{"id":"https://openalex.org/W3036392597","doi":"https://doi.org/10.1007/s13218-020-00700-8","title":"Prediction Error-Driven Memory Consolidation for Continual Learning: On the Case of Adaptive Greenhouse Models","display_name":"Prediction Error-Driven Memory Consolidation for Continual Learning: On the Case of Adaptive Greenhouse Models","publication_year":2021,"publication_date":"2021-01-27","ids":{"openalex":"https://openalex.org/W3036392597","doi":"https://doi.org/10.1007/s13218-020-00700-8","mag":"3036392597"},"language":"en","primary_location":{"id":"doi:10.1007/s13218-020-00700-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13218-020-00700-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13218-020-00700-8.pdf","source":{"id":"https://openalex.org/S4306517913","display_name":"K&uuml;nstliche Intell.","issn_l":"0933-1875","issn":["0933-1875","1610-1987"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KI - K\u00fcnstliche Intelligenz","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s13218-020-00700-8.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Guido Schillaci","orcid":"https://orcid.org/0000-0002-0975-1068"},"institutions":[{"id":"https://openalex.org/I162290304","display_name":"Scuola Superiore Sant'Anna","ror":"https://ror.org/025602r80","country_code":"IT","type":"education","lineage":["https://openalex.org/I162290304"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Guido Schillaci","raw_affiliation_strings":["The BioRobotics Institute and Department of Excellence in Robotics & AI, Scuola Superiore Sant\u2019Anna, Pisa, Italy"],"raw_orcid":"https://orcid.org/0000-0002-0975-1068","affiliations":[{"raw_affiliation_string":"The BioRobotics Institute and Department of Excellence in Robotics & AI, Scuola Superiore Sant\u2019Anna, Pisa, Italy","institution_ids":["https://openalex.org/I162290304"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Uwe Schmidt","orcid":null},"institutions":[{"id":"https://openalex.org/I39343248","display_name":"Humboldt-Universit\u00e4t zu Berlin","ror":"https://ror.org/01hcx6992","country_code":"DE","type":"education","lineage":["https://openalex.org/I39343248"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Uwe Schmidt","raw_affiliation_strings":["Department of Biosystems Engineering, Humboldt-Universit\u00e4t zu Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biosystems Engineering, Humboldt-Universit\u00e4t zu Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I39343248"]}]},{"author_position":"last","author":{"id":null,"display_name":"Luis Miranda","orcid":null},"institutions":[{"id":"https://openalex.org/I4210114884","display_name":"Eberswalde University for Sustainable Development","ror":"https://ror.org/01ge5zt06","country_code":"DE","type":"education","lineage":["https://openalex.org/I4210114884"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Luis Miranda","raw_affiliation_strings":["Faculty of Forest and Environment, Eberswalde University for Sustainable Development, Eberswalde, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Forest and Environment, Eberswalde University for Sustainable Development, Eberswalde, Germany","institution_ids":["https://openalex.org/I4210114884"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I162290304"],"apc_list":null,"apc_paid":null,"fwci":0.7816,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.76761093,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"35","issue":"1","first_page":"71","last_page":"80"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.1662999987602234,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.1662999987602234,"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/T10320","display_name":"Neural Networks and Applications","score":0.1046999990940094,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.0551999993622303,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/forgetting","display_name":"Forgetting","score":0.8205999732017517},{"id":"https://openalex.org/keywords/congruence","display_name":"Congruence (geometry)","score":0.5249000191688538},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5012999773025513},{"id":"https://openalex.org/keywords/greenhouse","display_name":"Greenhouse","score":0.43160000443458557},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.33799999952316284},{"id":"https://openalex.org/keywords/consolidation","display_name":"Consolidation (business)","score":0.326200008392334},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.31060001254081726},{"id":"https://openalex.org/keywords/memory-consolidation","display_name":"Memory consolidation","score":0.3019999861717224}],"concepts":[{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.8205999732017517},{"id":"https://openalex.org/C132074034","wikidata":"https://www.wikidata.org/wiki/Q154210","display_name":"Congruence (geometry)","level":2,"score":0.5249000191688538},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5112000107765198},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5070000290870667},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5012999773025513},{"id":"https://openalex.org/C32198211","wikidata":"https://www.wikidata.org/wiki/Q165044","display_name":"Greenhouse","level":2,"score":0.43160000443458557},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43160000443458557},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3578000068664551},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.33799999952316284},{"id":"https://openalex.org/C2776014549","wikidata":"https://www.wikidata.org/wiki/Q3050847","display_name":"Consolidation (business)","level":2,"score":0.326200008392334},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.31060001254081726},{"id":"https://openalex.org/C48455012","wikidata":"https://www.wikidata.org/wiki/Q2892593","display_name":"Memory consolidation","level":3,"score":0.3019999861717224},{"id":"https://openalex.org/C2781020372","wikidata":"https://www.wikidata.org/wiki/Q533093","display_name":"On the