{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,24]],"date-time":"2026-06-24T16:59:20Z","timestamp":1782320360023,"version":"3.54.5"},"reference-count":148,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/2.zoppoz.workers.dev:443\/https\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61563034"],"award-info":[{"award-number":["61563034"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"International S&T Cooperation Program of China","award":["2014DFG72240"],"award-info":[{"award-number":["2014DFG72240"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2022]]},"DOI":"10.1109\/access.2022.3162206","type":"journal-article","created":{"date-parts":[[2022,3,25]],"date-time":"2022-03-25T19:45:21Z","timestamp":1648237521000},"page":"35073-35093","source":"Crossref","is-referenced-by-count":52,"title":["A Review of Multitemporal and Multispatial Scales Photovoltaic Forecasting Methods"],"prefix":"10.1109","volume":"10","author":[{"given":"Caicheng","family":"Liu","sequence":"first","affiliation":[{"name":"College of Information Engineering, Nanchang University, Nanchang, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ming","family":"Li","sequence":"additional","affiliation":[{"name":"College of Information Engineering, Nanchang University, Nanchang, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/2.zoppoz.workers.dev:443\/https\/orcid.org\/0000-0001-5862-3102","authenticated-orcid":false,"given":"Yunjun","family":"Yu","sequence":"additional","affiliation":[{"name":"College of Information Engineering, Nanchang University, Nanchang, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ziyang","family":"Wu","sequence":"additional","affiliation":[{"name":"Samueli School of Engineering, Irvine, CA, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/2.zoppoz.workers.dev:443\/https\/orcid.org\/0000-0003-1675-5929","authenticated-orcid":false,"given":"Hai","family":"Gong","sequence":"additional","affiliation":[{"name":"College of Information Engineering, Nanchang University, Nanchang, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Feier","family":"Cheng","sequence":"additional","affiliation":[{"name":"College of Information Engineering, Nanchang University, Nanchang, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1038\/s41893-019-0352-9"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-020-0469-8"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1038\/s41893-020-0535-4"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2020.112766"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2019.07.118"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2019.06.017"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2019.12.131"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1080\/15435075.2021.1875474"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2016.01.049"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2020.115023"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2019.113315"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2016.10.068"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.3390\/en12224392"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2016.06.069"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2020.136848"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1049\/iet-rpg.2015.0477"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2017.11.019"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2013.06.042"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1155\/2017\/1356851"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1049\/iet-rpg.2018.5649"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2017.08.017"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.3390\/app10020487"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2014.07.008"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.seta.2018.11.008"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2017.11.023"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2017.05.212"},{"key":"ref27","first-page":"87","article-title":"Review of photovoltaic power generation output prediction technology","volume":"34","author":"Lai","year":"2019","journal-title":"J. Trans. China Electrotechnical Soc."},{"key":"ref28","first-page":"37","article-title":"Short-term output power forecast of photovoltaic based on a grey and neural network hybrid model","volume":"36","author":"Wang","year":"2012","journal-title":"J. Automat. Electr. Power Syst."},{"key":"ref29","first-page":"458","article-title":"Application of dynamic combination deep learning model in short-term load and photovoltaic power forecasting","volume":"38","author":"Xiong","year":"2020","journal-title":"J. Renew. Energy Resour."},{"key":"ref30","first-page":"561","article-title":"Photovoltaic power ultra short term prediction model based on ground cloud image and radial basis function artificial neural network","volume":"35","author":"Chen","year":"2015","journal-title":"Proc. CSEE"},{"key":"ref31","first-page":"98","article-title":"Discussion on distributed regional photovoltaic power prediction","volume":"24","author":"Zheng","year":"2017","journal-title":"J. China High Tech. Zone"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2014.10.016"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2018.07.311"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1063\/1.5122796"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1063\/1.4982387"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1175\/JTECH-D-13-00209.1"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2017.02.006"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2015.01.016"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2016.08.058"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.energy.2018.01.177"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.3390\/en10020186"},{"key":"ref42","first-page":"1","article-title":"Study on the prediction of distributed photovoltaic output considering the spatial and temporal characteristics","volume":"4","author":"Ding","year":"2019","journal-title":"J. Elect. Equip. Econ."},{"key":"ref43","first-page":"22","article-title":"Research on distributed photovoltaic ultra-short-term prediction technology based on spatial correlation","volume":"5","author":"Zhang","year":"2017","journal-title":"J. Shanxi Electr. Power"},{"key":"ref44","first-page":"97","article-title":"Spatial clustering method for large-scale distributed user photovoltaics based on spatial correlation","volume":"43","author":"Jiao","year":"2019","journal-title":"J. Automat. Electr. Power Syst."},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2017.03.007"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2019.06.053"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/TIE.2017.2714127"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/j.energy.2016.04.020"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2978635"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.energy.2015.02.100"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.3390\/en13010087"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2019.03.020"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2017.11.011"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1515\/pomr-2017-0064"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.3390\/app8081286"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/j.jestch.2019.03.006"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2019.114216"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1049\/iet-gtd.2018.5847"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.3390\/app8010028"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2014.05.090"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2923006"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.3390\/en11082163"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.3390\/en12071220"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2018.10.096"},{"key":"ref65","first-page":"689","article-title":"Prediction of boa-GBDT photovoltaic output based on fine-grained characteristics","volume":"44","author":"Xie","year":"2020","journal-title":"J. Power Syst. Technol."