scholarly journals Modeling and optimization of small-scale NF/RO seawater desalination using the artificial neural network (ANN)

2021 ◽  
Author(s):  
Asma Adda ◽  
Salah Hanini ◽  
Salah Bezari ◽  
Maamar Laidi ◽  
Mohamed Abbas
Keyword(s):  
Neural Network ◽  
Artificial Neural Network ◽  
Small Scale ◽  
Seawater Desalination ◽  
Modeling And Optimization ◽  
Artificial Neural ◽  
Artificial Neural Network Ann

scholarly journals Investigation of the Efficiency of Small-Scale NF/RO Seawater Desalination by Using Artificial Neural Network Modeling

2021 ◽  
Vol 16 (3) ◽  
pp. 239-299
Author(s):  
Asma Adda ◽  
Salah Bezari ◽  
Mohamed Salmi ◽  
Giulio Lorenzini ◽  
Maamar Laidi ◽  
...  
Keyword(s):  
Neural Network ◽  
Artificial Neural Network ◽  
Flow Rate ◽  
Coefficient Of Determination ◽  
Neural Network Modeling ◽  
Small Scale ◽  
Water Recovery ◽  
Seawater Desalination ◽  
Feed Forward Back Propagation ◽  
Artificial Neural

An attempt is conducted in this paper to develop an artificial neural network (ANN) model for predicting the efficiency of small-scale NF/RO seawater desalination, then applied to the simulation of permeate flow rate and water recovery. A feed-forward back-propagation neural network with the Levenberg-Marquardt learning algorithm is considered. The performance of ANN compared to the multiple linear regression (MLR) is based on the calculated value of the coefficient of determination (R2). For ANN, R2 permeate flow rate was 0.997, and R2 permeate water recovery was 0.999, and for MLR, R2 permeate flow rate was 0.508, and R2 permeate water recovery was 0.713. It was observed that ANN performed better than the MLR.

Application of the Artificial Neural Network (ANN) Method as MPPT Photovoltaic for DC Source Storage

2019 ◽  
Vol 12 (3) ◽  
pp. 145 ◽  
Author(s):  
Epyk Sunarno ◽  
Ramadhan Bilal Assidiq ◽  
Syechu Dwitya Nugraha ◽  
Indhana Sudiharto ◽  
Ony Asrarul Qudsi ◽  
...  
Keyword(s):  
Neural Network ◽  
Artificial Neural Network ◽  
Artificial Neural ◽  
Artificial Neural Network Ann
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