{"id":"https://openalex.org/W4392560774","doi":"https://doi.org/10.1115/1.4065017","title":"Automatically Discovering Mechanical Functions From Physical Behaviors via Clustering","display_name":"Automatically Discovering Mechanical Functions From Physical Behaviors via Clustering","publication_year":2024,"publication_date":"2024-03-07","ids":{"openalex":"https://openalex.org/W4392560774","doi":"https://doi.org/10.1115/1.4065017"},"language":"en","primary_location":{"id":"doi:10.1115/1.4065017","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4065017","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/24/8/081002/7328615/jcise_24_8_081002.pdf","source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/24/8/081002/7328615/jcise_24_8_081002.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076936962","display_name":"Kevin Chiu","orcid":null},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Kevin N. Chiu","raw_affiliation_strings":["University of Maryland, College Park Department of Mechanical Engineering, , MD 20742"],"affiliations":[{"raw_affiliation_string":"University of Maryland, College Park Department of Mechanical Engineering, , MD 20742","institution_ids":["https://openalex.org/I66946132"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036788329","display_name":"Mark Fuge","orcid":"https://orcid.org/0000-0003-3819-8895"},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mark D. Fuge","raw_affiliation_strings":["University of Maryland, College Park Department of Mechanical Engineering, , MD 20742"],"affiliations":[{"raw_affiliation_string":"University of Maryland, College Park Department of Mechanical Engineering, , MD 20742","institution_ids":["https://openalex.org/I66946132"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5076936962"],"corresponding_institution_ids":["https://openalex.org/I66946132"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.02287209,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"24","issue":"8","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10653","display_name":"Robot Manipulation and Learning","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/T10653","display_name":"Robot Manipulation and Learning","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/T10571","display_name":"Robotic Mechanisms and Dynamics","score":0.9819999933242798,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9700999855995178,"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/cluster-analysis","display_name":"Cluster analysis","score":0.6766244769096375},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5340871214866638},{"id":"https://openalex.org/keywords/engineering-drawing","display_name":"Engineering drawing","score":0.3778441846370697},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3730613589286804},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.35678625106811523},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3443172574043274}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6766244769096375},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5340871214866638},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.3778441846370697},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3730613589286804},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.35678625106811523},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3443172574043274}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1115/1.4065017","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4065017","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/24/8/081002/7328615/jcise_24_8_081002.pdf","source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1115/1.4065017","is_oa":true,"landing_page_url":"https://doi.org/10.1115/1.4065017","pdf_url":"https://asmedigitalcollection.asme.org/computingengineering/article-pdf/24/8/081002/7328615/jcise_24_8_081002.pdf","source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.7200000286102295,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G4163067170","display_name":null,"funder_award_id":"1943699","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G848032724","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8816137366","display_name":null,"funder_award_id":"HR0011-18-9-0009","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392560774.