{"id":"https://openalex.org/W4410053867","doi":"https://doi.org/10.1016/j.matdes.2025.114044","title":"A statistical study on factors influencing piezoelectric properties of upside-down composites towards machine learning-driven development for recycling","display_name":"A statistical study on factors influencing piezoelectric properties of upside-down composites towards machine learning-driven development for recycling","publication_year":2025,"publication_date":"2025-05-03","ids":{"openalex":"https://openalex.org/W4410053867","doi":"https://doi.org/10.1016/j.matdes.2025.114044"},"language":"en","primary_location":{"id":"doi:10.1016/j.matdes.2025.114044","doi":"https://doi.org/10.1016/j.matdes.2025.114044","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.matdes.2025.114044","pdf_url":null,"source":{"id":"https://openalex.org/S8792693","display_name":"Materials & Design","issn_l":"0264-1275","issn":["0264-1275","1873-4197"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-b","jufo-3","ki-jl-1","norway-1","oarl","poland-140","vabb-shw"],"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,"raw_source_name":"Materials &amp; Design","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.matdes.2025.114044","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093458802","display_name":"Sivagnana Sundaram Anandakrishnan","orcid":"https://orcid.org/0000-0001-9008-4962","observed_orcids":["https://orcid.org/0000-0001-9008-4962"]},"institutions":[{"id":"https://openalex.org/I4405273007","display_name":"Infotech Oulu","ror":"https://ror.org/0548kxt77","country_code":"FI","type":"facility","lineage":["https://openalex.org/I4405273007"]},{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Sivagnana Sundaram Anandakrishnan","raw_affiliation_strings":["Infotech Oulu, Oulu FI-90570, Finland","Microelectronics Research Unit, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu FI-90570, Finland"],"raw_orcid":"https://orcid.org/0000-0001-9008-4962","affiliations":[{"raw_affiliation_string":"Infotech Oulu, Oulu FI-90570, Finland","institution_ids":["https://openalex.org/I4405273007"]},{"raw_affiliation_string":"Microelectronics Research Unit, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu FI-90570, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042314855","display_name":"Suhas Yadav","orcid":"https://orcid.org/0000-0003-2385-217X","observed_orcids":["https://orcid.org/0000-0003-2385-217X"]},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Suhas Yadav","raw_affiliation_strings":["Microelectronics Research Unit, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu FI-90570, Finland"],"raw_orcid":"https://orcid.org/0000-0003-2385-217X","affiliations":[{"raw_affiliation_string":"Microelectronics Research Unit, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu FI-90570, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092429352","display_name":"Mohadeseh Tabeshfar","orcid":"https://orcid.org/0000-0001-9429-0237","observed_orcids":["https://orcid.org/0000-0001-9429-0237"]},"institutions":[{"id":"https://openalex.org/I4405273007","display_name":"Infotech Oulu","ror":"https://ror.org/0548kxt77","country_code":"FI","type":"facility","lineage":["https://openalex.org/I4405273007"]},{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mohadeseh Tabeshfar","raw_affiliation_strings":["Infotech Oulu, Oulu FI-90570, Finland","Microelectronics Research Unit, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu FI-90570, Finland"],"raw_orcid":"https://orcid.org/0000-0001-9429-0237","affiliations":[{"raw_affiliation_string":"Infotech Oulu, Oulu FI-90570, Finland","institution_ids":["https://openalex.org/I4405273007"]},{"raw_affiliation_string":"Microelectronics Research Unit, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu FI-90570, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008001276","display_name":"Mikko Nelo","orcid":"https://orcid.org/0000-0002-1415-0208","observed_orcids":["https://orcid.org/0000-0002-1415-0208"]},"institutions":[{"id":"https://openalex.org/I4405273007","display_name":"Infotech Oulu","ror":"https://ror.org/0548kxt77","country_code":"FI","type":"facility","lineage":["https://openalex.org/I4405273007"]},{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Mikko Nelo","raw_affiliation_strings":["Infotech Oulu, Oulu FI-90570, Finland","Microelectronics Research Unit, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu FI-90570, Finland"],"raw_orcid":"https://orcid.org/0000-0002-1415-0208","affiliations":[{"raw_affiliation_string":"Infotech Oulu, Oulu FI-90570, Finland","institution_ids":["https://openalex.org/I4405273007"]},{"raw_affiliation_string":"Microelectronics Research Unit, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu FI-90570, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040022427","display_name":"Jani Per\u00e4ntie","orcid":"https://orcid.org/0000-0001-7975-1138","observed_orcids":["https://orcid.org/0000-0001-7975-1138"]},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Jani Per\u00e4ntie","raw_affiliation_strings":["Microelectronics