{"id":"https://openalex.org/W4412836823","doi":"https://doi.org/10.1109/access.2025.3594877","title":"Machine Learning-Based Classification of Suspension Droplet-Solid Wall Impacts for Control of Droplet Fragmentation","display_name":"Machine Learning-Based Classification of Suspension Droplet-Solid Wall Impacts for Control of Droplet Fragmentation","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412836823","doi":"https://doi.org/10.1109/access.2025.3594877"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3594877","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3594877","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3594877","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015010565","display_name":"Mikhail Vulf","orcid":"https://orcid.org/0000-0003-2981-799X"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":true,"raw_author_name":"Mikhail Vulf","raw_affiliation_strings":["Center for Digital Engineering, Skolkovo Institute of Science and Technology, Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0003-2981-799X","affiliations":[{"raw_affiliation_string":"Center for Digital Engineering, Skolkovo Institute of Science and Technology, Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119155874","display_name":"Dmitry Zharikov","orcid":null},"institutions":[{"id":"https://openalex.org/I45571689","display_name":"Moscow Aviation Institute","ror":"https://ror.org/033zpbv42","country_code":"RU","type":"education","lineage":["https://openalex.org/I45571689"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Dmitry Zharikov","raw_affiliation_strings":["Department of Numerical Mathematics and Programming, Moscow Aviation Institute (National Research University), Moscow, Russia","Moscow Aviation Institute (National Research University), Moscow, Russia"],"raw_orcid":"https://orcid.org/0009-0004-0394-5576","affiliations":[{"raw_affiliation_string":"Department of Numerical Mathematics and Programming, Moscow Aviation Institute (National Research University), Moscow, Russia","institution_ids":["https://openalex.org/I45571689"]},{"raw_affiliation_string":"Moscow Aviation Institute (National Research University), Moscow, Russia","institution_ids":["https://openalex.org/I45571689"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046521525","display_name":"Dmitry Kolomenskiy","orcid":"https://orcid.org/0000-0003-0107-6894"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Dmitry Kolomenskiy","raw_affiliation_strings":["Center for Materials Technologies, Skolkovo Institute of Science and Technology, Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0003-0107-6894","affiliations":[{"raw_affiliation_string":"Center for Materials Technologies, Skolkovo Institute of Science and Technology, Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Dmitry Eskin","orcid":"https://orcid.org/0000-0003-3624-2338"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Dmitry Eskin","raw_affiliation_strings":["Center for Petroleum Science and Engineering, Skolkovo Institute of Science and Technology, Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0003-3624-2338","affiliations":[{"raw_affiliation_string":"Center for Petroleum Science and Engineering, Skolkovo Institute of Science and Technology, Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065280230","display_name":"Pavel Osinenko","orcid":"https://orcid.org/0000-0002-6184-3293"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Pavel Osinenko","raw_affiliation_strings":["Center for Digital Engineering, Skolkovo Institute of Science and Technology, Moscow, Russia"],"raw_orcid":"https://orcid.org/0000-0002-6184-3293","affiliations":[{"raw_affiliation_string":"Center for Digital Engineering, Skolkovo Institute of Science and Technology, Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5015010565"],"corresponding_institution_ids":["https://openalex.org/I125989756"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18489943,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"137179","last_page":"137208"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11382","display_name":"Fluid Dynamics and Heat Transfer","score":0.9724000096321106,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T11382","display_name":"Fluid Dynamics and Heat Transfer","score":0.9724000096321106,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T12161","display_name":"Plant Surface Properties and Treatments","score":0.9287999868392944,"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/fragmentation","display_name":"Fragmentation (computing)","score":0.6653523445129395},{"id":"https://openalex.org/keywords/suspension","display_name":"Suspension (topology)","score":0.6023067235946655},{"id":"https://openalex.org/keywords/solid-surface","display_name":"Solid surface","score":0.4871470630168915},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.4300723075866699},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3846285939216614},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.3338923156261444},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.254550963640213},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.21553048491477966},{"id":"https://openalex.org/keywords/chemical-physics","display_name":"Chemical physics","score":0.18373990058898926},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16802659630775452}],"concepts":[{"id":"https://openalex.org/C191015642","wikidata":"https://www.wikidata.org/wiki/Q1132459","display_name":"Fragmentation (computing)","level":2,"score":0.6653523445129395},{"id":"https://openalex.org/C105341887","wikidata":"https://www.wikidata.org/wiki/Q1307987","display_name":"Suspension (topology)","level":3,"score":0.6023067235946655},{"id":"https://openalex.org/C2994054872","wikidata":"https://www.wikidata.org/wiki/Q3489404","display_name":"Solid surface","level":2,"score":0.4871470630168915},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.4300723075866699},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3846285939216614},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.3338923156261444},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.254550963640213},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21553048491477966},{"id":"https://openalex.org/C159467904","wikidata":"https://www.wikidata.org/wiki/Q2001702","display_name":"Chemical