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W34451584","https://openalex.org/W151377110","https://openalex.org/W1614298861","https://openalex.org/W1673310716","https://openalex.org/W1970846593","https://openalex.org/W1984050685","https://openalex.org/W1987971958","https://openalex.org/W1997842141","https://openalex.org/W2017211921","https://openalex.org/W2017927472","https://openalex.org/W2049633694","https://openalex.org/W2062258274","https://openalex.org/W2076077791","https://openalex.org/W2108924389","https://openalex.org/W2112311198","https://openalex.org/W2137665890","https://openalex.org/W2140095548","https://openalex.org/W2150593711","https://openalex.org/W2151591509","https://openalex.org/W2161581509","https://openalex.org/W2212370034","https://openalex.org/W2465056104","https://openalex.org/W2560413501","https://openalex.org/W2560934309","https://openalex.org/W2601243251","https://openalex.org/W2617318303","https://openalex.org/W2744524497","https://openalex.org/W2761913829","https://openalex.org/W2808400960","https://openalex.org/W2883228963","https://openalex.org/W2965418143","https://openalex.org/W3096931142","https://openalex.org/W3101384241","https://openalex.org/W3129646882","https://openalex.org/W3183242948","https://openalex.org/W3212104571","https://openalex.org/W3212563804","https://openalex.org/W3212992673","https://openalex.org/W3213520820","https://openalex.org/W4213009331","https://openalex.org/W4235169531","https://openalex.org/W4294170691","https://openalex.org/W4312565042","https://openalex.org/W6601433023","https://openalex.org/W6636510571","https://openalex.org/W6637131181","https://openalex.org/W6680753811","https://openalex.org/W6799087783"],"related_works":["https://openalex.org/W4298130764","https://openalex.org/W2804364458","https://openalex.org/W2132641928","https://openalex.org/W4310225030","https://openalex.org/W2090259340","https://openalex.org/W2393816671","https://openalex.org/W2158836806","https://openalex.org/W2083665254","https://openalex.org/W1926736923","https://openalex.org/W2942177010"],"abstract_inverted_index":{"Abstract":[0],"Computational":[1],"design":[2],"methods":[3,31],"provide":[4],"opportunities":[5],"to":[6,35,55,83,109,139,157,173,187],"discover":[7,56],"novel":[8,128],"and":[9,216,269],"diverse":[10],"designs":[11],"that":[12,19,25,125,194,218,228],"traditional":[13],"optimization":[14],"approaches":[15],"cannot":[16],"find":[17],"or":[18,37,42,59,72,85,88,277],"use":[20,152],"physical":[21,96],"phenomena":[22],"in":[23,74,178,199],"ways":[24,166],"engineers":[26],"have":[27,245],"overlooked.":[28],"However,":[29,240],"existing":[30,89],"require":[32],"supervised":[33],"objectives":[34,108],"search":[36],"optimize":[38],"for":[39,274],"explicit":[40],"behaviors":[41,58],"functions\u2014e.g.,":[43],"optimizing":[44],"aerodynamic":[45],"lift.":[46],"In":[47],"contrast,":[48],"this":[49,114],"article":[50,112],"unpacks":[51],"what":[52],"it":[53],"means":[54],"interesting":[57],"functions":[60,91],"we":[61,121,135,163,169],"do":[62],"not":[63],"know":[64],"about":[65],"a":[66,75,105,137,195],"priori":[67],"using":[68],"data":[69,172],"from":[70,131],"experiments":[71],"simulation":[73,132,171],"fully":[76],"unsupervised":[77],"way.":[78],"Doing":[79],"so":[80],"enables":[81],"computers":[82,261],"invent":[84],"re-invent":[86],"new":[87,256,265],"mechanical":[90],"given":[92],"only":[93],"measurements":[94],"of":[95,107,145,153,181,211,258],"fields":[97],"(e.g.,":[98],"fluid":[99],"velocity":[100],"fields)":[101],"without":[102,271],"directly":[103],"specifying":[104],"set":[106],"optimize.":[110],"This":[111,185,253],"explores":[113],"approach":[115],"via":[116,150,208],"two":[117],"related":[118],"parts.":[119],"First,":[120],"study":[122,164],"clustering":[123,144,182,221,230],"algorithms":[124],"can":[126,262],"detect":[127],"device":[129,183,242,266],"families":[130],"data.":[133],"Specifically,":[134],"contribute":[136],"modification":[138],"the":[140,151,154,179,191,209,241,251,272],"hierarchical":[141],"density-based":[142,225,232],"spatial":[143],"applications":[146],"with":[147],"noise":[148],"algorithm":[149,222],"silhouette":[155],"score":[156],"reduce":[158],"excessively":[159],"granular":[160],"clusters.":[161],"Second,":[162],"multiple":[165],"by":[167,236],"which":[168],"preprocess":[170],"increase":[174],"its":[175,202],"discriminatory":[176],"power":[177],"context":[180],"behavior.":[184,203],"leads":[186],"an":[188,246],"insight":[189],"regarding":[190],"important":[192],"role":[193],"design\u2019s":[196],"representation":[197],"has":[198],"compactly":[200],"encoding":[201],"We":[204],"test":[205],"our":[206,219],"contributions":[207],"task":[210],"discovering":[212],"simple":[213],"fluidic":[214],"devices":[215],"show":[217],"proposed":[220],"outperforms":[223,231],"other":[224],"algorithms,":[226,233],"but":[227],"K-means":[229],"as":[234],"measured":[235],"adjusted":[237],"Rand":[238],"score.":[239],"types":[243],"may":[244],"even":[247],"stronger":[248],"impact":[249],"on":[250],"clustering.":[252],"opens":[254],"up":[255],"avenues":[257],"research":[259],"wherein":[260],"automatically":[263],"derive":[264],"functions,":[267],"behaviors,":[268],"structures":[270],"need":[273],"human":[275],"labels":[276],"guidance.":[278]},"counts_by_year":[],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
