A review of solar forecasting, its dependence on atmospheric sciences and implications for grid integration: Towards carbon neutrality
The ability to forecast solar irradiance plays an indispensable role in solar power forecasting, which constitutes an essential step in planning and operating power systems under high penetration of solar power generation. Since solar radiation is an atmospheric process, solar irradiance forecasting...
Gespeichert in:
Veröffentlicht in: | Renewable & sustainable energy reviews 2022-06, Vol.161, p.112348, Article 112348 |
---|---|
Hauptverfasser: | , , , , , , , , , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | |
---|---|
container_issue | |
container_start_page | 112348 |
container_title | Renewable & sustainable energy reviews |
container_volume | 161 |
creator | Yang, Dazhi Wang, Wenting Gueymard, Christian A. Hong, Tao Kleissl, Jan Huang, Jing Perez, Marc J. Perez, Richard Bright, Jamie M. Xia, Xiang’ao van der Meer, Dennis Peters, Ian Marius |
description | The ability to forecast solar irradiance plays an indispensable role in solar power forecasting, which constitutes an essential step in planning and operating power systems under high penetration of solar power generation. Since solar radiation is an atmospheric process, solar irradiance forecasting, and thus solar power forecasting, can benefit from the participation of atmospheric scientists. In this review, the two fields, namely, atmospheric science and power system engineering are jointly discussed with respect to how solar forecasting plays a part. Firstly, the state of affairs in solar forecasting is elaborated; some common misconceptions are clarified; and salient features of solar irradiance are explained. Next, five technical aspects of solar forecasting: (1) base forecasting methods, (2) post-processing, (3) irradiance-to-power conversion, (4) verification, and (5) grid-side implications, are reviewed. Following that, ten potential research topics for atmospheric scientists are enumerated; they are related to (1) data and tools, (2) numerical weather prediction, (3) forecast downscaling, (4) large eddy simulation, (5) dimming and brightening, (6) aerosols, (7) spatial forecast verification, (8) multivariate probabilistic forecast verification, (9) predictability, and (10) extreme weather events. Last but not least, a pathway towards ultra-high PV penetration is laid out, based on two recently proposed concepts of firm generation and firm forecasting. It is concluded that the collaboration between the atmospheric science community and power engineering community is necessary if we are to further increase the solar penetration while maintaining the stability and reliability of the power grid, and to achieve carbon neutrality in the long run.
•Common pitfalls of solar forecasting research are given, with remedies proposed.•Five technical aspects of solar forecasting are discussed, with a special focus on grid-integration implications.•Ten potential research topics for atmospheric scientists are identified.•A pathway towards ultra-high PV penetration is laid out. |
doi_str_mv | 10.1016/j.rser.2022.112348 |
format | Article |
fullrecord | <record><control><sourceid>elsevier_hal_p</sourceid><recordid>TN_cdi_hal_primary_oai_HAL_hal_03621245v1</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S1364032122002593</els_id><sourcerecordid>S1364032122002593</sourcerecordid><originalsourceid>FETCH-LOGICAL-c334t-886b30fe4893259be0f9c2dd43ec699bb83232c26007b298fc37e9c77bdb7f6c3</originalsourceid><addsrcrecordid>eNp9kF1LwzAUhoMoOKd_wKvcCrbmo2sb8WaIOmHgzbwOaXK6ZXRNSeLG_oC_29YOL706h4fzvnAehG4pSSmh-cM29QF8yghjKaWMZ-UZmtCyEAnJBTnvd55nCeGMXqKrELaE0FlZ8An6nmMPewsH7GocXKM8rp0HrUK07foe2xiwgQ5aA60G7Fqs4s6FbgPeahy0HXDAqjXY7rrGahWta8NQgtfe9rSNsPa_9BGv3EF5E7BWvuqrWviKXjU2Hq_RRa2aADenOUWfry-r50Wy_Hh7f54vE815FpOyzCtOashKwdlMVEBqoZkxGQedC1FVJWecaZYTUlRMlLXmBQhdFJWpijrXfIruxt6NamTn7U75o3TKysV8KQdGeM4oy2Z72t-y8VZ7F4KH-i9AiRysy60crMvBuhyt96GnMQT9F71XL0-OjO2tRmmc_S_-A2_Njcg</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype></control><display><type>article</type><title>A review of solar forecasting, its dependence on atmospheric sciences and implications for grid integration: Towards carbon neutrality</title><source>ScienceDirect Journals (5 years ago - present)</source><creator>Yang, Dazhi ; Wang, Wenting ; Gueymard, Christian A. ; Hong, Tao ; Kleissl, Jan ; Huang, Jing ; Perez, Marc J. ; Perez, Richard ; Bright, Jamie M. ; Xia, Xiang’ao ; van der Meer, Dennis ; Peters, Ian Marius</creator><creatorcontrib>Yang, Dazhi ; Wang, Wenting ; Gueymard, Christian A. ; Hong, Tao ; Kleissl, Jan ; Huang, Jing ; Perez, Marc J. ; Perez, Richard ; Bright, Jamie M. ; Xia, Xiang’ao ; van der Meer, Dennis ; Peters, Ian Marius</creatorcontrib><description>The ability to forecast solar irradiance plays an indispensable role in solar power forecasting, which constitutes an essential step in planning and operating power systems under high penetration of solar power generation. Since solar radiation is an atmospheric process, solar irradiance forecasting, and thus solar power forecasting, can benefit from the participation of atmospheric scientists. In this review, the two fields, namely, atmospheric science and power system engineering are jointly discussed with