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Artificial Neural Network Modeling for Al-Zn-Sn sacrificial anode protection of low carbon steel in saline media

This work presents the artificial neural network(ANN) modeling for sacrificial anode cathodic protection of low carbon steel using Al-Zn-Sn alloys anodes in saline media. Corrosion experiments were used to obtain data for developing a neural network model. The Feed forward Levenberg-Marquadt trainin...

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Published: 2012
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LEADER 00000njm a2000000a 4500
001 oai:repository.ui.edu.ng:123456789/2573
042 |a dc 
720 |a Oluwole, O.  |e author 
720 |a Idusuyi, N.  |e author 
260 |c 2012 
520 |a This work presents the artificial neural network(ANN) modeling for sacrificial anode cathodic protection of low carbon steel using Al-Zn-Sn alloys anodes in saline media. Corrosion experiments were used to obtain data for developing a neural network model. The Feed forward Levenberg-Marquadt training algorithm with passive time, pH, conductivity,% metallic composition used in the input layer and the corrosion potential measured against a silver/silver chloride(Ag/AgCl) reference electrode used as the target or output variable. The modeling results obtained show that the network with 4 neurons in the input layer, 10 neurons in the hidden layer and 1 neuron in the output layer had a high correlation coefficient (R-value) of 0.850602 for the test data, and a low mean square error (MSE) of 0.0261294. 9 
024 8 |a 2162-9382 
024 8 |a 2162-8424 
024 8 |a ui_art_oluwole_artificial_2012 
024 8 |a American Journal of Materials Science 2(3), pp. 62-65 
024 8 |a http://ir.library.ui.edu.ng/handle/123456789/2573 
653 |a Cathodic Protection 
653 |a Artificial Neural Networks 
653 |a Sacrificial Anodes 
245 0 0 |a Artificial Neural Network Modeling for Al-Zn-Sn sacrificial anode protection of low carbon steel in saline media