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Least square estimator and IEC-60891 procedure for parameters estimation of single-diode model of photovoltaic generator at standard test conditions (STC)
Like some previous works, it is shown that ( I – V ) curve analysis can be applied to photovoltaic (PV) modules and to PV plants. Generally, manufacturers give data at standard test conditions (STC); therefore, for performance analysis and diagnosis of PV modules it is useful to extrapolate data and...
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| Published in: | Electrical engineering 2021-04, Vol.103 (2), p.1253-1264 |
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| Main Authors: | , , , , , , |
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| cited_by | cdi_FETCH-LOGICAL-c319t-2382b7f3130e6f364d784ef458640f3e4b5e6085e101c5b50c4f0f11ae45c8ca3 |
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| cites | cdi_FETCH-LOGICAL-c319t-2382b7f3130e6f364d784ef458640f3e4b5e6085e101c5b50c4f0f11ae45c8ca3 |
| container_end_page | 1264 |
| container_issue | 2 |
| container_start_page | 1253 |
| container_title | Electrical engineering |
| container_volume | 103 |
| creator | Ayang, Albert Wamkeue, René Ouhrouche, Mohand Saad, Mohamad Andy Tameghe, Tommy Deli, Kodji Tchakoua Takoutsing, Pierre |
| description | Like some previous works, it is shown that (
I
–
V
) curve analysis can be applied to photovoltaic (PV) modules and to PV plants. Generally, manufacturers give data at standard test conditions (STC); therefore, for performance analysis and diagnosis of PV modules it is useful to extrapolate data and parameters at STC according to the International Electrotechnical Commission (IEC)-60891 procedures. Review on modeling PV generator is first established in this paper; next, the combination of the optimization method of least squares estimator algorithm and Newton–Raphson (NR) resolution for identifying the unknown parameters of single diode photovoltaic generators at STC is proposed; if parameters and curves are not obtained at STC, they are then extrapolated at STC according to IEC-60891 procedures. For polycrystalline silicon MSX60 PV generators, the dynamic variations of parameter values are carried out by graphs and the (
I
–
V
) curves are superposed, justifying the accuracy of the proposed method. The method is then extended to a 500 kW PV generator, the obtained parameters are then extrapolated to STC according to IEC-60891. The (
I
–
V
) and (
P
–
V
) curves obtained by extrapolated parameters are then compared with those measured. After up to 222 iterations, the parameters converge to constant values. Simulation shows maximum error value of 0.06 between experimental curve and estimated curves. |
| doi_str_mv | 10.1007/s00202-020-01131-2 |
| format | article |
| fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_journals_2506624254</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2506624254</sourcerecordid><originalsourceid>FETCH-LOGICAL-c319t-2382b7f3130e6f364d784ef458640f3e4b5e6085e101c5b50c4f0f11ae45c8ca3</originalsourceid><addsrcrecordid>eNp9UctOWzEQtaoikVJ-gJWlbujCMH7dxxJFtEWKxAJYW47vOL0ouQ62U6m_0q9l0lvUHZtjaXweMzqMXUi4kgDtdQFQoASBACm1FOoDW0ijaWS69iNbQG860fZKnrJPpTwDgLa9WbA_K_Sl8vJy8Bk5ljrufE2Z-2ngd7dL0UDXS77PKeBwIEakv73PfocVc3kTjGniKfIyTpstimFMA_IdwfY43f9MNf1K2-rHwDc4YZ4TKLVSjM8Dr-TDQ5qG8WhV-OXD4_LrZ3YS_bbg-b_3jD19u31c_hCr--93y5uVCFr2VSjdqXUbtdSATdSNGdrOYDS2awxEjWZtka6wKEEGu7YQTIQopUdjQxe8PmNfZl-68uVAm7jndMgTRTploWmUUdYQS82skFMpGaPbZzo9_3YS3LEDN3fgCNzfDpwikZ5FhcjTBvN_63dUrx9Iipw</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2506624254</pqid></control><display><type>article</type><title>Least square estimator and IEC-60891 procedure for parameters estimation of single-diode model of photovoltaic generator at standard test conditions (STC)</title><source>Springer Link</source><creator>Ayang, Albert ; Wamkeue, René ; Ouhrouche, Mohand ; Saad, Mohamad ; Andy Tameghe, Tommy ; Deli, Kodji ; Tchakoua Takoutsing, Pierre</creator><creatorcontrib>Ayang, Albert ; Wamkeue, René ; Ouhrouche, Mohand ; Saad, Mohamad ; Andy Tameghe, Tommy ; Deli, Kodji ; Tchakoua Takoutsing, Pierre</creatorcontrib><description>Like some previous works, it is shown that (
