乐胖代购免代理版

{"id":"https://openalex.org/W4392619837","doi":"https://doi.org/10.1016/j.compag.2024.108805","title":"A Hybrid Model that Combines Machine Learning and Mechanistic Models for Useful Grass Growth Prediction","display_name":"A Hybrid Model that Combines Machine Learning and Mechanistic Models for Useful Grass Growth Prediction","publication_year":2024,"publication_date":"2024-03-09","ids":{"openalex":"https://openalex.org/W4392619837","doi":"https://doi.org/10.1016/j.compag.2024.108805"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compag.2024.108805","pdf_url":null,"source":{"id":"https://openalex.org/S116775814","display_name":"Computers and Electronics in Agriculture","issn_l":"0168-1699","issn":["0168-1699","1872-7107"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.compag.2024.108805","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085606158","display_name":"Eoin M. Kenny","orcid":"https://orcid.org/0000-0001-5800-2525"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Eoin M. Kenny","raw_affiliation_strings":["Insight Centre for Data Analytics, University College Dublin, Dublin, Ireland","VistaMilk SFI Research Centre, University College Dublin, Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"VistaMilk SFI Research Centre, University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Insight Centre for Data Analytics, University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051001144","display_name":"E. Ruelle","orcid":"https://orcid.org/0000-0003-0077-8106"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]},{"id":"https://openalex.org/I141766778","display_name":"Teagasc - The Irish Agriculture and Food Development Authority","ror":"https://ror.org/03sx84n71","country_code":"IE","type":"facility","lineage":["https://openalex.org/I141766778"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Elodie Ruelle","raw_affiliation_strings":["Teagasc, Moorepark, Fermoy, Co. Cork, Ireland","VistaMilk SFI Research Centre, University College Dublin, Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"VistaMilk SFI Research Centre, University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Teagasc, Moorepark, Fermoy, Co. Cork, Ireland","institution_ids":["https://openalex.org/I141766778"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074878641","display_name":"Mark T. Keane","orcid":"https://orcid.org/0000-0001-7630-9598"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Mark T. Keane","raw_affiliation_strings":["Insight Centre for Data Analytics, University College Dublin, Dublin, Ireland","School of Computer Science, University College Dublin, Dublin, Ireland","VistaMilk SFI Research Centre, University College Dublin, Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"VistaMilk SFI Research Centre, University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Insight Centre for Data Analytics, University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"School of Computer Science, University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021283848","display_name":"L. Shalloo","orcid":"https://orcid.org/0000-0003-1714-672X"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]},{"id":"https://openalex.org/I141766778","display_name":"Teagasc - The Irish Agriculture and Food Development Authority","ror":"https://ror.org/03sx84n71","country_code":"IE","type":"facility","lineage":["https://openalex.org/I141766778"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Laurence Shalloo","raw_affiliation_strings":["Teagasc, Moorepark, Fermoy, Co. Cork, Ireland","VistaMilk SFI Research Centre, University College Dublin, Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"VistaMilk SFI Research Centre, University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Teagasc, Moorepark, Fermoy, Co. Cork, Ireland","institution_ids":["https://openalex.org/I141766778"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5085606158"],"corresponding_institution_ids":["https://openalex.org/I100930933"],"apc_list":{"value":3680,"currency":"USD","value_usd":3680,"provenance":"doaj"},"apc_paid":{"value":3680,"currency":"USD","value_usd":3680,"provenance":"doaj"},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":83},"biblio":{"volume":"219","issue":null,"first_page":"108805","last_page":"108805"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T12093","display_name":"Greenhouse Technology and Climate Control","score":0.9993,"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"}},"topics":[{"id":"https://openalex.org/T12093","display_name":"Greenhouse Technology and Climate Control","score":0.9993,"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/T10266","display_name":"Plant Water Relations and Carbon