papers/JETIR1907F77.pdf

Publication Details

Published Paper ID: JETIR1907F77
Registration ID: 222129
Published In: Volume 6 | Issue 6 | Year June-2019
DOI (Digital Object Identifier):
Page No: 581-587
Country: Gurdaspur, punjab, India .
Area: Engineering
ISSN Number: 2349-5162
Publisher: IJ Publication


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