{"id":"https://openalex.org/W3204913308","doi":"https://doi.org/10.1142/s0218001421600041","title":"Effective Machine Learning Solutions for Punctual Weather Parameter Forecasting in a Real Missing Data Scenario","display_name":"Effective Machine Learning Solutions for Punctual Weather Parameter Forecasting in a Real Missing Data Scenario","publication_year":2021,"publication_date":"2021-09-23","ids":{"openalex":"https://openalex.org/W3204913308","doi":"https://doi.org/10.1142/s0218001421600041","mag":"3204913308"},"language":"en","primary_location":{"id":"doi:10.1142/s0218001421600041","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001421600041","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-article"},"type":"article","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/A5000811181","display_name":"Donato Impedovo","orcid":"https://orcid.org/0000-0002-9285-2555"},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Donato Impedovo","raw_affiliation_strings":["Dipartimento di Informatica, Universit\u00e0 degli Studi di Bari Aldo Moro, Via E.\u00a0Orabona 4, Bari 70125, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Informatica, Universit\u00e0 degli Studi di Bari Aldo Moro, Via E.\u00a0Orabona 4, Bari 70125, Italy","institution_ids":["https://openalex.org/I5561750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057168166","display_name":"Giacomo Abbattista","orcid":"https://orcid.org/0000-0003-0850-728X"},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giacomo Abbattista","raw_affiliation_strings":["Dipartimento di Informatica, Universit\u00e0 degli Studi di Bari Aldo Moro, Via E.\u00a0Orabona 4, Bari 70125, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Informatica, Universit\u00e0 degli Studi di Bari Aldo Moro, Via E.\u00a0Orabona 4, Bari 70125, Italy","institution_ids":["https://openalex.org/I5561750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083717150","display_name":"Vito Nicola Convertini","orcid":"https://orcid.org/0000-0002-2567-5819"},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nicola Convertini","raw_affiliation_strings":["Dipartimento di Informatica, Universit\u00e0 degli Studi di Bari Aldo Moro, Via E.\u00a0Orabona 4, Bari 70125, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Informatica, Universit\u00e0 degli Studi di Bari Aldo Moro, Via E.\u00a0Orabona 4, Bari 70125, Italy","institution_ids":["https://openalex.org/I5561750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019105782","display_name":"Vincenzo Gattulli","orcid":"https://orcid.org/0000-0001-9974-9414"},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Vincenzo Gattulli","raw_affiliation_strings":["Dipartimento di Informatica, Universit\u00e0 degli Studi di Bari Aldo Moro, Via E.\u00a0Orabona 4, Bari 70125, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Informatica, Universit\u00e0 degli Studi di Bari Aldo Moro, Via E.\u00a0Orabona 4, Bari 70125, Italy","institution_ids":["https://openalex.org/I5561750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038436210","display_name":"Giuseppe Pirlo","orcid":"https://orcid.org/0000-0002-7305-2210"},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe Pirlo","raw_affiliation_strings":["Dipartimento di Informatica, Universit\u00e0 degli Studi di Bari Aldo Moro, Via E.\u00a0Orabona 4, Bari 70125, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Informatica, Universit\u00e0 degli Studi di Bari Aldo Moro, Via E.\u00a0Orabona 4, Bari 70125, Italy","institution_ids":["https://openalex.org/I5561750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091906315","display_name":"Lucia Sarcinella","orcid":"https://orcid.org/0000-0002-8550-8588"},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Lucia Sarcinella","raw_affiliation_strings":["Dipartimento di Informatica, Universit\u00e0 degli Studi di Bari Aldo Moro, Via E.\u00a0Orabona 4, Bari 70125, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Informatica, Universit\u00e0 degli Studi di Bari Aldo Moro, Via E.\u00a0Orabona 4, Bari 70125, Italy","institution_ids":["https://openalex.org/I5561750"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I5561750"],"apc_list":null,"apc_paid":null,"fwci":0.1399,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.56907532,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"35","issue":"12","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11276","display_name":"Solar Radiation and Photovoltaics","score":0.9991999864578247,"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":0.9991999864578247,"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/T10616","display_name":"Smart Agriculture and AI","score":0.9857000112533569,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12093","display_name":"Greenhouse Technology and Climate Control","score":0.9815999865531921,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7494351863861084},{"id":"https://openalex.org/keywords/weather-forecasting","display_name":"Weather