Mô hình hóa và tối ưu hóa quá trình loại bỏ crom dựa trên phương pháp bề mặt đáp ứng với hệ thống màng thẩm thấu ngược cuộn xoắn

International Journal of Environmental Science and Technology - Tập 19 Số 7 - Trang 5999-6010 - 2022
Karunakaran, A.1, Chaturvedi, A.2, Ali, J.3, Singh, R.4, Agarwal, S.5, Garg, M. C.1
1Amity Institute of Environmental Sciences, Amity University Uttar Pradesh, Noida, India
2Department of Chemistry, DIT University, Dehradun, India
3Biological System Engineering, University of Nebraska, Lincoln, USA
4Nebraska Water Center, University of Nebraska – Lincoln, USA
5Department of Electronics and Communication Engineering, Motilal Nehru National Institute of Technology Allahabad, Prayagraj, India

Tóm tắt

Ô nhiễm nguồn nước ngầm do sự hiện diện của ion crom, một kim loại nặng, và tác động có hại của nó đến sức khỏe của người tiêu dùng đã trở thành một mối quan tâm lớn trên toàn cầu. Nghiên cứu hiện tại được thiết kế nhằm hiểu rõ tác động của ba biến quá trình, bao gồm nồng độ crom trong dịch cấp, pH của dịch cấp và áp suất, đối với quá trình loại bỏ crom và lưu lượng thẩm thấu, bằng cách sử dụng phương pháp bề mặt đáp ứng và kỹ thuật thiết kế tổ hợp trung tâm. Màng thẩm thấu ngược dạng cuộn xoắn đã được sử dụng để loại bỏ crom khỏi các mẫu nước ngầm trong nghiên cứu này. Hiệu suất của màng, về chất lượng thẩm thấu và lưu lượng cao, đã được đánh giá bằng cách tối ưu hóa các điều kiện vận hành khác nhau. Các kết quả thí nghiệm thu được sau đó đã được so sánh với các giá trị dự đoán từ các mô hình. Các mô hình cho thấy khả năng loại bỏ crom cao nhất đạt 98,38% và lưu lượng thẩm thấu đạt 48,73 L/m2 h có thể đạt được tại pH dịch cấp tối ưu là 3,00, áp suất là 4 kg/cm2 và nồng độ crom trong dịch cấp là 0,431 ppm. Việc xác nhận thực nghiệm cho thấy mô hình có khả năng dự đoán cao hơn. Những thay đổi trong áp suất và nồng độ crom có ảnh hưởng đáng kể đến quá trình loại bỏ crom và lưu lượng thẩm thấu, trong đó nồng độ crom có tương quan dương với quá trình loại bỏ, trong khi lưu lượng thẩm thấu có tương quan âm với cả hai phản ứng. Do đó, các màng RO quy mô nhỏ có thể được sử dụng để xử lý dung dịch chứa crom.

Từ khóa

#ô nhiễm môi trường #ion crom #màng thẩm thấu ngược #phương pháp bề mặt đáp ứng #tối ưu hóa

Tài liệu tham khảo

citation_journal_title=Sci African; citation_title=Concentrations and health risk assessment of industrial heavy metals pollution in groundwater in Ogun state, Nigeria; citation_author=AA Adeyemi, ZO Ojekunle; citation_volume=11; citation_publication_date=2021; citation_pages=e00666; citation_doi=10.1016/j.sciaf.2020.e00666; citation_id=CR1 citation_journal_title=Chem Eng Technol; citation_title=Optimization of forward-osmosis performance with low-concentration draw solution using response surface modelling; citation_author=K Aghilesh, AA Mungray, S Agarwal, MC Garg; citation_publication_date=2021; citation_doi=10.1002/ceat.202000453; citation_id=CR2 citation_journal_title=Int J Sci Res; citation_title=Theoretical and experimental study of nano filtration and reverse osmosis membranes for removal of heavy metals from wastewater; citation_author=AF Al-Alawy, MH Salih; citation_volume=6; citation_publication_date=2016; citation_pages=778-788; citation_id=CR3 citation_title=Standard methods for the examination of water and wastewater; citation_publication_date=2017; citation_id=CR4; citation_author=R Baird; citation_author=L Bridgewater; citation_publisher=American Public Health Association citation_journal_title=Desalin Water Treat; citation_title=Comparative study of the removal of nickel(II) and chromium(VI) heavy metals from metal plating wastewater by two nanofiltration membranes; citation_author=G Basaran, D Kavak, N Dizge, Y Asci, M Solener, B Ozbey; citation_volume=57; citation_publication_date=2016; citation_pages=21870-21880; citation_doi=10.1080/19443994.2015.1127778; citation_id=CR5 