Optimization of power conversion efficiency of polyvinyl-alcohol/titanium dioxide compact layer using response surface methodology/central composite design
•PVA/TiO2 nanofibers compact layer has been optimized using response surface methodology with central composite design.•Synergistic effect between concentration of PVA and volume of TTIP was studied.•DSSC with TiO2 compact layer displayed almost twice PCE compared to the DSSC without TiO2 compact la...
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Veröffentlicht in: | Solar energy 2019-05, Vol.183, p.689-696 |
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creator | Mustafa, Muhammad Norhaffis Shafie, Suhaidi Wahid, Mohd Haniff Sulaiman, Yusran |
description | •PVA/TiO2 nanofibers compact layer has been optimized using response surface methodology with central composite design.•Synergistic effect between concentration of PVA and volume of TTIP was studied.•DSSC with TiO2 compact layer displayed almost twice PCE compared to the DSSC without TiO2 compact layer.•RSM can accurately obtain the coefficient of determination (R2) of 0.9958 with below 5% residual standard error.
In this study, response surface methodology by central composite design (RSM/CCD) was used as an efficient approach for modeling and optimizing titanium dioxide (TiO2) as a compact layer via electrospinning for dye-sensitized solar cell (DSSC) performances. The concentration of polyvinyl alcohol (PVA) and volume of titanium isopropoxide (TTIP) were investigated by RSM/CCD and the interaction between these factors was studied and modeled to identify the significant parameters toward DSSC performance. The statistical analysis showed that these two factors have significantly affected the power conversion efficiency (PCE). The model obtained was valid and capable to predict the response model accurately as the model was able to obtain the coefficient of determination (R2) of 0.9958 with below 5% residual standard error. |
doi_str_mv | 10.1016/j.solener.2019.03.074 |
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In this study, response surface methodology by central composite design (RSM/CCD) was used as an efficient approach for modeling and optimizing titanium dioxide (TiO2) as a compact layer via electrospinning for dye-sensitized solar cell (DSSC) performances. The concentration of polyvinyl alcohol (PVA) and volume of titanium isopropoxide (TTIP) were investigated by RSM/CCD and the interaction between these factors was studied and modeled to identify the significant parameters toward DSSC performance. The statistical analysis showed that these two factors have significantly affected the power conversion efficiency (PCE). The model obtained was valid and capable to predict the response model accurately as the model was able to obtain the coefficient of determination (R2) of 0.9958 with below 5% residual standard error.</description><identifier>ISSN: 0038-092X</identifier><identifier>EISSN: 1471-1257</identifier><identifier>DOI: 10.1016/j.solener.2019.03.074</identifier><language>eng</language><publisher>New York: Elsevier Ltd</publisher><subject>Alcohols ; Compact layer ; Dye-sensitized solar cell ; Dye-sensitized solar cells ; Energy conversion efficiency ; Experimental design ; Optimization ; Parameter identification ; Photovoltaic cells ; Polyvinyl alcohol ; Polyvinyl alcohol response surface methodology ; Response surface methodology ; Solar cells ; Solar energy ; Standard error ; Statistical analysis ; Titanium ; Titanium dioxide ; Titanium isopropoxide</subject><ispartof>Solar energy, 2019-05, Vol.183, p.689-696</ispartof><rights>2019 International Solar Energy Society</rights><rights>Copyright Pergamon Press Inc. May 1, 2019</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c374t-514260218d860e1ce0cd743e48bb8015fdee9f37125f4830f00a2e9f580e6cb43</citedby><cites>FETCH-LOGICAL-c374t-514260218d860e1ce0cd743e48bb8015fdee9f37125f4830f00a2e9f580e6cb43</cites><orcidid>0000-0002-1841-2447</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.solener.2019.03.074$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>315,781,785,3551,27929,27930,46000</link.rule.ids></links><search><creatorcontrib>Mustafa, Muhammad Norhaffis</creatorcontrib><creatorcontrib>Shafie, Suhaidi</creatorcontrib><creatorcontrib>Wahid, Mohd Haniff</creatorcontrib><creatorcontrib>Sulaiman, Yusran</creatorcontrib><title>Optimization of power conversion efficiency of polyvinyl-alcohol/titanium dioxide compact layer using response surface methodology/central composite design</title><title>Solar energy</title><description>•PVA/TiO2 nanofibers compact layer has been optimized using response surface methodology with central composite design.•Synergistic effect between concentration of PVA and volume of TTIP was studied.•DSSC with TiO2 compact layer displayed almost twice PCE compared to the DSSC without TiO2 compact layer.•RSM can accurately obtain the coefficient of determination (R2) of 0.9958 with below 5% residual standard error.
