Optimization of photocatalytic degradation of methyl blue using silver ion doped titanium dioxide by combination of experimental design and response surface approach
► Optimization of color removal and COD removal done by response surface approach. ► The experiments were designed using Box–Behnken spherical design. ► Two quadratic polynomial models were developed for the responses. ► Single point numerical optimization was done considering three constraints. ► V...
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Veröffentlicht in: | Journal of hazardous materials 2012-05, Vol.215-216, p.302-310 |
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description | ► Optimization of color removal and COD removal done by response surface approach. ► The experiments were designed using Box–Behnken spherical design. ► Two quadratic polynomial models were developed for the responses. ► Single point numerical optimization was done considering three constraints. ► Validation by performing the experiment under optimized conditions.
Photocatalytic degradation of methyl blue (MYB) was studied using Ag+ doped TiO2 under UV irradiation in a batch reactor. Catalytic dose, initial concentration of dye and pH of the reaction mixture were found to influence the degradation process most. The degradation was found to be effective in the range catalytic dose (0.5–1.5g/L), initial dye concentration (25–100ppm) and pH of reaction mixture (5–9). Using the three factors three levels Box–Behnken design of experiment technique 15 sets of experiments were designed considering the effective ranges of the influential parameters. The results of the experiments were fitted to two quadratic polynomial models developed using response surface methodology (RSM), representing functional relationship between the decolorization and mineralization of MYB and the experimental parameters. Design Expert software version 8.0.6.1 was used to optimize the effects of the experimental parameters on the responses. The optimum values of the parameters were dose of Ag+ doped TiO2 0.99g/L, initial concentration of MYB 57.68ppm and pH of reaction mixture 7.76. Under the optimal condition the predicted decolorization and mineralization rate of MYB were 95.97% and 80.33%, respectively. Regression analysis with R2 values >0.99 showed goodness of fit of the experimental results with predicted values. |
doi_str_mv | 10.1016/j.jhazmat.2012.02.072 |
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Photocatalytic degradation of methyl blue (MYB) was studied using Ag+ doped TiO2 under UV irradiation in a batch reactor. Catalytic dose, initial concentration of dye and pH of the reaction mixture were found to influence the degradation process most. The degradation was found to be effective in the range catalytic dose (0.5–1.5g/L), initial dye concentration (25–100ppm) and pH of reaction mixture (5–9). Using the three factors three levels Box–Behnken design of experiment technique 15 sets of experiments were designed considering the effective ranges of the influential parameters. The results of the experiments were fitted to two quadratic polynomial models developed using response surface methodology (RSM), representing functional relationship between the decolorization and mineralization of MYB and the experimental parameters. Design Expert software version 8.0.6.1 was used to optimize the effects of the experimental parameters on the responses. The optimum values of the parameters were dose of Ag+ doped TiO2 0.99g/L, initial concentration of MYB 57.68ppm and pH of reaction mixture 7.76. Under the optimal condition the predicted decolorization and mineralization rate of MYB were 95.97% and 80.33%, respectively. Regression analysis with R2 values >0.99 showed goodness of fit of the experimental results with predicted values.</description><identifier>ISSN: 0304-3894</identifier><identifier>EISSN: 1873-3336</identifier><identifier>DOI: 10.1016/j.jhazmat.2012.02.072</identifier><identifier>PMID: 22429624</identifier><language>eng</language><publisher>Netherlands: Elsevier B.V</publisher><subject>ANOVA ; Benzenesulfonates - chemistry ; Benzenesulfonates - radiation effects ; Catalysis ; Coloring Agents - chemistry ; Coloring Agents - radiation effects ; computer software ; decolorization ; Degradation ; experimental design ; Hydrogen-Ion Concentration ; mathematical models ; Mineralization ; photocatalysis ; Photolysis ; Polynomial ; regression analysis ; Research Design ; Response surface ; response surface methodology ; silver ; Silver - chemistry ; Titanium - chemistry ; titanium dioxide ; ultraviolet radiation ; Ultraviolet Rays ; Water Pollutants, Chemical - chemistry ; Water Pollutants, Chemical - radiation effects</subject><ispartof>Journal of hazardous materials, 2012-05, Vol.215-216, p.302-310</ispartof><rights>2012 Elsevier B.V.</rights><rights>Copyright © 2012 Elsevier B.V. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c454t-1e2aed4db68f48cfdbf5aa06bb24e24959f66215a97392f1eb81e251875bb31a3</citedby><cites>FETCH-LOGICAL-c454t-1e2aed4db68f48cfdbf5aa06bb24e24959f66215a97392f1eb81e251875bb31a3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0304389412002658$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,776,780,3537,27901,27902,65306</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/22429624$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Sahoo, C.</creatorcontrib><creatorcontrib>Gupta, A.K.</creatorcontrib><title>Optimization of photocatalytic degradation of methyl blue using silver ion doped titanium dioxide by combination of experimental design and response surface approach</title><title>Journal of hazardous materials</title><addtitle>J Hazard Mater</addtitle><description>► Optimization of color removal and COD removal done by response surface approach. ► The experiments were designed using Box–Behnken spherical design. ► Two quadratic polynomial models were developed for the responses. ► Single point numerical optimization was done considering three constraints. ► Validation by performing the experiment under optimized conditions.