citation_journal_title=Environ Chem Lett; citation_title=Removal of heavy metal ions from aqueous system by ion-exchange and biosorption methods; citation_author=A Bashir, LA Malik, S Ahad, T Manzoor, MA Bhat, GN Dar, AH Pandith; citation_volume=17; citation_publication_date=2019; citation_pages=729-754; citation_doi=10.1007/s10311-018-00828-y; citation_id=CR6 citation_title=Empirical model-building and response surfaces; citation_publication_date=1987; citation_id=CR7; citation_author=GEP Box; citation_author=NR Draper; citation_publisher=Wiley citation_title=Chromium in drinking-water; citation_publication_date=2020; citation_id=CR8; citation_author=O World Health; citation_publisher=World Health Organization citation_journal_title=Russ J Phys Chem A; citation_title=Removal of chromium from wastewater by reverse osmosis; citation_author=A Çimen; citation_volume=89; citation_publication_date=2015; citation_pages=1238-1243; citation_doi=10.1134/S0036024415070055; citation_id=CR9 citation_journal_title=Sci Total Environ; citation_title=Occurrence and distribution of hexavalent chromium in groundwater from North Carolina, USA; citation_author=RM Coyte, KL Mckinley, S Jiang, J Karr, GS Dwyer, AJ Keyworth, CC Davis, AJ Kondash, A Vengosh; citation_volume=711; citation_publication_date=2020; citation_pages=135135; citation_doi=10.1016/j.scitotenv.2019.135135; citation_id=CR10 citation_journal_title=Environ Sci Pollut Res; citation_title=Chromium (VI) biosorption by Saccharomyces cerevisiae subjected to chemical and thermal treatments; citation_author=A Rossi, MR Rigon, M Zaparoli, RD Braido, LM Colla, GL Dotto, JS Piccin; citation_volume=25; citation_publication_date=2018; citation_pages=19179-19186; citation_doi=10.1007/s11356-018-2377-4; citation_id=CR11 citation_journal_title=Chem Cent J; citation_title=Evaluation of water quality and human risk assessment due to heavy metals in groundwater around Muledane area of Vhembe District, Limpopo Province, South Africa; citation_author=JN Edokpayi, AM Enitan, N Mutileni, JO Odiyo; citation_volume=12; citation_publication_date=2018; citation_pages=2; citation_doi=10.1186/s13065-017-0369-y; citation_id=CR12 citation_journal_title=Water Supply; citation_title=Optimization and economic analysis for a small scale nanofiltration and reverse osmosis water desalination system; citation_author=MC Garg, H Joshi; citation_volume=15; citation_publication_date=2015; citation_pages=1027-1033; citation_doi=10.2166/ws.2015.059; citation_id=CR13 citation_journal_title=J Environ Inf; citation_title=Comparative assessment and multivariate optimization of commercially available small scale reverse osmosis membranes; citation_author=MC Garg, H Joshi; citation_volume=29; citation_publication_date=2017; citation_pages=39-52; citation_id=CR14 citation_journal_title=J Clean Prod; citation_title=Response surface methodology (RSM) modeling to improve removal of Cr (VI) ions from tannery wastewater using sulfated carboxymethyl cellulose nanofilter; citation_author=S Gasemloo, M Khosravi, MR Sohrabi, S Dastmalchi, P Gharbani; citation_volume=208; citation_publication_date=2019; citation_pages=736-742; citation_doi=10.1016/j.jclepro.2018.10.177; citation_id=CR15 World-Health O (1996) Guidelines for drinking-water quality. 2nd edn, vol 2 Health criteria and other supporting information. WHO, Geneva citation_journal_title=Environ Sci Technol; citation_title=High hexavalent chromium concentration in groundwater from a deep aquifer in the Baiyangdian Basin of the North China Plain; citation_author=H Guo, Y Chen, H Hu, K Zhao, H Li, S Yan, W Xiu, RM Coyte, A Vengosh; citation_volume=54; citation_publication_date=2020; citation_pages=10068-10077; citation_doi=10.1021/acs.est.0c02357; citation_id=CR17 citation_journal_title=Desalination; citation_title=Design and performance of the two-stage/two-pass RO membrane system for chromium removal from tannery wastewater: part 3; citation_author=A Hafez, S El-Mariharawy; citation_volume=165; citation_publication_date=2004; citation_pages=141-151; citation_doi=10.1016/j.desal.2004.06.016; citation_id=CR18 Hirata R, Suhogusoff AV (2019) How much do we know about the groundwater quality and its impact on Brazilian society today? Acta Limnologica Brasiliensia. 