Arif, Agus and Asirvadam, Vijanth S. and Karsiti, M. N. (2010) Forward modeling of seabed logging with controlled source electromagnetic method using multilayer perceptron. In: Applied Electromagnetics (APACE), 2010 IEEE Asia-Pacific Conference on.
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Abstract
Forward modeling is an important step in processing data of seabed logging (SBL) with controlled source electromagnetic (CSEM) method to determine the location of a hydrocarbon layer under the seafloor. In this research, forward modeling was conducted using a multi layer perceptron (MLP), which is an important type of artificial neural networks. To train this MLP, a data set was generated using simulation software: COMSOL Multiphysics. The MLP designed has 3 layers with 3 neurons in input layer and 1 neuron in output layer. The single hidden layer contained neurons whose number had been varied between 3 until 15 neurons. The performance comparison showed that the MLP with 10 neurons in its hidden layer was the best to model SBL with CSEM method.
| Item Type: | Conference or Workshop Item (Paper) |
|---|---|
| Subjects: | T Technology > TK Electrical engineering. Electronics Nuclear engineering Q Science > QA Mathematics > QA75 Electronic computers. Computer science |
| ID Code: | 4638 |
| Deposited By: | Dr Vijanth Sagayan Asirvadam |
| Deposited On: | 22 Nov 2012 02:55 |
| Last Modified: | 19 Jan 2017 08:23 |
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