Photocatalytic degradation of methyl blue (MYB) was studied using Ag+ doped TiO2 under UV irradiation in a batch reactor. Catalytic dose, initial concentration of dye and pH of the reaction mixture were found to influence the degradation process most. The degradation was found to be effective in the range catalytic dose (0.5–1.5g/L), initial dye concentration (25–100ppm) and pH of reaction mixture (5–9). Using the three factors three levels Box–Behnken design of experiment technique 15 sets of experiments were designed considering the effective ranges of the influential parameters. The results of the experiments were fitted to two quadratic polynomial models developed using response surface methodology (RSM), representing functional relationship between the decolorization and mineralization of MYB and the experimental parameters. Design Expert software version 8.0.6.1 was used to optimize the effects of the experimental parameters on the responses. The optimum values of the parameters were dose of Ag+ doped TiO2 0.99g/L, initial concentration of MYB 57.68ppm and pH of reaction mixture 7.76. Under the optimal condition the predicted decolorization and mineralization rate of MYB were 95.97% and 80.33%, respectively. Regression analysis with R2 values >0.99 showed goodness of fit of the experimental results with predicted values.</description><subject>ANOVA</subject><subject>Benzenesulfonates - chemistry</subject><subject>Benzenesulfonates - radiation effects</subject><subject>Catalysis</subject><subject>Coloring Agents - chemistry</subject><subject>Coloring Agents - radiation effects</subject><subject>computer software</subject><subject>decolorization</subject><subject>Degradation</subject><subject>experimental design</subject><subject>Hydrogen-Ion Concentration</subject><subject>mathematical models</subject><subject>Mineralization</subject><subject>photocatalysis</subject><subject>Photolysis</subject><subject>Polynomial</subject><subject>regression analysis</subject><subject>Research Design</subject><subject>Response surface</subject><subject>response surface methodology</subject><subject>silver</subject><subject>Silver - chemistry</subject><subject>Titanium - chemistry</subject><subject>titanium dioxide</subject><subject>ultraviolet radiation</subject><subject>Ultraviolet Rays</subject><subject>Water Pollutants, Chemical - chemistry</subject><subject>Water Pollutants, Chemical - radiation effects</subject><issn>0304-3894</issn><issn>1873-3336</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2012</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNqFkU2P0zAQhiMEYsvCTwB845TiryTNCaEVX9JKe4A9W2N73LpK4mA7q-3-H_4nrlp6RRrJh3nmfcfzVtVbRteMsvbjfr3fwdMIec0p42taquPPqhXbdKIWQrTPqxUVVNZi08ur6lVKe0op6xr5srriXPK-5XJV_bmbsx_9E2QfJhIcmXchBwMZhkP2hljcRrCX7oh5dxiIHhYkS_LTliQ_PGAkx74NM1qSfYbJLyOxPjx6i0QfiAmj9tNFBR9njH7EqbgUh-S3E4HJkohpDlNCkpbowCCBeY4BzO519cLBkPDN-b2u7r9--XXzvb69-_bj5vNtbWQjc82QA1ppdbtxcmOc1a4BoK3WXCKXfdO7tuWsgb4TPXcM9aaMNOVkjdaCgbiuPpx0i-3vBVNWo08GhwEmDEtSfStZL1raFbI5kSaGlCI6NZcfQTwoRtUxILVX54DUMSBFS3W8zL07Oyx6RHuZ-pdIAd6fAAdBwTb6pO5_FoWmhNc3UvaF-HQisFziwWNUyXicDFof0WRlg__PEn8BM12zCA</recordid><startdate>20120515</startdate><enddate>20120515</enddate><creator>Sahoo, C.</creator><creator>Gupta, A.K.</creator><general>Elsevier B.V</general><scope>FBQ</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>20120515</creationdate><title>Optimization of photocatalytic degradation of methyl blue using silver ion doped titanium dioxide by combination of experimental design and response surface approach</title><author>Sahoo, C. ; Gupta, A.K.