{"id":"https://openalex.org/W4283516769","doi":"https://doi.org/10.3390/biomimetics7030085","title":"Phenotype Variability Mimicking as a Process for the Test and Optimization of Dynamic Facade Systems","display_name":"Phenotype Variability Mimicking as a Process for the Test and Optimization of Dynamic Facade Systems","publication_year":2022,"publication_date":"2022-06-26","ids":{"openalex":"https://openalex.org/W4283516769","doi":"https://doi.org/10.3390/biomimetics7030085","pmid":"https://pubmed.ncbi.nlm.nih.gov/35892355","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/9326732"},"language":"en","primary_location":{"id":"doi:10.3390/biomimetics7030085","doi":"https://doi.org/10.3390/biomimetics7030085","is_oa":true,"landing_page_url":"https://doi.org/10.3390/biomimetics7030085","pdf_url":"https://www.mdpi.com/2313-7673/7/3/85/pdf?version=1656388099","source":{"id":"https://openalex.org/S4210206423","display_name":"Biomimetics","issn_l":"2313-7673","issn":["2313-7673"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Biomimetics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2313-7673/7/3/85/pdf?version=1656388099","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085458914","display_name":"Ana Cocho\u2010Bermejo","orcid":"https://orcid.org/0000-0002-4220-4234","observed_orcids":["https://orcid.org/0000-0002-4220-4234"]},"institutions":[{"id":"https://openalex.org/I51216347","display_name":"Anglia Ruskin University","ror":"https://ror.org/0009t4v78","country_code":"GB","type":"education","lineage":["https://openalex.org/I51216347"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Ana Cocho-Bermejo","raw_affiliation_strings":["Faculty of Science and Engineering, Anglia Ruskin University, Chelmsford CM1 1SQ, UK"],"raw_orcid":"https://orcid.org/0000-0002-4220-4234","affiliations":[{"raw_affiliation_string":"Faculty of Science and Engineering, Anglia Ruskin University, Chelmsford CM1 1SQ, UK","institution_ids":["https://openalex.org/I51216347"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033259991","display_name":"Maria Vogiatzaki","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I51216347","display_name":"Anglia Ruskin University","ror":"https://ror.org/0009t4v78","country_code":"GB","type":"education","lineage":["https://openalex.org/I51216347"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Maria Vogiatzaki","raw_affiliation_strings":["Faculty of Science and Engineering, Anglia Ruskin University, Chelmsford CM1 1SQ, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Science and Engineering, Anglia Ruskin University, Chelmsford CM1 1SQ, UK","institution_ids":["https://openalex.org/I51216347"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5085458914"],"corresponding_institution_ids":["https://openalex.org/I51216347"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1675},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1675},"fwci":1.7297,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.87408042,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":"7","issue":"3","first_page":"85","last_page":"85"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13518","display_name":"Architecture and Computational Design","score":0.663100004196167,"subfield":{"id":"https://openalex.org/subfields/2216","display_name":"Architecture"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13518","display_name":"Architecture and Computational Design","score":0.663100004196167,"subfield":{"id":"https://openalex.org/subfields/2216","display_name":"Architecture"},"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/T10121","display_name":"Building Energy and Comfort Optimization","score":0.31540000438690186,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T12093","display_name":"Greenhouse Technology and Climate Control","score":0.0038999998942017555,"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/genetic-algorithm","display_name":"genetic algorithm","score":0.7049999833106995},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.9459999799728394},{"id":"https://openalex.org/keywords/phenotypic-variation","display_name":"phenotypic variability","score":0.6679999828338623},{"id":"https://openalex.org/keywords/thermal-performance-optimization","display_name":"thermal performance optimization","score":0.5860000252723694},{"id":"https://openalex.org/keywords/occupant-comfort","display_name":"occupant comfort","score":0.5429999828338623},{"id":"https://openalex.org/keywords/bioinspired-design","display_name":"biomimetic