forecasting","score":0.649956464767456},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5792379379272461},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.565451979637146},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5490491986274719},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.5218226313591003},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.4425174593925476},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32409146428108215},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.3003428280353546},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08440536260604858}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7494351863861084},{"id":"https://openalex.org/C21001229","wikidata":"https://www.wikidata.org/wiki/Q182868","display_name":"Weather forecasting","level":2,"score":0.649956464767456},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5792379379272461},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.565451979637146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5490491986274719},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.5218226313591003},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.4425174593925476},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32409146428108215},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.3003428280353546},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08440536260604858},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218001421600041","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001421600041","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5899999737739563,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W750331148","https://openalex.org/W1790870804","https://openalex.org/W1989726836","https://openalex.org/W2008404657","https://openalex.org/W2054793686","https://openalex.org/W2056192250","https://openalex.org/W2067019903","https://openalex.org/W2095059129","https://openalex.org/W2146096861","https://openalex.org/W2149921893","https://openalex.org/W2338227759","https://openalex.org/W2346662913","https://openalex.org/W2561704874","https://openalex.org/W2569349941","https://openalex.org/W2587032473","https://openalex.org/W2587466508","https://openalex.org/W2772978762","https://openalex.org/W2773601183","https://openalex.org/W2776871783","https://openalex.org/W2782571415","https://openalex.org/W2889193967","https://openalex.org/W2909809938","https://openalex.org/W2990792659","https://openalex.org/W2996525542","https://openalex.org/W2998345759","https://openalex.org/W3002158669","https://openalex.org/W3004545085"],"related_works":["https://openalex.org/W2125652721","https://openalex.org/W1540371141","https://openalex.org/W1549363203","https://openalex.org/W4231274751","https://openalex.org/W2154063878","https://openalex.org/W3024870410","https://openalex.org/W2556012038","https://openalex.org/W2410652950","https://openalex.org/W3082059448","https://openalex.org/W4313640622"],"abstract_inverted_index":{"This":[0],"work":[1],"considers":[2],"the":[3,14,23,31,39,43,79,93,126,130,133],"Internet":[4],"of":[5,30,45,132],"Things":[6],"(IoT)":[7],"and":[8,38,68],"machine":[9],"learning":[10],"(ML)":[11],"applied":[12],"to":[13,26,41,70,78,96,113,148],"agricultural":[15],"sector":[16],"within":[17],"a":[18,49,88],"real-working":[19],"scenario.":[20],"More":[21],"specifically,":[22],"aim":[24],"is":[25,111],"punctually":[27],"forecast":[28],"two":[29],"most":[32],"important":[33],"meteorological":[34],"parameters":[35],"(solar":[36],"radiation":[37],"rainfall)":[40],"determine":[42],"amount":[44],"water":[46],"needed":[47],"by":[48],"specific":[50,89,94],"plantation":[51],"under":[52],"different":[53,57,121],"contour":[54],"conditions.":[55],"Three":[56],"state-of-the-art":[58],"ML":[59],"approaches,":[60],"coupled":[61],"with":[62,115],"boosting":[63],"techniques,":[64],"have":[65],"been":[66],"adopted":[67],"compared":[69],"obtain":[71],"hourly":[72],"forecasting.":[73],"Real-working":[74],"conditions":[75],"are":[76,85,145],"referred":[77],"situation":[80],"in":[81,136,141],"which":[82,142],"training":[83],"data":[84,147],"missing":[86],"for":[87],"weather":[90,109],"station":[91],"near":[92],"field":[95],"be":[97],"irrigated.":[98],"A":[99],"simple":[100],"but":[101],"effective":[102],"approach,":[103],"based":[104],"on":[105],"correlation":[106],"between":[107],"available":[108],"stations,":[110],"considered":[112],"cope":[114],"this":[116],"problem.":[117],"Results,":[118],"evaluated":[119],"considering":[120],"metrics":[122],"as":[123,125],"well":[124],"execution":[127],"time,":[128],"demonstrate":[129],"viability":[131],"proposed":[134],"solution":[135],"real":[137],"IoT":[138],"working":[139],"scenario":[140],"these":[143],"forecasting":[144],"input":[146],"successively":[149],"evaluate":[150],"irrigation":[151],"needing.":[152]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}