31 citation_journal_title=Sep Purif Technol; citation_title=Fabrication, tuning and optimization of poly (acrilonitryle) nanofiltration membranes for effective nickel and chromium removal from electroplating wastewater; citation_author=SS Hosseini, A Nazif, MAA Shahmirzadi, I Ortiz; citation_volume=187; citation_publication_date=2017; citation_pages=46-59; citation_doi=10.1016/j.seppur.2017.06.018; citation_id=CR20 Standards BOI (2012) IS 10500: drinking water: specification (Second Revision). New Delhi, India: Bureau of Indian Standards citation_journal_title=J Photochem Photobiol, A; citation_title=Optimization of photocatalytic performance of TiO2 coated glass microspheres using response surface methodology and the application for degradation of dimethyl phthalate; citation_author=W Jiang, JA Joens, DD Dionysiou, KE O'Shea; citation_volume=262; citation_publication_date=2013; citation_pages=7-13; citation_doi=10.1016/j.jphotochem.2013.04.008; citation_id=CR22 citation_journal_title=Sci Total Environ; citation_title=A review of reverse osmosis membrane fouling and control strategies; citation_author=S Jiang, Y Li, BP Ladewig; citation_volume=595; citation_publication_date=2017; citation_pages=567-583; citation_doi=10.1016/j.scitotenv.2017.03.235; citation_id=CR23 citation_journal_title=J Clean Prod; citation_title=Performance optimisation of forward-osmosis membrane system using machine learning for the treatment of textile industry wastewater; citation_author=KA Mungray, A Agarwal, S Ali, J Chandra-Garg; citation_volume=289; citation_publication_date=2021; citation_pages=125690; citation_doi=10.1016/j.jclepro.2020.125690; citation_id=CR24 citation_journal_title=Procedia Comput Sci; citation_title=Adaptive neuro-fuzzy inference system (ANFIS) and response surface methodology (RSM) prediction of biodiesel dynamic viscosity at 313 K; citation_author=Y Kassem, H Çamur, E Esenel; citation_volume=120; citation_publication_date=2017; citation_pages=521-528; citation_doi=10.1016/j.procs.2017.11.274; citation_id=CR25 citation_journal_title=Sci Total Environ; citation_title=Origin of hexavalent chromium in groundwater: the example of Sarigkiol Basin, Northern Greece; citation_author=N Kazakis, N Kantiranis, K Kalaitzidou, E Kaprara, M Mitrakas, R Frei, G Vargemezis, P Tsourlos, A Zouboulis, A Filippidis; citation_volume=593–594; citation_publication_date=2017; citation_pages=552-566; citation_doi=10.1016/j.scitotenv.2017.03.128; citation_id=CR26 citation_journal_title=Chemom Intell Lab Syst; citation_title=Application of response surface methodology for chromium removal by adsorption on low-cost biosorbent; citation_author=EB Khalifa, B Rzig, R Chakroun, H Nouagui, B Hamrouni; citation_volume=189; citation_publication_date=2019; citation_pages=18-26; citation_doi=10.1016/j.chemolab.2019.03.014; citation_id=CR27 citation_journal_title=J Membr Sci; citation_title=Artificial neural network modeling and response surface methodology of desalination by reverse osmosis; citation_author=M Khayet, C Cojocaru, M Essalhi; citation_volume=368; citation_publication_date=2011; citation_pages=202-214; citation_doi=10.1016/j.memsci.2010.11.030; citation_id=CR28 citation_journal_title=J Cancer Prev; citation_title=An overview of carcinogenic heavy metal: molecular toxicity mechanism and prevention; citation_author=HS Kim, YJ Kim, YR Seo; citation_volume=20; citation_publication_date=2015; citation_pages=232-240; citation_doi=10.15430/JCP.2015.20.4.232; citation_id=CR29 