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Performance Comparison between MLP Neural Network and Exponential Curve Fitting on Airwaves Data

muhamad, abdulkarim and Shafie, Afza and Wan Ahmad, Wan Fatimah and Razali, Radzuan (2014) Performance Comparison between MLP Neural Network and Exponential Curve Fitting on Airwaves Data. [Citation Index Journal]

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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%.

Item Type:Citation Index Journal
Impact Factor:0.535
Subjects:T Technology > T Technology (General)
Academic Subject One:Neural Network
Departments / MOR / COE:Departments > Computer Information Sciences
ID Code:11079
Deposited By: Assoc Prof Dr Wan Fatimah Wan Ahmad
Deposited On:16 Feb 2014 23:41
Last Modified:16 Feb 2014 23:41

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