I
–
V
) curve analysis can be applied to photovoltaic (PV) modules and to PV plants. Generally, manufacturers give data at standard test conditions (STC); therefore, for performance analysis and diagnosis of PV modules it is useful to extrapolate data and parameters at STC according to the International Electrotechnical Commission (IEC)-60891 procedures. Review on modeling PV generator is first established in this paper; next, the combination of the optimization method of least squares estimator algorithm and Newton–Raphson (NR) resolution for identifying the unknown parameters of single diode photovoltaic generators at STC is proposed; if parameters and curves are not obtained at STC, they are then extrapolated at STC according to IEC-60891 procedures. For polycrystalline silicon MSX60 PV generators, the dynamic variations of parameter values are carried out by graphs and the (
I
–
V
) curves are superposed, justifying the accuracy of the proposed method. The method is then extended to a 500 kW PV generator, the obtained parameters are then extrapolated to STC according to IEC-60891. The (
I
–
V
) and (
P
–
V
) curves obtained by extrapolated parameters are then compared with those measured. After up to 222 iterations, the parameters converge to constant values. Simulation shows maximum error value of 0.06 between experimental curve and estimated curves.</description><identifier>ISSN: 0948-7921</identifier><identifier>EISSN: 1432-0487</identifier><identifier>DOI: 10.1007/s00202-020-01131-2</identifier><language>eng</language><publisher>Berlin/Heidelberg: Springer Berlin Heidelberg</publisher><subject>Algorithms ; Economics and Management ; Electrical Engineering ; Electrical Machines and Networks ; Energy Policy ; Engineering ; Extrapolation ; Generators ; Least squares method ; Mathematical models ; Modules ; Optimization ; Original Paper ; Parameter estimation ; Parameter identification ; Photovoltaic cells ; Polysilicon ; Power Electronics</subject><ispartof>Electrical engineering, 2021-04, Vol.103 (2), p.1253-1264</ispartof><rights>Springer-Verlag GmbH Germany, part of Springer Nature 2021</rights><rights>Springer-Verlag GmbH Germany, part of Springer Nature 2021.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c319t-2382b7f3130e6f364d784ef458640f3e4b5e6085e101c5b50c4f0f11ae45c8ca3</citedby><cites>FETCH-LOGICAL-c319t-2382b7f3130e6f364d784ef458640f3e4b5e6085e101c5b50c4f0f11ae45c8ca3</cites><orcidid>0000-0002-3398-5868</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids></links><search><creatorcontrib>Ayang, Albert</creatorcontrib><creatorcontrib>Wamkeue, René</creatorcontrib><creatorcontrib>Ouhrouche, Mohand</creatorcontrib><creatorcontrib>Saad, Mohamad</creatorcontrib><creatorcontrib>Andy Tameghe, Tommy</creatorcontrib><creatorcontrib>Deli, Kodji</creatorcontrib><creatorcontrib>Tchakoua Takoutsing, Pierre</creatorcontrib><title>Least square estimator and IEC-60891 procedure for parameters estimation of single-diode model of photovoltaic generator at standard test conditions (STC)</title><title>Electrical engineering</title><addtitle>Electr Eng</addtitle><description>Like some previous works, it is shown that (
I
–
V