design","score":0.5329999923706055}],"concepts":[{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.7239851951599121},{"id":"https://openalex.org/C2780113678","wikidata":"https://www.wikidata.org/wiki/Q183061","display_name":"Facade","level":2,"score":0.7136082053184509},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6239035725593567},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5829321146011353},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5724917054176331},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5625954270362854},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.4437628388404846},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.4109393358230591},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33905506134033203},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.296718955039978},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.19202253222465515},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.12814128398895264},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3390/biomimetics7030085","doi":"https://doi.org/10.3390/biomimetics7030085","is_oa":true,"landing_page_url":"https://doi.org/10.3390/biomimetics7030085","pdf_url":"https://www.mdpi.com/2313-7673/7/3/85/pdf?version=1656388099","source":{"id":"https://openalex.org/S4210206423","display_name":"Biomimetics","issn_l":"2313-7673","issn":["2313-7673"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Biomimetics","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9326732","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9326732","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Biomimetics (Basel)","raw_type":"Text"},{"id":"pmid:35892355","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35892355","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Biomimetics (Basel, Switzerland)","raw_type":"Journal Article"},{"id":"pmh:oai:arro.anglia.ac.uk:707728","doi":null,"is_oa":false,"landing_page_url":"https://arro.anglia.ac.uk/id/eprint/707728/6/Cocho-Bermejo_Vogiatzaki_2022.pdf","pdf_url":"https://arro.anglia.ac.uk/id/eprint/707728/6/Cocho-Bermejo_Vogiatzaki_2022.pdf","source":{"id":"https://openalex.org/S4306402145","display_name":"Anglia Ruskin Research Online (Anglia Ruskin University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I51216347","host_organization_name":"Anglia Ruskin University","host_organization_lineage":["https://openalex.org/I51216347"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:0e33aaec8ba14834863ef4d19e9bde37","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/0e33aaec8ba14834863ef4d19e9bde37","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Biomimetics, Vol 7, Iss 3, p 85 (2022)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/23782128","doi":null,"is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Phenotype_Variability_Mimicking_as_a_Process_for_the_Test_and_Optimization_of_Dynamic_Facade_Systems/23782128","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/biomimetics7030085","doi":"https://doi.org/10.3390/biomimetics7030085","is_oa":true,"landing_page_url":"https://doi.org/10.3390/biomimetics7030085","pdf_url":"https://www.mdpi.com/2313-7673/7/3/85/pdf?version=1656388099","source":{"id":"https://openalex.org/S4210206423","display_name":"Biomimetics","issn_l":"2313-7673","issn":["2313-7673"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Biomimetics","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283516769.pdf","grobid_xml":"https://content.openalex.org/works/W4283516769.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W121559434","https://openalex.org/W195737372","https://openalex.org/W2064032019","https://openalex.org/W2170706975","https://openalex.org/W2377425180","https://openalex.org/W2471398041","https://openalex.org/W2491373605","https://openalex.org/W2500850431","https://openalex.org/W2564944589","https://openalex.org/W2796769379","https://openalex.org/W4234362774","https://openalex.org/W4236052073","https://openalex.org/W4399859435"],"related_works":["https://openalex.org/W2757051478","https://openalex.org/W7090417512","https://openalex.org/W2986787234","https://openalex.org/W2584776950","https://openalex.org/W7214986935","https://openalex.org/W7001243877","https://openalex.org/W4294531235","https://openalex.org/W2947256069","https://openalex.org/W4309452527","https://openalex.org/W6984939462"],"abstract_inverted_index":{"A":[0,52],"genetic":[1,50,108],"algorithm":[2],"and":[3,26,84],"an":[4,75],"artificial":[5,76],"neural":[6],"network":[7],"are":[8,32,92,103,112],"deployed":[9],"for":[10,60],"the":[11,39,45,49,82,87,99,107,117,140],"design":[12],"of":[13,35,38,48,55,86,95,98,116],"a":[14,33,93,124],"dynamic":[15],"multi-layered":[16],"fa\u00e7ade":[17,40,53,69,100],"system":[18,54,101,118,143],"that":[19,78,102,119,139],"adapts":[20],"in":[21,148],"real-time":[22],"to":[23,62,81],"different":[24,36,96,149],"weather":[25],"occupants'":[27],"needs":[28],"scenarios.":[29,150],"The":[30,89,127],"outputs":[31,91],"set":[34,72,94],"performances":[37,97,133],"insulation":[41],"cushions,":[42],"optimized":[43,104],"by":[44],"previous":[46],"run":[47],"algorithm.":[51,109],"ETFE":[56],"cushions":[57],"is":[58,71,79,120],"considered":[59],"them":[61],"learn":[63],"from":[64],"environmental":[65],"data":[66],"models.":[67],"Each":[68],"cushion":[70,131],"up":[73],"as":[74,114],"neuron":[77],"linked":[80],"behavior":[83],"temperature":[85],"others.":[88],"proposed":[90,141],"through":[105,134],"running":[106],"Fa\u00e7ade":[110],"neurons":[111],"configured":[113],"genes":[115],"abstractly":[121],"represented":[122],"on":[123],"digital":[125],"model.":[126],"computational":[128],"model":[129],"manages":[130],"patterns'":[132],"several":[135],"phenotypical":[136],"adaptations,":[137],"suggesting":[138],"facade":[142],"maximizes":[144],"its":[145],"thermal":[146],"efficiency":[147]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2022-06-27T00:00:00"}