{"id":"https://openalex.org/W4388726715","doi":"https://doi.org/10.1109/iecon51785.2023.10311982","title":"Stored Energy Forecasting of Small-Scale Photovoltaic-Pumped Hydro Storage System Based on Prediction of Solar Irradiance, Ambient Temperature, and Rainfall Using LSTM Method","display_name":"Stored Energy Forecasting of Small-Scale Photovoltaic-Pumped Hydro Storage System Based on Prediction of Solar Irradiance, Ambient Temperature, and Rainfall Using LSTM Method","publication_year":2023,"publication_date":"2023-10-16","ids":{"openalex":"https://openalex.org/W4388726715","doi":"https://doi.org/10.1109/iecon51785.2023.10311982"},"language":"en","primary_location":{"id":"doi:10.1109/iecon51785.2023.10311982","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iecon51785.2023.10311982","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IECON 2023- 49th Annual Conference of the IEEE Industrial Electronics Society","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029534023","display_name":"Akhmad Musafa","orcid":"https://orcid.org/0000-0002-2524-8227"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]},{"id":"https://openalex.org/I4210145783","display_name":"Universitas Budi Luhur","ror":"https://ror.org/04jhb1n36","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210145783"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Akhmad Musafa","raw_affiliation_strings":["Institut Teknologi Sepuluh Nopember,Department of Electrical Engineering,Surabaya,Indonesia","Department of Electrical Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","Department of Electrical Engineering, Universitas Budi Luhur, Jakarta, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut Teknologi Sepuluh Nopember,Department of Electrical Engineering,Surabaya,Indonesia","institution_ids":["https://openalex.org/I166843116"]},{"raw_affiliation_string":"Department of Electrical Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]},{"raw_affiliation_string":"Department of Electrical Engineering, Universitas Budi Luhur, Jakarta, Indonesia","institution_ids":["https://openalex.org/I4210145783"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034130467","display_name":"Ardyono Priyadi","orcid":"https://orcid.org/0000-0002-3809-2831"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Ardyono Priyadi","raw_affiliation_strings":["Institut Teknologi Sepuluh Nopember,Department of Electrical Engineering,Surabaya,Indonesia","Department of Electrical Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut Teknologi Sepuluh Nopember,Department of Electrical Engineering,Surabaya,Indonesia","institution_ids":["https://openalex.org/I166843116"]},{"raw_affiliation_string":"Department of Electrical Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045626550","display_name":"Vita Lystianingrum","orcid":"https://orcid.org/0000-0002-7185-0040"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Vita Lystianingrum","raw_affiliation_strings":["Institut Teknologi Sepuluh Nopember,Department of Electrical Engineering,Surabaya,Indonesia","Department of Electrical Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut Teknologi Sepuluh Nopember,Department of Electrical Engineering,Surabaya,Indonesia","institution_ids":["https://openalex.org/I166843116"]},{"raw_affiliation_string":"Department of Electrical Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012595591","display_name":"Mauridhi Hery Purnomo","orcid":"https://orcid.org/0000-0002-6221-7382"},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Mauridhi Hery Purnomo","raw_affiliation_strings":["Institut Teknologi Sepuluh Nopember,Department of Computer Engineering,Surabaya,Indonesia","Department of Computer Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut Teknologi Sepuluh Nopember,Department of Computer Engineering,Surabaya,Indonesia","institution_ids":["https://openalex.org/I166843116"]},{"raw_affiliation_string":"Department of Computer Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"15","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.8092653751373291},{"id":"https://openalex.org/keywords/irradiance","display_name":"Irradiance","score":0.6994679570198059},{"id":"https://openalex.org/keywords/solar-irradiance","display_name":"Solar irradiance","score":0.6693466305732727},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.6186366677284241},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.564717710018158},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.5502805113792419},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4828394055366516},{"id":"https://openalex.org/keywords/approximation-error","display_name":"Approximation error","score":0.4503999948501587},{"id":"https://openalex.org/keywords/solar-energy","display_name":"Solar energy","score":0.44706422090530396},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4229142367839813},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2531214654445648},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2122085690498352},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18114545941352844},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.18051189184188843},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.16391804814338684},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07780033349990845}],"concepts":[{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.8092653751373291},{"id":"https://openalex.org/C46423501","wikidata":"https://www.wikidata.org/wiki/Q830654","display_name":"Irradiance","level":2,"score":0.6994679570198059},{"id":"https://openalex.org/C9695528","wikidata":"https://www.wikidata.org/wiki/Q7556707","display_name":"Solar