Dimensions
DimensionsAbdulkarim, M. and Shafie, A. and Ahmad, W.F.W. and Razali, R. (2014) Performance comparison between MLP neural network and exponential curve fitting on airwaves data. Lecture Notes in Electrical Engineering, 279 LN. pp. 1079-1087. ISSN 18761100
Full text not available from this repository.Abstract
This study aims at comparing the performance of a Multi-Layer Feed-Forward Neural Network and exponential curve fitting Models for the estimation of airwaves associated with shallow water Controlled Source Electro-Magnetic (CSEM) data. The performance measure is based on Mean Square Error (MSE), Sum of Squares Error (SSE) and coefficient of determination (R2). The MLP-NN network produced better and superior results with low MSE of 1.13e-7, SSE of 0.00017 and higher R2 of 99.35. © 2014 Springer-Verlag Berlin Heidelberg.
| Item Type: | Article |
|---|---|
| Additional Information: | cited By 2; Conference of 5th FTRA International Conference on Computer Science and its Applications, CSA 2013 ; Conference Date: 18 December 2013 Through 21 December 2013; Conference Code:104420 |
| Uncontrolled Keywords: | Computer science; Curve fitting, Airwaves; Coefficient of determination; CSEM; Exponential curves; MSE; Multi layer perceptron; SSE, Mean square error |
| Depositing User: | Mr Ahmad Suhairi UTP |
| Date Deposited: | 09 Nov 2023 16:17 |
| Last Modified: | 09 Nov 2023 16:17 |
| URI: | https://khub.utp.edu.my/scholars/id/eprint/5424 |
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