{"id":"https://openalex.org/W4312477837","doi":"https://doi.org/10.1109/access.2022.3222986","title":"Comparison of Machine Learning Algorithms for Performance Evaluation of Photovoltaic Energy Forecasting and Management in the TinyML Framework","display_name":"Comparison of Machine Learning Algorithms for Performance Evaluation of Photovoltaic Energy Forecasting and Management in the TinyML Framework","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4312477837","doi":"https://doi.org/10.1109/access.2022.3222986"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3222986","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3222986","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09954033.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09954033.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032756237","display_name":"Giambattista Gruosso","orcid":"https://orcid.org/0000-0001-6417-3750"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Giambattista Gruosso","raw_affiliation_strings":["Politecnico di Milano, DEIB, Milan, Italy","DEIB - Politecnico di Milano, P.zza L.da Vinci 32, Milano, Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Milano, DEIB, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"DEIB - Politecnico di Milano, P.zza L.da Vinci 32, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064664899","display_name":"Giancarlo Storti Gajani","orcid":"https://orcid.org/0000-0001-8182-7891"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giancarlo Storti Gajani","raw_affiliation_strings":["Politecnico di Milano, DEIB, Milan, Italy","DEIB - Politecnico di Milano, P.zza L.da Vinci 32, Milano, Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Milano, DEIB, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"DEIB - Politecnico di Milano, P.zza L.da Vinci 32, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5032756237"],"corresponding_institution_ids":["https://openalex.org/I93860229"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.242,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.83304102,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"10","issue":null,"first_page":"121010","last_page":"121020"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9998000264167786,"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":0.9988999962806702,"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/computer-science","display_name":"Computer science","score":0.7582332491874695},{"id":"https://openalex.org/keywords/photovoltaic-system","display_name":"Photovoltaic system","score":0.6581405401229858},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.638216495513916},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5863590836524963},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.5843256115913391},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4960697591304779},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48824313282966614},{"id":"https://openalex.org/keywords/microcontroller","display_name":"Microcontroller","score":0.4278523623943329},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42040228843688965},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.14805498719215393},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.1261952519416809}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7582332491874695},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.6581405401229858},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.638216495513916},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5863590836524963},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.5843256115913391},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4960697591304779},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48824313282966614},{"id":"https://openalex.org/C173018170","wikidata":"https://www.wikidata.org/wiki/Q165678","display_name":"Microcontroller","level":2,"score":0.4278523623943329},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42040228843688965},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.14805498719215393},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.1261952519416809},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2022.3222986","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3222986","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09954033.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:208e206386d54f75bf2f7bc764dc33b1","is_oa":true,"landing_page_url":"https://doaj.org/article/208e206386d54f75bf2f7bc764dc33b1","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 121010-121020 (2022)","raw_type":"article"},{"id":"pmh:oai:re.public.polimi.it:11311/1225253","is_oa":true,"landing_page_url":"https://hdl.handle.net/11311/1225253","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3222986","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3222986","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09954033.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8399999737739563,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4312477837.pdf","grobid_xml":"https://content.openalex.org/works/W4312477837.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1906393515","https://openalex.org/W1979723107","https://openalex.org/W2017108778","https://openalex.org/W2040870580","https://openalex.org/W2042511026","https://openalex.org/W2044950860","https://openalex.org/W2049048424","https://openalex.org/W2064675550","https://openalex.org/W2074088705","https://openalex.org/W2107716416","https://openalex.org/W2147800946","https://openalex.org/W2157331557","https://openalex.org/W2327473694","https://openalex.org/W2416799949","https://openalex.org/W2601884398","https://openalex.org/W2603648311","https://openalex.org/W2944813597","https://openalex.org/W2963122961","https://openalex.org/W2988369661","https://openalex.org/W2996367417","https://openalex.org/W3039184636","https://openalex.org/W3080150692","https://openalex.org/W3116798885","https://openalex.org/W3165455002","https://openalex.org/W3174940741","https://openalex.org/W3186247783","https://openalex.org/W3201189895","https://openalex.org/W4205561506","https://openalex.org/W4210673926","https://openalex.org/W4214654019","https://openalex.org/W6735826779"],"related_works":["https://openalex.org/W4316095964","https://openalex.org/W2383001583","https://openalex.org/W2131084560","https://openalex.org/W2771395446","https://openalex.org/W3112038843","https://openalex.org/W3094215878","https://openalex.org/W2088310429","https://openalex.org/W3209836052","https://openalex.org/W2161641032","https://openalex.org/W2496340490"],"abstract_inverted_index":{"The":[0,45],"availability":[1],"of":[2,16,27,47,56,97,103,127,138,163],"reliable":[3],"photovoltaic":[4],"(PV)":[5],"power":[6,35,59,107],"forecasting":[7],"tools":[8],"is":[9,20,115,134,150],"an":[10,161],"important":[11],"factor":[12],"for":[13,24,39,131,157],"the":[14,25,54,95,124,153],"dissemination":[15],"this":[17,78,139],"technology.":[18],"This":[19],"true":[21],"not":[22],"only":[23],"integration":[26],"these":[28],"difficult":[29],"to":[30,65],"predict":[31],"sources":[32],"in":[33,73,101,123],"large":[34],"grids":[36,41],"but":[37],"also":[38,72,146],"small":[40,74],"or":[42],"standalone":[43],"applications.":[44,76],"concept":[46],"<italic":[48],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[49],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">edge":[50],"computing</i>":[51],",":[52],"through":[53],"use":[55],"small,":[57],"low":[58],"and":[60,70,91,105,119,148],"inexpensive":[61],"devices":[62],"can":[63,159],"help":[64],"make":[66],"predictions":[67],"more":[68],"localized":[69],"feasible":[71],"size":[75],"In":[77],"article":[79],"prediction":[80,112,158],"methods":[81],"based":[82],"on":[83],"Artificial":[84],"Neural":[85],"Networks":[86],"(ANNs)":[87],"models":[88],"are":[89,145],"considered":[90],"compared,":[92],"along":[93],"with":[94],"possibility":[96],"reducing":[98],"their":[99],"cost":[100],"terms":[102],"memory":[104],"computational":[106],"requirements":[108],"possibly":[109],"without":[110],"increasing":[111],"error.":[113],"It":[114],"shown":[116,151],"that":[117],"quantization":[118],"pruning":[120],"methods,":[121],"implemented":[122],"AI":[125],"libraries":[126],"a":[128,135],"common":[129],"platform":[130],"Microcontroller":[132],"programming,":[133],"viable":[136],"solution":[137],"problem.":[140],"Solar":[141],"panel":[142],"aging":[143],"effects":[144],"considered,":[147],"it":[149],"how":[152],"same":[154],"system":[155],"used":[156],"be":[160],"indicator":[162],"reduced":[164],"plant":[165],"efficiency.":[166]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}