Regression model, artificial intelligence, and cost estimation for phosphate adsorption using encapsulated nanoscale zero-valent iron

被引:43
作者
Mahmoud, Ahmed S. [1 ]
Mostafa, Mohamed K. [2 ]
Nasr, Mahmoud [3 ]
机构
[1] Housing & Bldg Natl Res Ctr, Sanit & Environm Engn Res Inst, Giza, Egypt
[2] Zewail City Sci & Technol, Environm Engn Program, Giza, Egypt
[3] Alexandria Univ, Fac Engn, Sanit Engn Dept, Alexandria, Egypt
关键词
Artificial neural network; cost analysis; nZVI/Ca-beads; phosphate adsorption; response surface methodology; CALCIUM ALGINATE BEADS; AQUEOUS-SOLUTION; WASTE-WATER; REMOVAL; NANOPARTICLES; EQUILIBRIUM; BIOSORPTION; GROUNDWATER; ADSORBENT; KINETICS;
D O I
10.1080/01496395.2018.1504799
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This study investigated the adsorption of PO43- onto encapsulated nanoscale zero-valent iron (nZVI). At initial PO43-: 10 mg center dot L-1, the optimum condition was initial pH: 6.5, nZVI dosage: 20 g center dot L-1, stirring-rate: 100 rpm, and time: 30 min, achieving PO43- removal of 42%. The effect of pH and time on the PO43- removal efficiency was quadratic-linear concave up, whereas the curve of nZVI dosage was quadratic-convex. Artificial neural network with a structure of 5-7-1 adequately predicted PO43- removal (R-2: 97.6%), and the sensitivity analysis demonstrated that pH was the most influential input. The cost of the adsorption unit was 3.15 $USD center dot m(-3).
引用
收藏
页码:13 / 26
页数:14
相关论文
共 39 条
[1]   Artificial intelligence, regression model, and cost estimation for removal of chlorothalonil pesticide by activated carbon prepared from casuarina charcoal [J].
Alalm, Mohamed Gar ;
Nasr, Mahmoud .
SUSTAINABLE ENVIRONMENT RESEARCH, 2018, 28 (03) :101-110
[2]   DETERMINATION OF CRYSTALLITE SIZE WITH THE X-RAY SPECTROMETER [J].
ALEXANDER, L ;
KLUG, HP .
JOURNAL OF APPLIED PHYSICS, 1950, 21 (02) :137-142
[3]   Phosphate removal from wastewaters using a weak anion exchanger prepared from a lignocellulosic residue [J].
Anirudhan, TS ;
Noeline, BF ;
Mancihar, DM .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2006, 40 (08) :2740-2745
[4]  
[Anonymous], 1991, AI EXPERT
[5]   A new method of synthesis of iron doped calcium alginate beads and determination of iron content by radiometric method [J].
Banerjee, Anupam ;
Nayak, Dalia ;
Lahiri, Susanta .
BIOCHEMICAL ENGINEERING JOURNAL, 2007, 33 (03) :260-262
[6]   Biosorptive uptake of Fe2+, Cu2+ and As5+ by activated biochar derived from Colocasia esculenta: Isotherm, kinetics, thermodynamics, and cost estimation [J].
Banerjee, Soumya ;
Mukherjee, Shraboni ;
LaminKa-ot, Augustine ;
Joshi, S. R. ;
Mandal, Tamal ;
Halder, Gopinath .
JOURNAL OF ADVANCED RESEARCH, 2016, 7 (05) :597-610
[7]   RETRACTED: Adsorption of phosphate ions onto low cost Aleppo pine adsorbent (Retracted article. See vol.424,pg.169,2007) [J].
Benyoucef, Salah ;
Amrani, Moussa .
DESALINATION, 2011, 275 (1-3) :231-236
[8]   Entrapment of iron nanoparticles in calcium alginate beads for groundwater remediation applications [J].
Bezbaruah, Achintya N. ;
Krajangpan, Sita ;
Chisholm, Bret J. ;
Khan, Eakalak ;
Elorza Bermudez, Juan J. .
JOURNAL OF HAZARDOUS MATERIALS, 2009, 166 (2-3) :1339-1343
[9]   Removal of phosphate using iron oxide nanoparticles synthesized by eucalyptus leaf extract in the presence of CTAB surfactant [J].
Cao, Dan ;
Jin, Xiaoying ;
Gan, Li ;
Wang, Ting ;
Chen, Zuliang .
CHEMOSPHERE, 2016, 159 :23-31
[10]   A new method to produce nanoscale iron for nitrate removal [J].
Chen, SS ;
Hsu, HD ;
Li, CW .
JOURNAL OF NANOPARTICLE RESEARCH, 2004, 6 (06) :639-647