) curve analysis can be applied to photovoltaic (PV) modules and to PV plants. Generally, manufacturers give data at standard test conditions (STC); therefore, for performance analysis and diagnosis of PV modules it is useful to extrapolate data and parameters at STC according to the International Electrotechnical Commission (IEC)-60891 procedures. Review on modeling PV generator is first established in this paper; next, the combination of the optimization method of least squares estimator algorithm and Newton–Raphson (NR) resolution for identifying the unknown parameters of single diode photovoltaic generators at STC is proposed; if parameters and curves are not obtained at STC, they are then extrapolated at STC according to IEC-60891 procedures. For polycrystalline silicon MSX60 PV generators, the dynamic variations of parameter values are carried out by graphs and the (
I
–
V
) curves are superposed, justifying the accuracy of the proposed method. The method is then extended to a 500 kW PV generator, the obtained parameters are then extrapolated to STC according to IEC-60891. The (
I
–
V
) and (
P
–
V
) curves obtained by extrapolated parameters are then compared with those measured. After up to 222 iterations, the parameters converge to constant values. Simulation shows maximum error value of 0.06 between experimental curve and estimated curves.</description><subject>Algorithms</subject><subject>Economics and Management</subject><subject>Electrical Engineering</subject><subject>Electrical Machines and Networks</subject><subject>Energy Policy</subject><subject>Engineering</subject><subject>Extrapolation</subject><subject>Generators</subject><subject>Least squares method</subject><subject>Mathematical models</subject><subject>Modules</subject><subject>Optimization</subject><subject>Original Paper</subject><subject>Parameter estimation</subject><subject>Parameter identification</subject><subject>Photovoltaic cells</subject><subject>Polysilicon</subject><subject>Power Electronics</subject><issn>0948-7921</issn><issn>1432-0487</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNp9UctOWzEQtaoikVJ-gJWlbujCMH7dxxJFtEWKxAJYW47vOL0ouQ62U6m_0q9l0lvUHZtjaXweMzqMXUi4kgDtdQFQoASBACm1FOoDW0ijaWS69iNbQG860fZKnrJPpTwDgLa9WbA_K_Sl8vJy8Bk5ljrufE2Z-2ngd7dL0UDXS77PKeBwIEakv73PfocVc3kTjGniKfIyTpstimFMA_IdwfY43f9MNf1K2-rHwDc4YZ4TKLVSjM8Dr-TDQ5qG8WhV-OXD4_LrZ3YS_bbg-b_3jD19u31c_hCr--93y5uVCFr2VSjdqXUbtdSATdSNGdrOYDS2awxEjWZtka6wKEEGu7YQTIQopUdjQxe8PmNfZl-68uVAm7jndMgTRTploWmUUdYQS82skFMpGaPbZzo9_3YS3LEDN3fgCNzfDpwikZ5FhcjTBvN_63dUrx9Iipw</recordid><startdate>20210401</startdate><enddate>20210401</enddate><creator>Ayang, Albert</creator><creator>Wamkeue, René</creator><creator>Ouhrouche, Mohand</creator><creator>Saad, Mohamad</creator><creator>Andy Tameghe, Tommy</creator><creator>Deli, Kodji</creator><creator>Tchakoua Takoutsing, Pierre</creator><general>Springer Berlin Heidelberg</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><orcidid>https://orcid.org/0000-0002-3398-5868</orcidid></search><sort><creationdate>20210401</creationdate><title>Least square estimator and IEC-60891 procedure for parameters estimation of single-diode model of photovoltaic generator at standard test conditions (STC)</title><author>Ayang, Albert ; Wamkeue, René ; Ouhrouche, Mohand ; Saad, Mohamad ; Andy Tameghe, Tommy ; Deli, Kodji ; Tchakoua Takoutsing, Pierre</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c319t-2382b7f3130e6f364d784ef458640f3e4b5e6085e101c5b50c4f0f11ae45c8ca3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Algorithms</topic><topic>Economics and Management</topic><topic>Electrical Engineering</topic><topic>Electrical Machines and Networks</topic><topic>Energy Policy</topic><topic>Engineering</topic><topic>Extrapolation</topic><topic>Generators</topic><topic>Least squares method</topic><topic>Mathematical models</topic><topic>Modules</topic><topic>Optimization</topic><topic>Original