In this study, response surface methodology by central composite design (RSM/CCD) was used as an efficient approach for modeling and optimizing titanium dioxide (TiO2) as a compact layer via electrospinning for dye-sensitized solar cell (DSSC) performances. The concentration of polyvinyl alcohol (PVA) and volume of titanium isopropoxide (TTIP) were investigated by RSM/CCD and the interaction between these factors was studied and modeled to identify the significant parameters toward DSSC performance. The statistical analysis showed that these two factors have significantly affected the power conversion efficiency (PCE). The model obtained was valid and capable to predict the response model accurately as the model was able to obtain the coefficient of determination (R2) of 0.9958 with below 5% residual standard error.</description><subject>Alcohols</subject><subject>Compact layer</subject><subject>Dye-sensitized solar cell</subject><subject>Dye-sensitized solar cells</subject><subject>Energy conversion efficiency</subject><subject>Experimental design</subject><subject>Optimization</subject><subject>Parameter identification</subject><subject>Photovoltaic cells</subject><subject>Polyvinyl alcohol</subject><subject>Polyvinyl alcohol response surface methodology</subject><subject>Response surface methodology</subject><subject>Solar cells</subject><subject>Solar energy</subject><subject>Standard error</subject><subject>Statistical analysis</subject><subject>Titanium</subject><subject>Titanium dioxide</subject><subject>Titanium isopropoxide</subject><issn>0038-092X</issn><issn>1471-1257</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><recordid>eNqFUcuO1DAQtBBIDAufgBSJczJtO4mTE0IrXtJKewGJm-Vx2rMeOXawnYHwK_wsnp29c2qpuqpaXUXIWwoNBdrvT00KDj3GhgEdG-ANiPYZ2dFW0JqyTjwnOwA-1DCyHy_Jq5ROAFTQQezI3_sl29n-UdkGXwVTLeEXxkoHf8aYLhgaY7VFr7fr2m1n6zdXK6fDQ3D7bLPydp2ryYbfdsKinRelc-XUVpzWZP2xipiW4BNWaY1GaaxmzA9hCi4ct71Gn6Nyj8KQbMZqwmSP_jV5YZRL-OZp3pDvnz5-u_1S391__nr74a7WXLS57mjLemB0mIYekGoEPYmWYzscDgPQzkyIo-GiJGHagYMBUKwg3QDY60PLb8i7q-8Sw88VU5ansEZfTkrG2NjzUTBeWN2VpWNIKaKRS7SzipukIC89yJN86kFeepDAZemh6N5fdVheONuyTY9x4mQj6iynYP_j8A80HZli</recordid><startdate>20190501</startdate><enddate>20190501</enddate><creator>Mustafa, Muhammad Norhaffis</creator><creator>Shafie, Suhaidi</creator><creator>Wahid, Mohd Haniff</creator><creator>Sulaiman, Yusran</creator><general>Elsevier Ltd</general><general>Pergamon Press Inc</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SP</scope><scope>7ST</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>KR7</scope><scope>L7M</scope><scope>SOI</scope><orcidid>https://orcid.org/0000-0002-1841-2447</orcidid></search><sort><creationdate>20190501</creationdate><title>Optimization of power conversion efficiency of polyvinyl-alcohol/titanium dioxide compact layer using response surface methodology/central composite design</title><author>Mustafa, Muhammad Norhaffis ; Shafie, Suhaidi ; Wahid, Mohd Haniff ; Sulaiman, Yusran</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c374t-514260218d860e1ce0cd743e48bb8015fdee9f37125f4830f00a2e9f580e6cb43</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Alcohols</topic><topic>Compact layer</topic><topic>Dye-sensitized solar cell</topic><topic>Dye-sensitized solar cells</topic><topic>Energy conversion efficiency</topic><topic>Experimental design</topic><topic>Optimization</topic><topic>Parameter identification</topic><topic>Photovoltaic cells</topic><topic>Polyvinyl