},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2016.01.020"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-33747-0_17"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1002\/tee.22999"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2019.07.061"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/TSTE.2014.2359974"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2014.03.026"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2017.02.052"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.3390\/app8050689"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2018.07.050"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2016.04.040"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1063\/1.5022393"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.3390\/app9010204"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1007\/s42835-019-00326-3"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2010.02.006"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-13-0662-4_2"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2017.07.052"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2017.08.081"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2016.03.075"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.3390\/en10101669"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.3390\/app9153192"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2017.07.032"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1063\/1.4962412"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2946057"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.3390\/en12101856"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1016\/j.energy.2014.03.096"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.3390\/su10082889"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2018.05.089"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2019.2925018"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2017.09.068"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.3390\/en12203817"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2017.09.057"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2020.121151"},{"key":"ref98","first-page":"78","article-title":"Short-term photovoltaic output forecasting method using LSTM neural network considering spatial correlation","volume":"32","author":"Wang","year":"2020","journal-title":"J. Automat. Electr. Power Syst."},{"key":"ref99","first-page":"100","article-title":"New energy regional power prediction algorithm based on statistical upscaling in Ningbo area","volume":"53","author":"Wang","year":"2020","journal-title":"J. China Electr. Power"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1016\/j.solener.2018.12.068"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1016\/j.renene.2015.11.005"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.3390\/en12234490"},{"key":"ref103","first-page":"1982","article-title":"Generation method of photovoltaic output sequence considering the temporal and spatial correlation of photovoltaic power plants","volume":"37","author":"Xia","year":"2017","journal-title":"Proc. CSEE"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1109\/TSTE.2019.2897688"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2017.02.012"},{"key":"ref106","first-page":"114","article-title":"Evaporation from water surface in relation to solar radiation","volume":"4","author":"Prescott","year":"1940","journal-title":"Trans. Roy. Soc. Aust."},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2012.12.043"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2016.11.160"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2017.04.101"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2014.04.017"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2014.04.054"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2017.06.082"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2016.11.124"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2007.04.011"},{"key":"ref115","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2017.11.085"},{"key":"ref116","doi-asserted-by":"publisher","DOI":"10.1016\/0002-1571(78)90014-6"},{"key":"ref117","doi-asserted-by":"publisher","DOI":"10.1016\/0038-092X(84)90018-5"},{"key":"ref118","doi-asserted-by":"publisher","DOI":"10.1016\/0741-983X(88)90050-1"},{"key":"ref119","doi-asserted-by":"publisher","DOI":"10.1016\/0038-092X(89)90022-4"},{"key":"ref120","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2004.02.020"},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.1061\/JYCEAJ.0000599"},{"key":"ref122","doi-asserted-by":"publisher","DOI":"10.1016\/0168-1923(84)90017-0"},{"key":"ref123","doi-asserted-by":"publisher","DOI":"10.1061\/(ASCE)1084-0699(1997)2:2(56)"},{"key":"ref124","doi-asserted-by":"publisher","DOI":"10.1016\/S0168-1923(98)00055-0"},{"key":"ref125","doi-asserted-by":"publisher","DOI":"10.2134\/agronj1999.915845x"},{"key":"ref126","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2003.09.019"},{"key":"ref127","doi-asserted-by":"publisher","DOI":"10.1016\/j.jastp.2016.10.008"},{"key":"ref128","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2013.03.004"},{"key":"ref129","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2016.07.006"},{"key":"ref130","doi-asserted-by":"publisher","DOI":"10.1016\/0038-092X(67)90026-6"},{"key":"ref131","doi-asserted-by":"publisher","DOI":"10.4141\/cjps93-068"},{"key":"ref132","doi-asserted-by":"publisher","DOI":"10.1016\/0038-092X(76)90022-0"},{"key":"ref133","doi-asserted-by":"publisher","DOI":"10.1080\/15435075.2021.1941043"},{"key":"ref134","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2009.06.024"},{"key":"ref135","doi-asserted-by":"publisher","DOI":"10.1016\/j.energy.2017.12.091"},{"key":"ref136","doi-asserted-by":"crossref","first-page":"2053","DOI":"10.1016\/j.rser.2017.08.033","article-title":"Evaluation of classical parametric models for estimating solar radiation in the eastern Mediterranean region of Turkey","volume":"82","author":"Teke","year":"2018","journal-title":"Renew. Sustain. Energy Rev."},{"key":"ref137","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2017.01.124"},{"key":"ref138","doi-asserted-by":"publisher","DOI":"10.1016\/j.rser.2019.01.040"},{"key":"ref139","doi-asserted-by":"publisher","DOI":"10.1016\/j.energy.2009.07.026"},{"key":"ref140","doi-asserted-by":"publisher","DOI":"10.3390\/en13010147"},{"key":"ref141","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2019.119476"},{"key":"ref142","doi-asserted-by":"publisher","DOI":"10.1016\/j.compag.2015.08.020"},{"key":"ref143","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2019.01.096"},{"key":"ref144","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2015.08.099"},{"key":"ref145","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2020.114588"},{"key":"ref146","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2981819"},{"key":"ref147","doi-asserted-by":"publisher","DOI":"10.1063\/1.4999240"},{"key":"ref148","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2018.05.003"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"https:\/\/2.zoppoz.workers.dev:443\/http\/xplorestaging.ieee.org\/ielx7\/6287639\/9668973\/09741707.pdf?arnumber=9741707","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,18]],"date-time":"2024-01-18T00:06:42Z","timestamp":1705536402000},"score":1,"resource":{"primary":{"URL":"https:\/\/2.zoppoz.workers.dev:443\/https\/ieeexplore.ieee.org\/document\/9741707\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"references-count":148,"URL":"https:\/\/2.zoppoz.workers.dev:443\/https\/doi.org\/10.1109\/access.2022.3162206","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]}}}