Paper</topic><topic>Parameter estimation</topic><topic>Parameter identification</topic><topic>Photovoltaic cells</topic><topic>Polysilicon</topic><topic>Power Electronics</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ayang, Albert</creatorcontrib><creatorcontrib>Wamkeue, René</creatorcontrib><creatorcontrib>Ouhrouche, Mohand</creatorcontrib><creatorcontrib>Saad, Mohamad</creatorcontrib><creatorcontrib>Andy Tameghe, Tommy</creatorcontrib><creatorcontrib>Deli, Kodji</creatorcontrib><creatorcontrib>Tchakoua Takoutsing, Pierre</creatorcontrib><collection>CrossRef</collection><jtitle>Electrical engineering</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ayang, Albert</au><au>Wamkeue, René</au><au>Ouhrouche, Mohand</au><au>Saad, Mohamad</au><au>Andy Tameghe, Tommy</au><au>Deli, Kodji</au><au>Tchakoua Takoutsing, Pierre</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Least square estimator and IEC-60891 procedure for parameters estimation of single-diode model of photovoltaic generator at standard test conditions (STC)</atitle><jtitle>Electrical engineering</jtitle><stitle>Electr Eng</stitle><date>2021-04-01</date><risdate>2021</risdate><volume>103</volume><issue>2</issue><spage>1253</spage><epage>1264</epage><pages>1253-1264</pages><issn>0948-7921</issn><eissn>1432-0487</eissn><abstract>Like some previous works, it is shown that (
I
–
V
) curve analysis can be applied to photovoltaic (PV) modules and to PV plants. Generally, manufacturers give data at standard test conditions (STC); therefore, for performance analysis and diagnosis of PV modules it is useful to extrapolate data and parameters at STC according to the International Electrotechnical Commission (IEC)-60891 procedures. Review on modeling PV generator is first established in this paper; next, the combination of the optimization method of least squares estimator algorithm and Newton–Raphson (NR) resolution for identifying the unknown parameters of single diode photovoltaic generators at STC is proposed; if parameters and curves are not obtained at STC, they are then extrapolated at STC according to IEC-60891 procedures. For polycrystalline silicon MSX60 PV generators, the dynamic variations of parameter values are carried out by graphs and the (
I
–
V
) curves are superposed, justifying the accuracy of the proposed method. The method is then extended to a 500 kW PV generator, the obtained parameters are then extrapolated to STC according to IEC-60891. The (
I
–
V
) and (
P
–
V
) curves obtained by extrapolated parameters are then compared with those measured. After up to 222 iterations, the parameters converge to constant values. Simulation shows maximum error value of 0.06 between experimental curve and estimated curves.</abstract><cop>Berlin/Heidelberg</cop><pub>Springer Berlin Heidelberg</pub><doi>10.1007/s00202-020-01131-2</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0002-3398-5868</orcidid></addata></record> |
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| ispartof | Electrical engineering, 2021-04, Vol.103 (2), p.1253-1264 |
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| language | eng |
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| subjects | Algorithms Economics and Management Electrical Engineering Electrical Machines and Networks Energy Policy Engineering Extrapolation Generators Least squares method Mathematical models Modules Optimization Original Paper Parameter estimation Parameter identification Photovoltaic cells Polysilicon Power Electronics |
| title | Least square estimator and IEC-60891 procedure for parameters estimation of single-diode model of photovoltaic generator at standard test conditions (STC) |
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