alcohol</topic><topic>Polyvinyl alcohol response surface methodology</topic><topic>Response surface methodology</topic><topic>Solar cells</topic><topic>Solar energy</topic><topic>Standard error</topic><topic>Statistical analysis</topic><topic>Titanium</topic><topic>Titanium dioxide</topic><topic>Titanium isopropoxide</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Mustafa, Muhammad Norhaffis</creatorcontrib><creatorcontrib>Shafie, Suhaidi</creatorcontrib><creatorcontrib>Wahid, Mohd Haniff</creatorcontrib><creatorcontrib>Sulaiman, Yusran</creatorcontrib><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Environment Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>Civil Engineering Abstracts</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Environment Abstracts</collection><jtitle>Solar energy</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Mustafa, Muhammad Norhaffis</au><au>Shafie, Suhaidi</au><au>Wahid, Mohd Haniff</au><au>Sulaiman, Yusran</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Optimization of power conversion efficiency of polyvinyl-alcohol/titanium dioxide compact layer using response surface methodology/central composite design</atitle><jtitle>Solar energy</jtitle><date>2019-05-01</date><risdate>2019</risdate><volume>183</volume><spage>689</spage><epage>696</epage><pages>689-696</pages><issn>0038-092X</issn><eissn>1471-1257</eissn><abstract>•PVA/TiO2 nanofibers compact layer has been optimized using response surface methodology with central composite design.•Synergistic effect between concentration of PVA and volume of TTIP was studied.•DSSC with TiO2 compact layer displayed almost twice PCE compared to the DSSC without TiO2 compact layer.•RSM can accurately obtain the coefficient of determination (R2) of 0.9958 with below 5% residual standard error.
In this study, response surface methodology by central composite design (RSM/CCD) was used as an efficient approach for modeling and optimizing titanium dioxide (TiO2) as a compact layer via electrospinning for dye-sensitized solar cell (DSSC) performances. The concentration of polyvinyl alcohol (PVA) and volume of titanium isopropoxide (TTIP) were investigated by RSM/CCD and the interaction between these factors was studied and modeled to identify the significant parameters toward DSSC performance. The statistical analysis showed that these two factors have significantly affected the power conversion efficiency (PCE). The model obtained was valid and capable to predict the response model accurately as the model was able to obtain the coefficient of determination (R2) of 0.9958 with below 5% residual standard error.</abstract><cop>New York</cop><pub>Elsevier Ltd</pub><doi>10.1016/j.solener.2019.03.074</doi><tpages>8</tpages><orcidid>https://orcid.org/0000-0002-1841-2447</orcidid></addata></record> |
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subjects | Alcohols Compact layer Dye-sensitized solar cell Dye-sensitized solar cells Energy conversion efficiency Experimental design Optimization Parameter identification Photovoltaic cells Polyvinyl alcohol Polyvinyl alcohol response surface methodology Response surface methodology Solar cells Solar energy Standard error Statistical analysis Titanium Titanium dioxide Titanium isopropoxide |
title | Optimization of power conversion efficiency of polyvinyl-alcohol/titanium dioxide compact layer using response surface methodology/central composite design |
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