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Fixed bed column and artificial neural network model to predict heavy metals adsorption dynamic on surfactant decorated graphene
Yusuf, Mohammed; Song, Kang; Li, Lu
2020-01-20
Source PublicationCOLLOIDS AND SURFACES A-PHYSICOCHEMICAL AND ENGINEERING ASPECTS
ISSN0927-7757
Volume585Issue:1Pages:15
Abstract

Dynamic studies to test the copper (Cu2+) and manganese (Mn2+) adsorption efficacies on sodium dodecyl sulfate modified graphene (GN-SDS) were conducted. A fixed bed column adsorption performance was assessed by Thomas and Bed Depth Service Time (BDST) model. The adoption capacity of fixed bed was increased with increasing depth; while gradually increasing flow rate negatively affected the adsorption ratio. The optimal adsorption capacities for Cu2+ were 30.03, 41.01, and 48.83 mg/g and for Mn2+ were 29.84, 37.51 and 45.62 mg/g at bed depth of 1, 2 and 3 cm, at constant flow rate of 10 mL/min, respectively. The results of adsorption dynamics were fitted into Thomas model with a correction coefficient (R-2) of 0.996 for Cu2+ and 0.998 for Mn2+. The effect of operating parameters such as adsorbent dosage, initial pH, and temperature was studied by Artificial Neural Network (ANN) for optimizing the conditions required for maximum percentage removal of Cu2+ and Mn2+ ions. The ANN results showed that regimes related to the initial adsorbent dosage had the most importance effect (55 and 45%), among all, on the metals uptake. These results are very promising and, in our opinion, establish a milestone to a vital research field.

KeywordGraphene Artificial neural network Heavy metals Sodium dodecyl sulfate Column operation BDST model
DOI10.1016/j.colsurfa.2019.124076
Funding OrganizationChinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China
Indexed BySCI
Language英语
Funding ProjectChinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences[Y82Z08-1401] ; One-Hundred Scholar Award from Chinese Academy of Sciences[Y75Z01-1-401] ; National Water Science and Technology Projects, China[2018ZX07208001]
WOS Research AreaChemistry
WOS SubjectChemistry, Physical
WOS IDWOS:000502046200030
WOS KeywordAQUEOUS-SOLUTION ; WASTE-WATER ; REMOVAL ; CARBON ; DYE ; COMPOSITE ; BATCH ; NANOMATERIALS ; IONS
PublisherELSEVIER
Funding OrganizationChinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; Chinese Academic of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; One-Hundred Scholar Award from Chinese Academy of Sciences ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China ; National Water Science and Technology Projects, China
Citation statistics
Cited Times:1[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ihb.ac.cn/handle/342005/34925
Collection水环境工程研究中心_期刊论文
Corresponding AuthorSong, Kang
AffiliationChinese Acad Sci, Inst Hydrobiol, State Key Lab Freshwater Ecol & Biotechnol, Wuhan 430072, Hubei, Peoples R China
Recommended Citation
GB/T 7714
Yusuf, Mohammed,Song, Kang,Li, Lu. Fixed bed column and artificial neural network model to predict heavy metals adsorption dynamic on surfactant decorated graphene[J]. COLLOIDS AND SURFACES A-PHYSICOCHEMICAL AND ENGINEERING ASPECTS,2020,585(1):15.
APA Yusuf, Mohammed,Song, Kang,&Li, Lu.(2020).Fixed bed column and artificial neural network model to predict heavy metals adsorption dynamic on surfactant decorated graphene.COLLOIDS AND SURFACES A-PHYSICOCHEMICAL AND ENGINEERING ASPECTS,585(1),15.
MLA Yusuf, Mohammed,et al."Fixed bed column and artificial neural network model to predict heavy metals adsorption dynamic on surfactant decorated graphene".COLLOIDS AND SURFACES A-PHYSICOCHEMICAL AND ENGINEERING ASPECTS 585.1(2020):15.
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