citation_journal_title=Int J Hyg Environ Health; citation_title=Toxicogenomic approaches for understanding molecular mechanisms of heavy metal mutagenicity and carcinogenicity; citation_author=P Koedrith, H Kim, J-I Weon, YR Seo; citation_volume=216; citation_publication_date=2013; citation_pages=587-598; citation_doi=10.1016/j.ijheh.2013.02.010; citation_id=CR30 citation_journal_title=Sol Energy; citation_title=Design of novel solar-light driven sponge-like Fe2V4O13 photocatalyst: a unique platform for the photoreduction of carcinogenic hexavalent chromium; citation_author=S Marikkani, JV Kumar, V Muthuraj; citation_volume=188; citation_publication_date=2019; citation_pages=849-856; citation_doi=10.1016/j.solener.2019.06.075; citation_id=CR31 citation_journal_title=J Environ Sci Health C; citation_title=Toxic and genotoxic effects of hexavalent chromium in environment and its bioremediation strategies; citation_author=S Mishra, RN Bharagava; citation_volume=34; citation_publication_date=2016; citation_pages=1-32; citation_doi=10.1080/10590501.2015.1096883; citation_id=CR32 citation_title=Design and analysis of experiments; citation_publication_date=2006; citation_id=CR57; citation_author=DC Montgomery; citation_publisher=Wiley citation_journal_title=Int J Anal Chem; citation_title=Hexavalent chromium removal from model water and car shock absorber factory effluent by nanofiltration and reverse osmosis membrane; citation_author=A Mnif, I Bejaoui, M Mouelhi, B Hamrouni; citation_volume=2017; citation_publication_date=2017; citation_pages=7415708; citation_doi=10.1155/2017/7415708; citation_id=CR33 citation_journal_title=Sci Rep; citation_title=Ultrafiltration membrane for effective removal of chromium ions from potable water; citation_author=MR Muthumareeswaran, M Alhoshan, GP Agarwal; citation_volume=7; citation_publication_date=2017; citation_pages=41423; citation_doi=10.1038/srep41423; citation_id=CR34 citation_journal_title=Sci Rep; citation_title=Ultrafiltration membrane for effective removal of chromium ions from potable water; citation_author=MR Muthumareeswaran, M Alhoshan, GP Agarwal; citation_volume=7; citation_publication_date=2017; citation_pages=1-12; citation_doi=10.1038/srep41423; citation_id=CR35 citation_journal_title=Desalination; citation_title=Performance of an ultra-low-pressure reverse osmosis membrane (ULPROM) for separating heavy metal: effects of interference parameters; citation_author=H Ozaki, K Sharma, W Saktaywin; citation_volume=144; citation_publication_date=2002; citation_pages=287-294; citation_doi=10.1016/S0011-9164(02)00329-6; citation_id=CR36 citation_journal_title=Desalin Water Treat; citation_title=Hexavalent chromium removal from chromium plating rinsing water with membrane technology; citation_author=E Piedra, JR Álvarez, S Luque; citation_volume=53; citation_publication_date=2015; citation_pages=1431-1439; citation_doi=10.1080/19443994.2014.943058; citation_id=CR37 citation_journal_title=Int J Environ Sci Technol; citation_title=Contamination of Arsenic, Chromium and Fluoride in the Indian groundwater: a review, meta-analysis and cancer risk assessment; citation_author=T Poonia, N Singh, MC Garg; citation_volume=289; citation_publication_date=2021; citation_pages=125690; citation_id=CR38 citation_title=Chapter 13: reverse osmosis and forward osmosis for the concentration of fruit juices; citation_inbook_title=Fruit juices; citation_publication_date=2018; citation_id=CR39; citation_author=NK Rastogi; citation_publisher=Academic Press citation_journal_title=World Acad Sci Eng Technol; citation_title=Using reverse osmosis membrane for chromium removal from aqueous solution; citation_author=SAM Rad, SA Mirbagheri, T Mohammadi; citation_volume=3; citation_publication_date=2009; citation_pages=348-352; citation_id=CR40 citation_journal_title=Crit Rev Environ Sci Technol; citation_title=Groundwater status in Pakistan: a review of contamination, health risks, and potential needs; citation_author=M Raza, F Hussain, J-Y Lee, MB Shakoor, KD Kwon; citation_volume=47; citation_publication_date=2017; citation_pages=1713-1762; citation_doi=10.1080/10643389.2017.1400852; citation_id=CR41 citation_journal_title=J Coord Chem; citation_title=Sources and toxicity of hexavalent chromium; citation_author=R Saha, R Nandi, B Saha; citation_volume=64; citation_publication_date=2011; citation_pages=1782-1806; citation_doi=10.1080/00958972.2011.583646; citation_id=CR42 citation_journal_title=Biol Trace Element Res; citation_title=Carcinogenic and non-carcinogenic risk assessment of heavy metals in groundwater wells in neyshabur plain, Iran; citation_author=HN Saleh, M Panahande, M Yousefi, FB Asghari, G Oliveri-Conti, E Talaee, AA Mohammadi; citation_volume=190; citation_publication_date=2019; citation_pages=251-261; citation_doi=10.1007/s12011-018-1516-6; citation_id=CR43 citation_journal_title=Chem Eng Commun; citation_title=Modeling of fixed-bed dye adsorption using response surface methodology and artificial neural network; citation_author=RR Schio, NPG Salau, ES Mallmann, GL Dotto; citation_volume=14; citation_publication_date=2020; citation_pages=1-12; citation_id=CR44 citation_journal_title=Appl Water Sci; citation_title=Application of RSM and ANN for optimization and modeling of biosorption of chromium(VI) using cyanobacterial biomass; citation_author=S Sen, S Nandi, S Dutta; citation_volume=8; citation_publication_date=2018; citation_pages=148; citation_doi=10.1007/s13201-018-0790-y; citation_id=CR45 citation_journal_title=J Water Supply Res Technol AQUA; citation_title=Chromium removal from water: a review; citation_author=SK Sharma, B Petrusevski, G Amy; citation_volume=57; citation_publication_date=2008; citation_pages=541-553; citation_doi=10.2166/aqua.2008.080; citation_id=CR46 citation_journal_title=J Earth Syst Sci; citation_title=Hydrogeological characterization and assessment of groundwater quality in shallow aquifers in vicinity of Najafgarh drain of NCT Delhi; citation_author=S Shekhar, A Sarkar; citation_volume=122; citation_publication_date=2013; citation_pages=43-54; citation_doi=10.1007/s12040-012-0256-9; citation_id=CR47 citation_journal_title=Journal of Environmental Management; citation_title=Optimization of bioclogging in vermifilters: A statistical approach; citation_author=R Singh, P Bhunia, RR Dash; citation_volume=233; citation_publication_date=2019; citation_pages=576-585; citation_doi=10.1016/j.jenvman.2018.12.065; citation_id=CR62 citation_journal_title=Sci Total Environ; citation_title=Optimization of organics removal and understanding the impact of HRT on vermifiltration of brewery wastewater; citation_author=R Singh, P Bhunia, RR Dash; citation_volume=651; citation_publication_date=2019; citation_pages=1283-1293; citation_doi=10.1016/j.scitotenv.2018.09.307; citation_id=CR63 citation_journal_title=J Environ Manag; citation_title=Response surface methodology and artificial neural network modelling for the performance evaluation of pilot-scale hybrid nanofiltration (NF) and reverse osmosis (RO) membrane system for the treatment of brackish ground water; citation_author=AKA Srivastava, A Nair, S Ram, S Agarwal, J Ali, R Singh, MC Garg; citation_volume=278; citation_publication_date=2021; citation_pages=111497; citation_doi=10.1016/j.jenvman.2020.111497; citation_id=CR48 citation_journal_title=J Geosci Environ Protect; citation_title=Case study of evaluation ro desalination systems for potable water in Safwan, Iraq; citation_author=A Taha, H Joshi, M Garg, H Manhee; citation_volume=09; citation_publication_date=2021; citation_pages=158-181; citation_doi=10.4236/gep.2021.92010; citation_id=CR49 citation_journal_title=J Hazard Mater; citation_title=Removal of