respect to how solar forecasting plays a part. Firstly, the state of affairs in solar forecasting is elaborated; some common misconceptions are clarified; and salient features of solar irradiance are explained. Next, five technical aspects of solar forecasting: (1) base forecasting methods, (2) post-processing, (3) irradiance-to-power conversion, (4) verification, and (5) grid-side implications, are reviewed. Following that, ten potential research topics for atmospheric scientists are enumerated; they are related to (1) data and tools, (2) numerical weather prediction, (3) forecast downscaling, (4) large eddy simulation, (5) dimming and brightening, (6) aerosols, (7) spatial forecast verification, (8) multivariate probabilistic forecast verification, (9) predictability, and (10) extreme weather events. Last but not least, a pathway towards ultra-high PV penetration is laid out, based on two recently proposed concepts of firm generation and firm forecasting. It is concluded that the collaboration between the atmospheric science community and power engineering community is necessary if we are to further increase the solar penetration while maintaining the stability and reliability of the power grid, and to achieve carbon neutrality in the long run.
•Common pitfalls of solar forecasting research are given, with remedies proposed.•Five technical aspects of solar forecasting are discussed, with a special focus on grid-integration implications.•Ten potential research topics for atmospheric scientists are identified.•A pathway towards ultra-high PV penetration is laid out.</description><identifier>ISSN: 1364-0321</identifier><identifier>EISSN: 1879-0690</identifier><identifier>DOI: 10.1016/j.rser.2022.112348</identifier><language>eng</language><publisher>Elsevier Ltd</publisher><subject>Atmospheric sciences ; Carbon neutrality ; Engineering Sciences ; Grid integration ; Power systems ; Review ; Solar forecasting</subject><ispartof>Renewable & sustainable energy reviews, 2022-06, Vol.161, p.112348, Article 112348</ispartof><rights>2022 Elsevier Ltd</rights><rights>Distributed under a Creative Commons Attribution 4.0 International License</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c334t-886b30fe4893259be0f9c2dd43ec699bb83232c26007b298fc37e9c77bdb7f6c3</citedby><cites>FETCH-LOGICAL-c334t-886b30fe4893259be0f9c2dd43ec699bb83232c26007b298fc37e9c77bdb7f6c3</cites><orcidid>0000-0003-2421-7290 ; 0000-0002-1725-0909 ; 0000-0003-4364-0211 ; 0000-0003-2162-6873</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.rser.2022.112348$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>230,314,778,782,883,3539,27911,27912,45982</link.rule.ids><backlink>$$Uhttps://hal.science/hal-03621245$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Yang, Dazhi</creatorcontrib><creatorcontrib>Wang, Wenting</creatorcontrib><creatorcontrib>Gueymard, Christian A.</creatorcontrib><creatorcontrib>Hong, Tao</creatorcontrib><creatorcontrib>Kleissl, Jan</creatorcontrib><creatorcontrib>Huang, Jing</creatorcontrib><creatorcontrib>Perez, Marc J.</creatorcontrib><creatorcontrib>Perez, Richard</creatorcontrib><creatorcontrib>Bright, Jamie M.</creatorcontrib><creatorcontrib>Xia, Xiang’ao</creatorcontrib><creatorcontrib>van der Meer, Dennis</creatorcontrib><creatorcontrib>Peters, Ian Marius</creatorcontrib><title>A review of solar forecasting, its dependence on atmospheric sciences and implications for grid integration: Towards carbon neutrality</title><title>Renewable & sustainable energy reviews</title><description>The ability to forecast solar irradiance plays an indispensable role in solar power forecasting, which constitutes an essential step in planning and operating power systems under high penetration of solar power generation. Since solar radiation is an atmospheric process, solar irradiance forecasting, and thus solar power forecasting, can benefit from the participation of atmospheric scientists. In this review, the two fields, namely, atmospheric science and power system engineering are jointly discussed with respect to how solar forecasting plays a part. Firstly, the state of affairs in solar forecasting is elaborated; some common misconceptions are clarified; and salient features of solar irradiance are explained. Next, five technical aspects of solar forecasting: (1) base forecasting methods, (2) post-processing, (3) irradiance-to-power conversion, (4) verification, and (5) grid-side implications, are reviewed. Following that, ten potential research topics for atmospheric scientists are enumerated; they are related to (1) data and tools, (2) numerical weather prediction, (3) forecast downscaling, (4) large eddy simulation, (5) dimming and brightening, (6) aerosols, (7) spatial forecast verification, (8) multivariate probabilistic forecast verification, (9) predictability, and (10) extreme weather events. Last but not least, a pathway towards ultra-high PV penetration is laid out, based on two recently proposed concepts of firm generation and firm forecasting. It is concluded that the collaboration between the atmospheric science community and power engineering community is necessary if we are to further increase the solar penetration while maintaining the stability and reliability of the power grid, and to achieve carbon neutrality in the long run.
