Volume 4, Issue 2, June 2019, Page: 36-44
Application of Multiple Linear Regression Technique to Predict Noise Pollution Levels and Their Spatial Patterns in the Tarkwa Mining Community of Ghana
Peter Ekow Baffoe, Department of Geomatic Engineering, Faculty of Mineral Resources Technology, University of Mines and Technology, Tarkwa, Ghana
Alfred Allen Duker, Department of Geomatic Engineering, School of Engineering, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana
Received: Apr. 30, 2019;       Accepted: Jun. 4, 2019;       Published: Jun. 20, 2019
DOI: 10.11648/j.ajmcm.20190402.12      View  187      Downloads  25
Abstract
Predicting and preventing intraurban noise levels in our communities are very challenging for urban planning, epidemiological studies and environmental management, especially in the developing world. Most existing noise-predicting models are limited in providing changes in noise levels during intraurban development and the corresponding noise pollution. In this study, noise levels were measured at 50 purpose-designed monitoring stations and then a land-use regression model was developed for the intraurban noise prediction applying the multiple linear regression (MLR) technique. The measured and the predicted noise levels were compared. These were further compared with noise estimates from a standard noise model, Lyons Empirical model. The results from the developed MLR model did not show any significant differences in the patterns as compared with those of the Lyons Empirical model. The model performance indicators showed a standard deviation of 1.585, high correlation (R) of 0.98, R2 of 0.961 and RMSE of 1.569. The resulting maps showed a heterogeneous distribution of the noise pollution levels in the community. This confirms the usefulness of the method for assessing the spatial pattern of noise pollution in a community. This makes it a useful tool for urban planning, epidemiological studies and environmental management.
Keywords
Noise Level, Noise Pollution, Noise Models, Land Use Regression Models
To cite this article
Peter Ekow Baffoe, Alfred Allen Duker, Application of Multiple Linear Regression Technique to Predict Noise Pollution Levels and Their Spatial Patterns in the Tarkwa Mining Community of Ghana, American Journal of Mathematical and Computer Modelling. Vol. 4, No. 2, 2019, pp. 36-44. doi: 10.11648/j.ajmcm.20190402.12
Copyright
Copyright © 2019 Authors retain the copyright of this article.
This article is an open access article distributed under the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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