heavy metals from fly ash leachate using combined bioelectrochemical systems and electrolysis; citation_author=H-C Tao, T Lei, G Shi, X-N Sun, X-Y Wei, L-J Zhang, W-M Wu; citation_volume=264; citation_publication_date=2014; citation_pages=1-7; citation_doi=10.1016/j.jhazmat.2013.10.057; citation_id=CR50 citation_journal_title=BioResources; citation_title=Sorption of toxic Cr (VI) from aqueous solutions by using treated acacia nilotica leaf as adsorbent: Single and binary system; citation_author=P Thilagavathy, T Santhi; citation_volume=8; citation_publication_date=2013; citation_pages=1813-1830; citation_doi=10.15376/biores.8.2.1813-1830; citation_id=CR51 citation_journal_title=Bull Environ Contam Toxicol; citation_title=hexavalent chromium contamination in groundwaters of Thiva Basin, Central Greece; citation_author=E Tziritis, E Kelepertzis, G Korres, D Perivolaris, S Repani; citation_volume=89; citation_publication_date=2012; citation_pages=1073-1077; citation_doi=10.1007/s00128-012-0831-4; citation_id=CR52 citation_journal_title=J Mater Chem A; citation_title=A novel potential-responsive ion exchange film system for heavy metal removal; citation_author=Z Wang, Y Feng, X Hao, W Huang, X Feng; citation_volume=2; citation_publication_date=2014; citation_pages=10263-10272; citation_doi=10.1039/C4TA00782D; citation_id=CR53 citation_journal_title=J Hazard Mater; citation_title=Removal of hexavalent chromium in dual-chamber microbial fuel cells separated by different ion exchange membranes; citation_author=H Wang, X Song, H Zhang, P Tan, F Kong; citation_volume=384; citation_publication_date=2020; citation_pages=121459; citation_doi=10.1016/j.jhazmat.2019.121459; citation_id=CR54 citation_journal_title=Ind Eng Chem Res; citation_title=Removal of heavy metals from electroplating wastewater by thin-film composite nanofiltration hollow-fiber membranes; citation_author=X Wei, X Kong, S Wang, H Xiang, J Wang, J Chen; citation_volume=52; citation_publication_date=2013; citation_pages=17583-17590; citation_doi=10.1021/ie402387u; citation_id=CR55 Wilbur S, Abadin H, Fay M, Yu D, Tencza B, Ingerman L, Klotzbach J, James S (2012) Agency for toxic substances and disease registry (atsdr) toxicological profiles. Toxicological Profile for Chromium. Atlanta (GA): Agency for Toxic Substances and Disease Registry (US) citation_journal_title=J Hazard Toxic Radioactive Waste; citation_title=Biosorption of methylene blue dye from textile-industry wastewater onto sugarcane bagasse: response surface modeling, isotherms, kinetic and thermodynamic modeling; citation_author=V Yadav, J Ali, C Garg Manoj; citation_volume=25; citation_publication_date=2021; citation_pages=04020067; citation_doi=10.1061/(ASCE)HZ.2153-5515.0000572; citation_id=CR58 citation_journal_title=Hydrometallurgy; citation_title=Recovery of chromium(VI) in wastewater using solvent extraction with amide; citation_author=Z Ying, X Ren, J Li, G Wu, Q Wei; citation_volume=196; citation_publication_date=2020; citation_pages=105440; citation_doi=10.1016/j.hydromet.2020.105440; citation_id=CR59 citation_journal_title=J Clean Prod; citation_title=Removal of heavy metals from mining effluents in tile and electroplating industries using honeydew peel activated carbon: A microstructure and techno-economic analysis; citation_author=ZM Yunus, A Al-Gheethi, N Othman, R Hamdan, NN Ruslan; citation_volume=251; citation_publication_date=2020; citation_pages=119738; citation_doi=10.1016/j.jclepro.2019.119738; citation_id=CR60 citation_journal_title=Molecules; citation_title=Selective reduction of Cr (VI) in chromium, copper and arsenic (CCA) mixed waste streams using UV/TiO2 photocatalysis; citation_author=S Zheng, W Jiang, M Rashid, Y Cai, DD Dionysiou, KE O'Shea; citation_volume=20; citation_publication_date=2015; citation_pages=2622-2635; citation_doi=10.3390/molecules20022622; citation_id=CR61