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...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Solar energy 2019-05, Vol.183, p.689-696
Hauptverfasser: Mustafa, Muhammad Norhaffis, Shafie, Suhaidi, Wahid, Mohd Haniff, Sulaiman, Yusran
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 696
container_issue
container_start_page 689
container_title Solar energy
container_volume 183
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
format Article
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_journals_2229639723</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S0038092X19303007</els_id><sourcerecordid>2229639723</sourcerecordid><originalsourceid>FETCH-LOGICAL-c374t-514260218d860e1ce0cd743e48bb8015fdee9f37125f4830f00a2e9f580e6cb43</originalsourceid><addsrcrecordid>eNqFUcuO1DAQtBBIDAufgBSJczJtO4mTE0IrXtJKewGJm-Vx2rMeOXawnYHwK_wsnp29c2qpuqpaXUXIWwoNBdrvT00KDj3GhgEdG-ANiPYZ2dFW0JqyTjwnOwA-1DCyHy_Jq5ROAFTQQezI3_sl29n-UdkGXwVTLeEXxkoHf8aYLhgaY7VFr7fr2m1n6zdXK6fDQ3D7bLPydp2ryYbfdsKinRelc-XUVpzWZP2xipiW4BNWaY1GaaxmzA9hCi4ct71Gn6Nyj8KQbMZqwmSP_jV5YZRL-OZp3pDvnz5-u_1S391__nr74a7WXLS57mjLemB0mIYekGoEPYmWYzscDgPQzkyIo-GiJGHagYMBUKwg3QDY60PLb8i7q-8Sw88VU5ansEZfTkrG2NjzUTBeWN2VpWNIKaKRS7SzipukIC89yJN86kFeepDAZemh6N5fdVheONuyTY9x4mQj6iynYP_j8A80HZli</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2229639723</pqid></control><display><type>article</type><title>Optimization of power conversion efficiency of polyvinyl-alcohol/titanium dioxide compact layer using response surface methodology/central composite design</title><source>Access via ScienceDirect (Elsevier)</source><creator>Mustafa, Muhammad Norhaffis ; Shafie, Suhaidi ; Wahid, Mohd Haniff ; Sulaiman, Yusran</creator><creatorcontrib>Mustafa, Muhammad Norhaffis ; Shafie, Suhaidi ; Wahid, Mohd Haniff ; Sulaiman, Yusran</creatorcontrib><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><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 &amp; 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>
fulltext fulltext
identifier ISSN: 0038-092X
ispartof Solar energy, 2019-05, Vol.183, p.689-696
issn 0038-092X
1471-1257
language eng
recordid cdi_proquest_journals_2229639723
source Access via ScienceDirect (Elsevier)
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
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-13T14%3A44%3A43IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Optimization%20of%20power%20conversion%20efficiency%20of%20polyvinyl-alcohol/titanium%20dioxide%20compact%20layer%20using%20response%20surface%20methodology/central%20composite%20design&rft.jtitle=Solar%20energy&rft.au=Mustafa,%20Muhammad%20Norhaffis&rft.date=2019-05-01&rft.volume=183&rft.spage=689&rft.epage=696&rft.pages=689-696&rft.issn=0038-092X&rft.eissn=1471-1257&rft_id=info:doi/10.1016/j.solener.2019.03.074&rft_dat=%3Cproquest_cross%3E2229639723%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2229639723&rft_id=info:pmid/&rft_els_id=S0038092X19303007&rfr_iscdi=true