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c454t-1e2aed4db68f48cfdbf5aa06bb24e24959f66215a97392f1eb81e251875bb31a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2012</creationdate><topic>ANOVA</topic><topic>Benzenesulfonates - chemistry</topic><topic>Benzenesulfonates - radiation effects</topic><topic>Catalysis</topic><topic>Coloring Agents - chemistry</topic><topic>Coloring Agents - radiation effects</topic><topic>computer software</topic><topic>decolorization</topic><topic>Degradation</topic><topic>experimental design</topic><topic>Hydrogen-Ion Concentration</topic><topic>mathematical models</topic><topic>Mineralization</topic><topic>photocatalysis</topic><topic>Photolysis</topic><topic>Polynomial</topic><topic>regression analysis</topic><topic>Research Design</topic><topic>Response surface</topic><topic>response surface methodology</topic><topic>silver</topic><topic>Silver - chemistry</topic><topic>Titanium - chemistry</topic><topic>titanium dioxide</topic><topic>ultraviolet radiation</topic><topic>Ultraviolet Rays</topic><topic>Water Pollutants, Chemical - chemistry</topic><topic>Water Pollutants, Chemical - radiation effects</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Sahoo, C.</creatorcontrib><creatorcontrib>Gupta, A.K.</creatorcontrib><collection>AGRIS</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of hazardous materials</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Sahoo, C.</au><au>Gupta, A.K.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Optimization of photocatalytic degradation of methyl blue using silver ion doped titanium dioxide by combination of experimental design and response surface approach</atitle><jtitle>Journal of hazardous materials</jtitle><addtitle>J Hazard Mater</addtitle><date>2012-05-15</date><risdate>2012</risdate><volume>215-216</volume><spage>302</spage><epage>310</epage><pages>302-310</pages><issn>0304-3894</issn><eissn>1873-3336</eissn><abstract>► Optimization of color removal and COD removal done by response surface approach. ► The experiments were designed using Box–Behnken spherical design. ► Two quadratic polynomial models were developed for the responses. ► Single point numerical optimization was done considering three constraints. ► Validation by performing the experiment under optimized conditions.
Photocatalytic degradation of methyl blue (MYB) was studied using Ag+ doped TiO2 under UV irradiation in a batch reactor. Catalytic dose, initial concentration of dye and pH of the reaction mixture were found to influence the degradation process most. The degradation was found to be effective in the range catalytic dose (0.5–1.5g/L), initial dye concentration (25–100ppm) and pH of reaction mixture (5–9). Using the three factors three levels Box–Behnken design of experiment technique 15 sets of experiments were designed considering the effective ranges of the influential parameters. The results of the experiments were fitted to two quadratic polynomial models developed using response surface methodology (RSM), representing functional relationship between the decolorization and mineralization of MYB and the experimental parameters. Design Expert software version 8.0.6.1 was used to optimize the effects of the experimental parameters on the responses. The optimum values of the parameters were dose of Ag+ doped TiO2 0.99g/L, initial concentration of MYB 57.68ppm and pH of reaction mixture 7.76. Under the optimal condition the predicted decolorization and mineralization rate of MYB were 95.97% and 80.33%, respectively. Regression analysis with R2 values >0.99 showed goodness of fit of the experimental results with predicted values.</abstract><cop>Netherlands</cop><pub>Elsevier B.V</pub><pmid>22429624</pmid><doi>10.1016/j.jhazmat.2012.02.072</doi><tpages>9</tpages></addata></record> |
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subjects | ANOVA Benzenesulfonates - chemistry Benzenesulfonates - radiation effects Catalysis Coloring Agents - chemistry Coloring Agents - radiation effects computer software decolorization Degradation experimental design Hydrogen-Ion Concentration mathematical models Mineralization photocatalysis Photolysis Polynomial regression analysis Research Design Response surface response surface methodology silver Silver - chemistry Titanium - chemistry titanium dioxide ultraviolet radiation Ultraviolet Rays Water Pollutants, Chemical - chemistry Water Pollutants, Chemical - radiation effects |
title | Optimization of photocatalytic degradation of methyl blue using silver ion doped titanium dioxide by combination of experimental design and response surface approach |
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