Application of Functional Link Artificial Neural Network for Prediction of Machinery Noise in Opencast Mines
Joint Authors
Tripathy, Debi Prasad
Nanda, Santosh Kumar
Source
Issue
Vol. 2011, Issue 2011 (31 Dec. 2011), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2011-06-27
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Information Technology and Computer Science
Abstract EN
Functional link-based neural network models were applied to predict opencast mining machineries noise.
The paper analyzes the prediction capabilities of functional link neural network based noise prediction models vis-à-vis existing statistical models.
In order to find the actual noise status in opencast mines, some of the popular noise prediction models, for example, ISO-9613-2, CONCAWE, VDI, and ENM, have been applied in mining and allied industries to predict the machineries noise by considering various attenuation factors.
Functional link artificial neural network (FLANN), polynomial perceptron network (PPN), and Legendre neural network (LeNN) were used to predict the machinery noise in opencast mines.
The case study is based on data collected from an opencast coal mine of Orissa, India.
From the present investigations, it could be concluded that the FLANN model give better noise prediction than the PPN and LeNN model.
American Psychological Association (APA)
Nanda, Santosh Kumar& Tripathy, Debi Prasad. 2011. Application of Functional Link Artificial Neural Network for Prediction of Machinery Noise in Opencast Mines. Advances in Fuzzy Systems،Vol. 2011, no. 2011, pp.1-11.
https://search.emarefa.net/detail/BIM-501634
Modern Language Association (MLA)
Nanda, Santosh Kumar& Tripathy, Debi Prasad. Application of Functional Link Artificial Neural Network for Prediction of Machinery Noise in Opencast Mines. Advances in Fuzzy Systems No. 2011 (2011), pp.1-11.
https://search.emarefa.net/detail/BIM-501634
American Medical Association (AMA)
Nanda, Santosh Kumar& Tripathy, Debi Prasad. Application of Functional Link Artificial Neural Network for Prediction of Machinery Noise in Opencast Mines. Advances in Fuzzy Systems. 2011. Vol. 2011, no. 2011, pp.1-11.
https://search.emarefa.net/detail/BIM-501634
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-501634