PREDI CTION OF PERMEABILITY REDUCTION IN POROUS MEDIA DUE TO CALCIUM SULFATE SCALING USING NEURAL NETWORK
عنوان مقاله: PREDI CTION OF PERMEABILITY REDUCTION IN POROUS MEDIA DUE TO CALCIUM SULFATE SCALING USING NEURAL NETWORK
شناسه ملی مقاله: ICOGPP02_167
منتشر شده در دومین کنفرانس بین المللی نفت، گاز و پتروشیمی در سال 1393
شناسه ملی مقاله: ICOGPP02_167
منتشر شده در دومین کنفرانس بین المللی نفت، گاز و پتروشیمی در سال 1393
مشخصات نویسندگان مقاله:
r Zabihi - Environmental Research Center in Petroleum and Petrochemical Industries,School of Chemical and Petroleum Engineering, Shiraz University, Iran
f Esmaeilzadeh - Environmental Research Center in Petroleum and Petrochemical Industries,School of Chemical and Petroleum Engineering, Shiraz University, Iran
d Mowla - Environmental Research Center in Petroleum and Petrochemical Industries,School of Chemical and Petroleum Engineering, Shiraz University, Iran
خلاصه مقاله:
r Zabihi - Environmental Research Center in Petroleum and Petrochemical Industries,School of Chemical and Petroleum Engineering, Shiraz University, Iran
f Esmaeilzadeh - Environmental Research Center in Petroleum and Petrochemical Industries,School of Chemical and Petroleum Engineering, Shiraz University, Iran
d Mowla - Environmental Research Center in Petroleum and Petrochemical Industries,School of Chemical and Petroleum Engineering, Shiraz University, Iran
In this research a new model was presented for prediction of permeability ratio and its reduction due to calcium sulfate scaling during waterflooding using multilayer perceptron and test data. To achieve the maximum efficiency, number of neurons, training function, number of hidden layer and activation function were optimized for multilayer perceptron (MLP) model. The MLP model predicted permeability ratio after waterflooding with total average absolute deviation of 3% whereas the recommended correlation from later studies had about 13% error.
کلمات کلیدی: Permeability reduction, Multilayer perceptron, Calcium sulfate scale, Porous media
صفحه اختصاصی مقاله و دریافت فایل کامل: https://civilica.com/doc/394008/