irradiance","level":2,"score":0.6693466305732727},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.6186366677284241},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.564717710018158},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.5502805113792419},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4828394055366516},{"id":"https://openalex.org/C122383733","wikidata":"https://www.wikidata.org/wiki/Q865920","display_name":"Approximation error","level":2,"score":0.4503999948501587},{"id":"https://openalex.org/C541104983","wikidata":"https://www.wikidata.org/wiki/Q40015","display_name":"Solar energy","level":2,"score":0.44706422090530396},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4229142367839813},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2531214654445648},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2122085690498352},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18114545941352844},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.18051189184188843},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.16391804814338684},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07780033349990845},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iecon51785.2023.10311982","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iecon51785.2023.10311982","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IECON 2023- 49th Annual Conference of the IEEE Industrial Electronics Society","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.6000000238418579,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2034840206","https://openalex.org/W2095705004","https://openalex.org/W2244087156","https://openalex.org/W2555523756","https://openalex.org/W2762797296","https://openalex.org/W2802229284","https://openalex.org/W2922465095","https://openalex.org/W2943886808","https://openalex.org/W3045328553","https://openalex.org/W3047034125","https://openalex.org/W3105812270","https://openalex.org/W3215258715","https://openalex.org/W4220901789","https://openalex.org/W4281381770","https://openalex.org/W4289538441","https://openalex.org/W6674330103"],"related_works":["https://openalex.org/W1530649511","https://openalex.org/W3104379783","https://openalex.org/W2131174359","https://openalex.org/W4322211974","https://openalex.org/W2884263184","https://openalex.org/W2995848355","https://openalex.org/W1749313231","https://openalex.org/W3201088759","https://openalex.org/W2023949803","https://openalex.org/W1578057650"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"the":[3,26,67,88,96,133,144,151,157,164,167,171],"implementation":[4],"of":[5,7,28,37,87,99,122,132,143,182,187,198,203],"forecasting":[6,23,108,145,177,193,209],"photovoltaic":[8],"(PV)":[9],"power":[10,76,83,176,192],"and":[11,34,55,60,77,84,104,156,185,190,201,213,222],"stored":[12,78,207],"energy":[13,79,85,208],"on":[14,112],"small-scale":[15,114],"pumped":[16],"hydro":[17,90,116],"storage":[18,91,117],"(PHS)":[19],"systems.":[20],"The":[21,62,106,141,206],"proposed":[22,107],"approach":[24,109,173],"considers":[25],"results":[27,98,168],"predicting":[29],"solar":[30,100],"irradiance,":[31,101],"ambient":[32,102],"temperature,":[33,103],"rainfall.":[35,105],"Prediction":[36],"these":[38],"three":[39],"parameters":[40,215],"was":[41,49,110],"done":[42,148],"using":[43,82],"a":[44,113,120,130],"one-month":[45],"weather":[46],"dataset":[47],"that":[48,170],"split":[50],"into":[51],"80%":[52],"for":[53,58,211],"training":[54],"20%":[56],"data":[57],"testing":[59],"validation.":[61],"prediction":[63,97],"algorithm":[64],"used":[65],"is":[66,124,136,147],"bidirectional":[68],"long":[69],"short-term":[70],"memory":[71],"(LSTM)":[72],"method.":[73],"Furthermore,":[74],"PV":[75,123,175],"were":[80],"calculated":[81],"models":[86],"photovoltaic-pumped":[89,115],"system":[92,118],"modified":[93],"by":[94,149],"considering":[95],"simulation-tested":[111],"with":[119,179,195],"capacity":[121,131],"2":[125],"KW,":[126],"as":[127,129],"well":[128],"upper":[134],"reservoir":[135],"5":[137],"m<sup":[138],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[139,218,224],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">3</sup>,":[140],"performance":[142,178,194,210],"model":[146],"measuring":[150],"mean":[152,158],"square":[153],"error":[154,160],"(MSE)":[155],"absolute":[159],"(MAE)":[161],"values.":[162],"From":[163],"simulation":[165],"test,":[166],"obtained":[169],"suggested":[172],"produces":[174],"an":[180,196],"MSE":[181,197,212],"8.942":[183],"watts":[184,200],"MAE":[186,202,214],"0.044":[188],"watts,":[189],"excess":[191],"81.203":[199],"0.075":[204],"watts.":[205],"are":[216],"<tex":[217,223],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$2.2\\times":[219],"10^{-7}$</tex>":[220],"Wh":[221],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$7.35\\times":[225],"10^{-6}$</tex>":[226],"Wh,":[227],"respectively.":[228]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}