Research Unit, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu FI-90570, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microelectronics Research Unit, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu FI-90570, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007537839","display_name":"Yang Bai","orcid":"https://orcid.org/0000-0002-0861-2410","observed_orcids":["https://orcid.org/0000-0002-0861-2410"]},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Yang Bai","raw_affiliation_strings":["Microelectronics Research Unit, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu FI-90570, Finland"],"raw_orcid":"https://orcid.org/0000-0002-0861-2410","affiliations":[{"raw_affiliation_string":"Microelectronics Research Unit, Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu FI-90570, Finland","institution_ids":["https://openalex.org/I98381234"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5007537839"],"corresponding_institution_ids":["https://openalex.org/I98381234"],"apc_list":{"value":3650,"currency":"USD","value_usd":3650},"apc_paid":{"value":3650,"currency":"USD","value_usd":3650},"fwci":0.5387,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.50132809,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"254","issue":null,"first_page":"114044","last_page":"114044"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10107","display_name":"Ferroelectric and Piezoelectric Materials","score":0.9262999892234802,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10107","display_name":"Ferroelectric and Piezoelectric Materials","score":0.9262999892234802,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.02930000051856041,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11608","display_name":"Dielectric materials and actuators","score":0.0210999995470047,"subfield":{"id":"https://openalex.org/subfields/2504","display_name":"Electronic, Optical and Magnetic Materials"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/piezoelectricity","display_name":"piezoelectric properties","score":0.8870000243186951},{"id":"https://openalex.org/keywords/piezoelectric-composites","display_name":"piezoelectric composites","score":0.6449999809265137},{"id":"https://openalex.org/keywords/filler-orientation","display_name":"filler orientation","score":0.5},{"id":"https://openalex.org/keywords/polarization","display_name":"polarization","score":0.7540000081062317},{"id":"https://openalex.org/keywords/microgeometry","display_name":"microgeometry","score":0.46799999475479126},{"id":"https://openalex.org/keywords/high-throughput-manufacturing","display_name":"high-throughput fabrication","score":0.9340000152587891}],"concepts":[{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.8738782405853271},{"id":"https://openalex.org/C100082104","wikidata":"https://www.wikidata.org/wiki/Q183759","display_name":"Piezoelectricity","level":2,"score":0.7296552062034607},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.6053218245506287}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.matdes.2025.114044","doi":"https://doi.org/10.1016/j.matdes.2025.114044","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.matdes.2025.114044","pdf_url":null,"source":{"id":"https://openalex.org/S8792693","display_name":"Materials & Design","issn_l":"0264-1275","issn":["0264-1275","1873-4197"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-b","jufo-3","ki-jl-1","norway-1","oarl","poland-140","vabb-shw"],"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,"raw_source_name":"Materials &amp; Design","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:26316a3dd6774afe9d9e1cf563f00ae4","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/26316a3dd6774afe9d9e1cf563f00ae4","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":"Materials & Design, Vol 254, Iss , Pp 114044- (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.matdes.2025.114044","doi":"https://doi.org/10.1016/j.matdes.2025.114044","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.matdes.2025.114044","pdf_url":null,"source":{"id":"https://openalex.org/S8792693","display_name":"Materials & Design","issn_l":"0264-1275","issn":["0264-1275","1873-4197"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-b","jufo-3","ki-jl-1","norway-1","oarl","poland-140","vabb-shw"],"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,"raw_source_name":"Materials &amp; Design","raw_type":"journal-article"},"sustainable_development_goals":[{"score":1.0,"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production"},{"score":0.428600013256073,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320336704","display_name":"Infotech Oulu","ror":"https://ror.org/0548kxt77"},{"id":"https://openalex.org/F4320338453","display_name":"HORIZON EUROPE European Research