Prediction of power consumption and water productivity of seawater greenhouse system using random vector functional link network integrated with artificial ecosystem-based optimization

作者: F.A. Essa , Mohamed Abd Elaziz , Ammar H. Elsheikh

DOI: 10.1016/J.PSEP.2020.07.044

关键词: Mean squared errorMathematical optimizationMultivariate random variableEnvironmental scienceSeawaterDesalinationSeawater greenhouseCoefficient of determinationArtificial neural networkApproximation error

摘要: Abstract The seawater greenhouse desalination technology is a kind of plant which simulates the water cycle through evaporation and condensation into freshwater. A novel random vector functional link (RVFL) network integrated with artificial ecosystem-based optimization (AEO) algorithm proposed to predict performance (SWGH) system. Power consumption productivity SWGH are predicted using RVFL-AEO model. statistical analyses different criteria such as root mean square error, absolute relative efficiency coefficient, coefficient determination, overall index, coefficient residual mass also carried out examine efficiency neural network. tools obtained perfect match between experimental model results. compared that conventional RVFL showed better RVFL; indicates role AEO in obtaining optimal parameters enhances accuracy

参考文章(27)
Dirk Husmeier, Random Vector Functional Link (RVFL) Networks Neural Networks for Conditional Probability Estimation. pp. 87- 97 ,(1999) , 10.1007/978-1-4471-0847-4_6
T. Tahri, S. A. Abdul-Wahab, A. Bettahar, M. Douani, H. Al-Hinai, Y. Al-Mulla, Simulation of the condenser of the seawater greenhouse Journal of Thermal Analysis and Calorimetry. ,vol. 96, pp. 35- 42 ,(2009) , 10.1007/S10973-008-9835-Z
M. Zamen, M. Amidpour, M. Rezaei Firoozjaei, A novel integrated system for fresh water production in greenhouse: Dynamic simulation Desalination. ,vol. 322, pp. 52- 59 ,(2013) , 10.1016/J.DESAL.2013.04.024
Yoh-Han Pao, Stephen M. Phillips, The functional link net and learning optimal control Neurocomputing. ,vol. 9, pp. 149- 164 ,(1995) , 10.1016/0925-2312(95)00066-F
B. Dawoud, Y.H. Zurigat, B. Klitzing, T. Aldoss, G. Theodoridis, On the possible techniques to cool the condenser of seawater greenhouses Desalination. ,vol. 195, pp. 119- 140 ,(2006) , 10.1016/J.DESAL.2005.09.038
Hacene Mahmoudi, Nawel Spahis, Mattheus F Goosen, Noreddine Ghaffour, Nadjib Drouiche, Abdellah Ouagued, None, Application of geothermal energy for heating and fresh water production in a brackish water greenhouse desalination unit: A case study from Algeria Renewable & Sustainable Energy Reviews. ,vol. 14, pp. 512- 517 ,(2010) , 10.1016/J.RSER.2009.07.038
Hacene Mahmoudi, Nawel Spahis, Mattheus F Goosen, Shyam Sablani, Sabah A Abdul-wahab, Noreddine Ghaffour, Nadjib Drouiche, None, Assessment of wind energy to power solar brackish water greenhouse desalination units: A case study from Algeria Renewable & Sustainable Energy Reviews. ,vol. 13, pp. 2149- 2155 ,(2009) , 10.1016/J.RSER.2009.03.001