•Common pitfalls of solar forecasting research are given, with remedies proposed.•Five technical aspects of solar forecasting are discussed, with a special focus on grid-integration implications.•Ten potential research topics for atmospheric scientists are identified.•A pathway towards ultra-high PV penetration is laid out.</description><subject>Atmospheric sciences</subject><subject>Carbon neutrality</subject><subject>Engineering Sciences</subject><subject>Grid integration</subject><subject>Power systems</subject><subject>Review</subject><subject>Solar forecasting</subject><issn>1364-0321</issn><issn>1879-0690</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><recordid>eNp9kF1LwzAUhoMoOKd_wKvcCrbmo2sb8WaIOmHgzbwOaXK6ZXRNSeLG_oC_29YOL706h4fzvnAehG4pSSmh-cM29QF8yghjKaWMZ-UZmtCyEAnJBTnvd55nCeGMXqKrELaE0FlZ8An6nmMPewsH7GocXKM8rp0HrUK07foe2xiwgQ5aA60G7Fqs4s6FbgPeahy0HXDAqjXY7rrGahWta8NQgtfe9rSNsPa_9BGv3EF5E7BWvuqrWviKXjU2Hq_RRa2aADenOUWfry-r50Wy_Hh7f54vE815FpOyzCtOashKwdlMVEBqoZkxGQedC1FVJWecaZYTUlRMlLXmBQhdFJWpijrXfIruxt6NamTn7U75o3TKysV8KQdGeM4oy2Z72t-y8VZ7F4KH-i9AiRysy60crMvBuhyt96GnMQT9F71XL0-OjO2tRmmc_S_-A2_Njcg</recordid><startdate>202206</startdate><enddate>202206</enddate><creator>Yang, Dazhi</creator><creator>Wang, Wenting</creator><creator>Gueymard, Christian A.</creator><creator>Hong, Tao</creator><creator>Kleissl, Jan</creator><creator>Huang, Jing</creator><creator>Perez, Marc J.</creator><creator>Perez, Richard</creator><creator>Bright, Jamie M.</creator><creator>Xia, Xiang’ao</creator><creator>van der Meer, Dennis</creator><creator>Peters, Ian Marius</creator><general>Elsevier Ltd</general><general>Elsevier</general><scope>AAYXX</scope><scope>CITATION</scope><scope>1XC</scope><orcidid>https://orcid.org/0000-0003-2421-7290</orcidid><orcidid>https://orcid.org/0000-0002-1725-0909</orcidid><orcidid>https://orcid.org/0000-0003-4364-0211</orcidid><orcidid>https://orcid.org/0000-0003-2162-6873</orcidid></search><sort><creationdate>202206</creationdate><title>A review of solar forecasting, its dependence on atmospheric sciences and implications for grid integration: Towards carbon neutrality</title><author>Yang, Dazhi ; Wang, Wenting ; Gueymard, Christian A. ; Hong, Tao ; Kleissl, Jan ; Huang, Jing ; Perez, Marc J. ; Perez, Richard ; Bright, Jamie M. ; Xia, Xiang’ao ; van der Meer, Dennis ; Peters, Ian Marius</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c334t-886b30fe4893259be0f9c2dd43ec699bb83232c26007b298fc37e9c77bdb7f6c3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Atmospheric sciences</topic><topic>Carbon neutrality</topic><topic>Engineering Sciences</topic><topic>Grid integration</topic><topic>Power systems</topic><topic>Review</topic><topic>Solar forecasting</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Yang, Dazhi</creatorcontrib><creatorcontrib>Wang, Wenting</creatorcontrib><creatorcontrib>Gueymard, Christian A.</creatorcontrib><creatorcontrib>Hong, Tao</creatorcontrib><creatorcontrib>Kleissl, Jan</creatorcontrib><creatorcontrib>Huang, Jing</creatorcontrib><creatorcontrib>Perez, Marc J.</creatorcontrib><creatorcontrib>Perez, Richard</creatorcontrib><creatorcontrib>Bright, Jamie M.</creatorcontrib><creatorcontrib>Xia, Xiang’ao</creatorcontrib><creatorcontrib>van der Meer, Dennis</creatorcontrib><creatorcontrib>Peters, Ian Marius</creatorcontrib><collection>CrossRef</collection><collection>Hyper Article en Ligne (HAL)</collection><jtitle>Renewable & sustainable energy reviews</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Yang, Dazhi</au><au>Wang, Wenting</au><au>Gueymard, Christian A.</au><au>Hong, Tao</au><au>Kleissl, Jan</au><au>Huang, Jing</au><au>Perez, Marc J.</au><au>Perez, Richard</au><au>Bright, Jamie M.