Dynamics","score":0.996,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9824,"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":[],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.61590755},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5312201},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5262203}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compag.2024.108805","pdf_url":null,"source":{"id":"https://openalex.org/S116775814","display_name":"Computers and Electronics in Agriculture","issn_l":"0168-1699","issn":["0168-1699","1872-7107"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compag.2024.108805","pdf_url":null,"source":{"id":"https://openalex.org/S116775814","display_name":"Computers and Electronics in Agriculture","issn_l":"0168-1699","issn":["0168-1699","1872-7107"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.58,"display_name":"Zero hunger"}],"grants":[{"funder":"https://openalex.org/F4320320831","funder_display_name":"Department of Agriculture, Food and the Marine, Ireland","award_id":"16/RC/3835"},{"funder":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland","award_id":null},{"funder":"https://openalex.org/F4320331354","funder_display_name":"Insight SFI Research Centre for Data Analytics","award_id":"12/RC/2289"}],"datasets":[],"versions":[],"referenced_works_count":26,"referenced_works":["https://openalex.org/W2054187029","https://openalex.org/W2074163178","https://openalex.org/W2078771477","https://openalex.org/W2097098463","https://openalex.org/W2101468243","https://openalex.org/W2169340634","https://openalex.org/W2313339984","https://openalex.org/W2570797183","https://openalex.org/W2804500674","https://openalex.org/W2805142011","https://openalex.org/W2834087383","https://openalex.org/W2914305340","https://openalex.org/W2950944546","https://openalex.org/W2978540018","https://openalex.org/W2999071139","https://openalex.org/W2999658315","https://openalex.org/W3010849941","https://openalex.org/W3079760979","https://openalex.org/W3095698594","https://openalex.org/W3128066367","https://openalex.org/W3176707157","https://openalex.org/W3183269215","https://openalex.org/W4235804971","https://openalex.org/W4297361590","https://openalex.org/W4366463408","https://openalex.org/W840357936"],"related_works":["https://openalex.org/W4394896187","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4306674287","https://openalex.org/W4283697347","https://openalex.org/W3170094116","https://openalex.org/W3107602296","https://openalex.org/W3046775127","https://openalex.org/W2961085424"],"abstract_inverted_index":{"Recently,":[0],"Machine":[1],"Learning":[2],"(ML)":[3],"has":[4,162],"been":[5],"heralded":[6],"as":[7,59,177],"a":[8,77,84,91,142],"panacea":[9],"for":[10],"modelling":[11],"problems":[12],"across":[13],"many":[14],"domains,":[15],"including":[16],"Smart":[17],"Agriculture":[18],"(SmartAg),":[19],"often":[20,37,115,128],"in":[21,39,132,166],"opposition":[22,82],"to":[23,150],"traditional":[24],"mechanistic":[25,34,85],"models":[26,35,45],"arising":[27],"on":[28],"decades":[29],"of":[30,52,80,87,106],"scientific":[31],"discovery.":[32],"However,":[33],"are":[36],"successful":[38],"\"real":[40],"world\"":[41],"problem-domains":[42],"where":[43,49],"ML":[44,92,121,125],"encounter":[46],"difficulties":[47],"(e.g.,":[48,135],"the":[50,57,60,64,124],"distribution":[51],"test":[53],"data":[54],"is":[55],"not":[56],"same":[58],"training":[61],"data,":[62],"violating":[63],"so-called":[65],"identical":[66],"and":[67,90,169],"independently":[68],"distributed":[69],"(i.i.d.)":[70],"assumption).":[71],"In":[72,98],"this":[73,81,159],"paper,":[74],"we":[75,101,140],"consider":[76],"specific":[78],"case":[79],"between":[83],"model":[86,93,107,113,126,145,149],"grass":[88,154],"growth":[89],"using":[94],"historical,":[95],"farm":[96],"measurements.":[97],"our":[99],"analyses,":[100],"find":[102],"that":[103,146,158],"both":[104],"types":[105],"have":[108],"respective":[109],"strengths.":[110],"The":[111],"mechanical":[112],"can":[114,127],"handle":[116,129],"out-of-distribution":[117],"events":[118],"better":[119],"than":[120],"model,":[122],"but":[123],"temporary":[130],"fluctuations":[131],"event":[133],"variables":[134],"changing":[136],"climate":[137],"factors).":[138],"Hence,":[139],"propose":[141],"combined":[143,160],"hybrid":[144],"learns":[147],"which":[148],"use":[151],"when":[152],"predicting":[153],"growth.":[155],"We":[156],"argue":[157],"approach":[161],"several":[163],"practical":[164],"benefits":[165],"providing":[167],"stable":[168],"accurate":[170],"predictions":[171],"under":[172],"widely":[173],"varying":[174],"conditions":[175],"such":[176],"never":[178],"before":[179],"seen":[180],"temperature":[181],"fluctuations.":[182]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4392619837","counts_by_year":[],"updated_date":"2025-01-07T12:29:49.765616","created_date":"2024-03-10"}