Council","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W309854197","https://openalex.org/W1078419225","https://openalex.org/W1966278368","https://openalex.org/W1974511142","https://openalex.org/W1990737317","https://openalex.org/W2006281115","https://openalex.org/W2014837584","https://openalex.org/W2021555942","https://openalex.org/W2026654297","https://openalex.org/W2028490840","https://openalex.org/W2045824177","https://openalex.org/W2060613028","https://openalex.org/W2140271311","https://openalex.org/W2155342326","https://openalex.org/W2155392992","https://openalex.org/W2172427055","https://openalex.org/W2513791271","https://openalex.org/W2534542233","https://openalex.org/W2552756978","https://openalex.org/W2589558295","https://openalex.org/W2594242811","https://openalex.org/W2678469122","https://openalex.org/W2737249608","https://openalex.org/W2770988056","https://openalex.org/W2806681928","https://openalex.org/W2885937884","https://openalex.org/W2888743618","https://openalex.org/W2895892906","https://openalex.org/W2910985133","https://openalex.org/W2938053786","https://openalex.org/W2943685921","https://openalex.org/W2955238678","https://openalex.org/W2968537447","https://openalex.org/W2990215258","https://openalex.org/W2995144397","https://openalex.org/W3010383729","https://openalex.org/W3131539923","https://openalex.org/W3139190829","https://openalex.org/W3158061927","https://openalex.org/W3174836722","https://openalex.org/W3185379714","https://openalex.org/W3212982116","https://openalex.org/W3213724860","https://openalex.org/W4251678037","https://openalex.org/W4328050916","https://openalex.org/W4387425776","https://openalex.org/W4389001181","https://openalex.org/W4391042226","https://openalex.org/W4392476205","https://openalex.org/W4392783849","https://openalex.org/W4399208025","https://openalex.org/W4399589978","https://openalex.org/W4400227649","https://openalex.org/W4400935356","https://openalex.org/W4401659465","https://openalex.org/W4407894888","https://openalex.org/W4410838479","https://openalex.org/W4412816144","https://openalex.org/W6945548584"],"related_works":["https://openalex.org/W4412816144","https://openalex.org/W4409487017","https://openalex.org/W4409655554","https://openalex.org/W4392476205","https://openalex.org/W4410838479","https://openalex.org/W4413000007","https://openalex.org/W2395027887","https://openalex.org/W2133105680","https://openalex.org/W3028491763","https://openalex.org/W7213948388"],"abstract_inverted_index":{"\u2022":[0,10,19,30],"Incompatibility":[1],"across":[2],"models":[3,115,148],"for":[4,33,216,231],"specific":[5],"compositing":[6],"techniques":[7],"is":[8,40,198,203],"mitigated.":[9],"Different":[11],"from":[12,88],"conventional":[13],"models,":[14],"fitting":[15,143],"constants":[16,144,155,181],"become":[17],"variables.":[18],"Contributors":[20],"to":[21,45,77,96,112,125,135,191,206],"upside-down":[22,43],"composite":[23],"functionality":[24],"are":[25],"established":[26],"using":[27],"new":[28],"models.":[29],"Training":[31],"dataset":[32],"artificial":[34],"intelligence-driven,":[35],"high-throughput":[36,238],"recycling":[37],"of":[38,65,72,83,99,122,128,158,164,170,179,188,194,221],"piezoceramics":[39,48],"demonstrated.":[41],"Using":[42],"composites":[44],"recycle":[46],"retired/discarded":[47],"and":[49,105,162,167],"then":[50],"give":[51],"them":[52],"a":[53,119,185,214],"second":[54],"life":[55],"in":[56,94,172],"sensor":[57],"applications":[58],"paves":[59],"the":[60,69,73,89,102,123,126,129,142,147,159,165,168,173,177,183,189,192,195,219,222],"way":[61],"towards":[62],"sustainable":[63],"production":[64],"piezoelectric":[66,70],"materials.":[67,131],"However,":[68],"properties":[71,127,193],"recycled":[74,84,130,196,223],"materials":[75,85,197,224],"need":[76],"be":[78],"significantly":[79],"improved.":[80],"The":[81,210],"advancement":[82],"should":[86],"benefit":[87],"recently":[90],"developed":[91],"AI-assisted":[92],"methods,":[93],"order":[95],"minimize":[97],"overconsumption":[98],"resources":[100],"during":[101],"experimental":[103,152],"trial":[104],"error.":[106],"Previous":[107],"works":[108],"have":[109],"identified":[110],"obstacles":[111,138],"developing":[113],"reliable":[114],"that":[116,146],"can":[117],"provide":[118],"systematic":[120],"understanding":[121],"contributors":[124,190],"This":[132,200],"work":[133],"aims":[134],"overcome":[136],"such":[137],"by":[139,225],"appropriately":[140],"changing":[141],"so":[145],"coincide":[149],"with":[150],"each":[151],"datapoint.":[153],"These":[154],"include":[156],"descriptors":[157],"microgeometry,":[160],"size":[161],"orientation":[163],"fillers,":[166],"extent":[169],"polarization":[171],"composites.":[174],"By":[175],"analyzing":[176],"variation":[178],"these":[180],"between":[182],"datapoints,":[184],"clear":[186],"perspective":[187],"established.":[199],"multi-variable":[201],"approach":[202,211],"also":[204],"extended":[205],"different":[207],"fabrication":[208],"techniques.":[209],"lays":[212],"down":[213],"foundation":[215],"scaling":[217],"up":[218],"optimization":[220],"providing":[226],"training":[227],"and/or":[228],"testing":[229],"datasets":[230],"possible":[232],"machine":[233],"learning":[234],"algorithms":[235],"via":[236],"potential":[237],"manufacturing":[239],"routes.":[240]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-05-04T00:00:00"}