fly","level":2,"score":0.29760000109672546},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.2957000136375427},{"id":"https://openalex.org/C167085575","wikidata":"https://www.wikidata.org/wiki/Q6803654","display_name":"Mean squared prediction error","level":2,"score":0.2946999967098236},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.27730000019073486},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.27300000190734863},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.2644999921321869},{"id":"https://openalex.org/C2781355261","wikidata":"https://www.wikidata.org/wiki/Q2727939","display_name":"Organizational memory","level":3,"score":0.26080000400543213},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.26019999384880066},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.25220000743865967},{"id":"https://openalex.org/C133488467","wikidata":"https://www.wikidata.org/wiki/Q6673524","display_name":"Long short term memory","level":4,"score":0.2515999972820282},{"id":"https://openalex.org/C180591934","wikidata":"https://www.wikidata.org/wiki/Q1253369","display_name":"Downtime","level":2,"score":0.2515000104904175}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s13218-020-00700-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13218-020-00700-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13218-020-00700-8.pdf","source":{"id":"https://openalex.org/S4306517913","display_name":"K&uuml;nstliche Intell.","issn_l":"0933-1875","issn":["0933-1875","1610-1987"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KI - K\u00fcnstliche Intelligenz","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2006.12616","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2006.12616","pdf_url":"https://arxiv.org/pdf/2006.12616","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:HAL:hal-03344240v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03344240","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"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":"KI - K\u00fcnstliche Intelligenz, 2021, Developmental Robotics, 35 (1), pp.71 - 80. &#x27E8;10.1007/s13218-020-00700-8&#x27E9;","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s13218-020-00700-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13218-020-00700-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13218-020-00700-8.pdf","source":{"id":"https://openalex.org/S4306517913","display_name":"K&uuml;nstliche Intell.","issn_l":"0933-1875","issn":["0933-1875","1610-1987"],"is_oa":false,"is_in_doaj":false,"is_core":true,"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KI - K\u00fcnstliche Intelligenz","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1508262141","display_name":"Predictive processes for intelligent behaviours, sensory enhancement and subjective experiences in robots","funder_award_id":"838861","funder_id":"https://openalex.org/F4320338337","funder_display_name":"H2020 Marie Sk\u0142odowska-Curie Actions"},{"id":"https://openalex.org/G7856406795","display_name":null,"funder_award_id":"2815701315","funder_id":"https://openalex.org/F4320335545","funder_display_name":"Bundesanstalt f\u00fcr Landwirtschaft und Ern\u00e4hrung"}],"funders":[{"id":"https://openalex.org/F4320324216","display_name":"Scuola Superiore Sant'Anna","ror":"https://ror.org/025602r80"},{"id":"https://openalex.org/F4320335545","display_name":"Bundesanstalt f\u00fcr Landwirtschaft und Ern\u00e4hrung","ror":null},{"id":"https://openalex.org/F4320338337","display_name":"H2020 Marie Sk\u0142odowska-Curie Actions","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3036392597.pdf","grobid_xml":"https://content.openalex.org/works/W3036392597.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1989699576","https://openalex.org/W2025575849","https://openalex.org/W2033422410","https://openalex.org/W2033515736","https://openalex.org/W2037979274","https://openalex.org/W2047057213","https://openalex.org/W2067944500","https://openalex.org/W2075423593","https://openalex.org/W2091628233","https://openalex.org/W2114555006","https://openalex.org/W2150266668","https://openalex.org/W2155352776","https://openalex.org/W2171900597","https://openalex.org/W2313827115","https://openalex.org/W2552982383","https://openalex.org/W2560647685","https://openalex.org/W2590861828","https://openalex.org/W2594414172","https://openalex.org/W2768516711","https://openalex.org/W2788388592","https://openalex.org/W2943754376","https://openalex.org/W2956866781","https://openalex.org/W2966499622","https://openalex.org/W2971432862","https://openalex.org/W2978938326","https://openalex.org/W2998875866","https://openalex.org/W3005923475","https://openalex.org/W4211061250","https://openalex.org/W4233071312","https://openalex.org/W4247532959","https://openalex.org/W4247883378","https://openalex.org/W4255646552"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"This":[1,89],"work":[2,90],"presents":[3,91],"an":[4,19,75],"adaptive":[5],"architecture":[6],"that":[7],"performs":[8],"online":[9],"learning":[10,83],"and":[11,23,84,100],"faces":[12],"catastrophic":[13],"forgetting":[14],"issues":[15],"by":[16],"means":[17],"of":[18,24,59,86],"episodic":[20],"memory":[21,27],"system":[22,71],"prediction-error":[25],"driven":[26],"consolidation.":[28],"In":[29,51],"line":[30],"with":[31,43],"evidence":[32],"from":[33,63,97],"brain":[34],"sciences,":[35],"memories":[36],"are":[37],"retained":[38],"depending":[39],"on":[40,94],"their":[41],"congruence":[42,54],"the":[44,49,79,82],"prior":[45],"knowledge":[46],"stored":[47],"in":[48,57,78],"system.":[50],"this":[52],"work,":[53],"is":[55,72],"estimated":[56],"terms":[58],"prediction":[60],"error":[61],"resulting":[62],"a":[64,103],"deep":[65],"neural":[66],"model.":[67],"The":[68],"proposed":[69],"AI":[70],"transferred":[73,101],"onto":[74],"innovative":[76],"application":[77],"horticulture":[80],"industry:":[81],"transfer":[85],"greenhouse":[87],"models.":[88],"models":[92],"trained":[93],"data":[95],"recorded":[96],"research":[98],"facilities":[99],"to":[102],"production":[104],"greenhouse.":[105]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":2}],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2020-06-25T00:00:00"}