</au><au>Xia, Xiang’ao</au><au>van der Meer, Dennis</au><au>Peters, Ian Marius</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A review of solar forecasting, its dependence on atmospheric sciences and implications for grid integration: Towards carbon neutrality</atitle><jtitle>Renewable & sustainable energy reviews</jtitle><date>2022-06</date><risdate>2022</risdate><volume>161</volume><spage>112348</spage><pages>112348-</pages><artnum>112348</artnum><issn>1364-0321</issn><eissn>1879-0690</eissn><abstract>The ability to forecast solar irradiance plays an indispensable role in solar power forecasting, which constitutes an essential step in planning and operating power systems under high penetration of solar power generation. Since solar radiation is an atmospheric process, solar irradiance forecasting, and thus solar power forecasting, can benefit from the participation of atmospheric scientists. In this review, the two fields, namely, atmospheric science and power system engineering are jointly discussed with respect to how solar forecasting plays a part. Firstly, the state of affairs in solar forecasting is elaborated; some common misconceptions are clarified; and salient features of solar irradiance are explained. Next, five technical aspects of solar forecasting: (1) base forecasting methods, (2) post-processing, (3) irradiance-to-power conversion, (4) verification, and (5) grid-side implications, are reviewed. Following that, ten potential research topics for atmospheric scientists are enumerated; they are related to (1) data and tools, (2) numerical weather prediction, (3) forecast downscaling, (4) large eddy simulation, (5) dimming and brightening, (6) aerosols, (7) spatial forecast verification, (8) multivariate probabilistic forecast verification, (9) predictability, and (10) extreme weather events. Last but not least, a pathway towards ultra-high PV penetration is laid out, based on two recently proposed concepts of firm generation and firm forecasting. It is concluded that the collaboration between the atmospheric science community and power engineering community is necessary if we are to further increase the solar penetration while maintaining the stability and reliability of the power grid, and to achieve carbon neutrality in the long run.
•Common pitfalls of solar forecasting research are given, with remedies proposed.•Five technical aspects of solar forecasting are discussed, with a special focus on grid-integration implications.•Ten potential research topics for atmospheric scientists are identified.•A pathway towards ultra-high PV penetration is laid out.</abstract><pub>Elsevier Ltd</pub><doi>10.1016/j.rser.2022.112348</doi><orcidid>https://orcid.org/0000-0003-2421-7290</orcidid><orcidid>https://orcid.org/0000-0002-1725-0909</orcidid><orcidid>https://orcid.org/0000-0003-4364-0211</orcidid><orcidid>https://orcid.org/0000-0003-2162-6873</orcidid></addata></record> |
fulltext | fulltext |
identifier | ISSN: 1364-0321 |
ispartof | Renewable & sustainable energy reviews, 2022-06, Vol.161, p.112348, Article 112348 |
issn | 1364-0321 1879-0690 |
language | eng |
recordid | cdi_hal_primary_oai_HAL_hal_03621245v1 |
source | ScienceDirect Journals (5 years ago - present) |
subjects | Atmospheric sciences Carbon neutrality Engineering Sciences Grid integration Power systems Review Solar forecasting |
title | A review of solar forecasting, its dependence on atmospheric sciences and implications for grid integration: Towards carbon neutrality |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-15T11%3A12%3A11IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-elsevier_hal_p&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=A%20review%20of%20solar%20forecasting,%20its%20dependence%20on%20atmospheric%20sciences%20and%20implications%20for%20grid%20integration:%20Towards%20carbon%20neutrality&rft.jtitle=Renewable%20&%20sustainable%20energy%20reviews&rft.au=Yang,%20Dazhi&rft.date=2022-06&rft.volume=161&rft.spage=112348&rft.pages=112348-&rft.artnum=112348&rft.issn=1364-0321&rft.eissn=1879-0690&rft_id=info:doi/10.1016/j.rser.2022.112348&rft_dat=%3Celsevier_hal_p%3ES1364032122002593%3C/elsevier_hal_p%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_id=info:pmid/&rft_els_id=S1364032122002593&rfr_iscdi=true |