physics","level":1,"score":0.18373990058898926},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16802659630775452},{"id":"https://openalex.org/C5961521","wikidata":"https://www.wikidata.org/wiki/Q746083","display_name":"Homotopy","level":2,"score":0.0},{"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3594877","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3594877","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:37de86e8c434452087a1a16183889101","is_oa":true,"landing_page_url":"https://doaj.org/article/37de86e8c434452087a1a16183889101","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,"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":"IEEE Access, Vol 13, Pp 137179-137208 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3594877","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3594877","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5704498199","display_name":null,"funder_award_id":"22-41-04410","funder_id":"https://openalex.org/F4320324099","funder_display_name":"Russian Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320324099","display_name":"Russian Science Foundation","ror":"https://ror.org/03y2gwe85"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W1487321909","https://openalex.org/W1898811820","https://openalex.org/W1930624869","https://openalex.org/W1979212909","https://openalex.org/W1986520522","https://openalex.org/W1992880122","https://openalex.org/W1995469120","https://openalex.org/W2010518644","https://openalex.org/W2013057264","https://openalex.org/W2019650423","https://openalex.org/W2031648200","https://openalex.org/W2032210760","https://openalex.org/W2033293469","https://openalex.org/W2070251364","https://openalex.org/W2071822983","https://openalex.org/W2085564020","https://openalex.org/W2089468765","https://openalex.org/W2112083555","https://openalex.org/W2131057550","https://openalex.org/W2148143831","https://openalex.org/W2151967815","https://openalex.org/W2181523240","https://openalex.org/W2295598076","https://openalex.org/W2295669467","https://openalex.org/W2334225982","https://openalex.org/W2551954969","https://openalex.org/W2789896883","https://openalex.org/W2949676527","https://openalex.org/W2967929457","https://openalex.org/W2971212010","https://openalex.org/W2980254909","https://openalex.org/W2997591727","https://openalex.org/W3015461837","https://openalex.org/W3107335799","https://openalex.org/W3174086521","https://openalex.org/W3186284684","https://openalex.org/W4200178517","https://openalex.org/W4200469019","https://openalex.org/W4206042949","https://openalex.org/W4229977739","https://openalex.org/W4238530616","https://openalex.org/W4239510810","https://openalex.org/W4239955091","https://openalex.org/W4256060553","https://openalex.org/W4295540131","https://openalex.org/W4297944103","https://openalex.org/W4315567769","https://openalex.org/W4316810502","https://openalex.org/W4317666091","https://openalex.org/W4320036503","https://openalex.org/W4386898859","https://openalex.org/W4391364690","https://openalex.org/W4399256510","https://openalex.org/W4399887912","https://openalex.org/W4402200867","https://openalex.org/W4403493260","https://openalex.org/W4406832705","https://openalex.org/W6643670935","https://openalex.org/W6681822247","https://openalex.org/W6737947904","https://openalex.org/W6745609711","https://openalex.org/W6750729320"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W4404995717","https://openalex.org/W2016187641","https://openalex.org/W4404725684","https://openalex.org/W4246450666","https://openalex.org/W4388998267","https://openalex.org/W4409278740","https://openalex.org/W2898370298","https://openalex.org/W4410118003","https://openalex.org/W2137437058"],"abstract_inverted_index":{"This":[0],"study":[1,175],"explores":[2],"the":[3,23,58,107,120,146,166,173,180],"collision":[4],"of":[5,25,35,64,148,156,168,182],"suspension":[6,183,205],"droplets":[7],"against":[8],"solid":[9],"dry":[10],"surfaces":[11],"(substrates).":[12],"It":[13],"applies":[14],"and":[15,31,50,96,111,143,150,163,193,196],"compares":[16],"multiple":[17],"machine":[18],"learning":[19],"(ML)":[20],"models":[21,153],"for":[22,60,160,179],"classification":[24,181],"impact":[26,66,207],"outcomes:":[27],"splashing,":[28],"breaking":[29],"up,":[30],"rebound.":[32],"A":[33],"total":[34],"372":[36],"experiments":[37,189],"were":[38],"performed":[39],"with":[40,190],"varied":[41],"particle":[42,141],"properties,":[43,47],"liquid":[44],"parameters,":[45],"substrate":[46,51],"droplet":[48,206],"velocity,":[49],"inclination.":[52],"The":[53,101,131,152,199],"suggested":[54],"markup":[55],"indicators":[56],"form":[57],"basis":[59],"computer":[61],"vision":[62],"processing":[63],"drop-wall":[65,184],"videos.":[67],"From":[68],"12":[69],"dimensionless":[70],"features,":[71],"7":[72],"are":[73],"selected":[74],"to":[75,176,208],"train":[76],"ML":[77,178],"classifiers.":[78],"We":[79],"tested":[80],"10":[81],"models,":[82],"including":[83,186],"Logistic":[84,125],"Regression,":[85],"KNN,":[86],"SVM,":[87],"ensemble":[88],"methods":[89],"(CatBoost,":[90],"XGBoost,":[91],"LightGBM,":[92],"Random":[93],"Forest,":[94],"AdaBoost),":[95],"neural":[97],"networks":[98],"(MLP,":[99],"TabNet).":[100],"gradient":[102],"boosting":[103],"model":[104],"CatBoost":[105],"showed":[106],"best":[108,167],"results:":[109],"accuracy":[110],"macro-averaged":[112],"F1-score":[113],"improved":[114],"by":[115],"more":[116],"than":[117],"15%":[118],"over":[119],"baseline,":[121],"ROC-AUC":[122],"exceeded":[123],"96%.":[124],"Regression":[126],"demonstrated":[127],"robust":[128],"generalization":[129],"capabilities.":[130],"key":[132],"physical":[133],"finding":[134],"is":[135,172],"that":[136],"greater":[137],"sedimentation":[138],"Stokes":[139],"number,":[140],"size,":[142],"inclination":[144],"increase":[145],"likelihood":[147],"splashing":[149],"fragmentation.":[151,210],"allow":[154],"prediction":[155],"no-fragmentation":[157],"outcomes,":[158],"important":[159],"droplet-based":[161],"3D-printing":[162],"coating.":[164],"To":[165],"our":[169],"knowledge,":[170],"this":[171],"first":[174],"use":[177],"impacts,":[185],"data":[187],"from":[188],"both":[191],"heavier":[192],"lighter-than-liquid":[194],"particles":[195],"inclined":[197],"surfaces.":[198],"results":[200],"obtained":[201],"assist":[202],"in":[203],"controlling":[204],"avoid":[209]},"counts_by_year":[],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}