Modeling and Optimizing of NH4+ Removal from Stormwater by Coal-Based Granular Activated Carbon Using RSM and ANN Coupled with GA

作者: Zhiwei Zhou , Yanling Yang , Xing Li , Yuankun Liu , Aixin Yu

DOI: 10.3390/W13050608

关键词: SorptionAnalytical chemistryLangmuir adsorption modelKinetic energyScanning electron microscopeCoalQuadratic functionAdsorptionResponse surface methodologyMaterials science

摘要: … Over the years, various techniques have been used to remove ammonia … adsorption is considered to be a feasible method to remove ammonia nitrogen from water, since adsorption …

参考文章(41)
Meng-Wen Chang, Chia-Chun Chung, Jia-Ming Chern, Tai-Shang Chen, Dye decomposition kinetics by UV/H2O2: Initial rate analysis by effective kinetic modelling methodology Chemical Engineering Science. ,vol. 65, pp. 135- 140 ,(2010) , 10.1016/J.CES.2009.01.056
R.V Muralidhar, R.R Chirumamila, R Marchant, P Nigam, A response surface approach for the comparison of lipase production by Candida cylindracea using two different carbon sources Biochemical Engineering Journal. ,vol. 9, pp. 17- 23 ,(2001) , 10.1016/S1369-703X(01)00117-6
K.Y. Foo, B.H. Hameed, Insights into the modeling of adsorption isotherm systems Chemical Engineering Journal. ,vol. 156, pp. 2- 10 ,(2010) , 10.1016/J.CEJ.2009.09.013
Manpreet S. Bhatti, Dhriti Kapoor, Rajeev K. Kalia, Akepati S. Reddy, Ashwani K. Thukral, RSM and ANN modeling for electrocoagulation of copper from simulated wastewater: Multi objective optimization using genetic algorithm approach Desalination. ,vol. 274, pp. 74- 80 ,(2011) , 10.1016/J.DESAL.2011.01.083
Machavaram Rajendra, Prakash Chandra Jena, Hifjur Raheman, Prediction of optimized pretreatment process parameters for biodiesel production using ANN and GA Fuel. ,vol. 88, pp. 868- 875 ,(2009) , 10.1016/J.FUEL.2008.12.008
Gregory H. LeFevre, Kim H. Paus, Poornima Natarajan, John S. Gulliver, Paige J. Novak, Raymond M. Hozalski, Review of dissolved pollutants in urban storm water and their removal and fate in bioretention cells Journal of Environmental Engineering. ,vol. 141, pp. 04014050- ,(2015) , 10.1061/(ASCE)EE.1943-7870.0000876
Kurt Hornik, Maxwell Stinchcombe, Halbert White, Multilayer feedforward networks are universal approximators Neural Networks. ,vol. 2, pp. 359- 366 ,(1989) , 10.1016/0893-6080(89)90020-8