{"id":"https://openalex.org/W4404740318","doi":"https://doi.org/10.1109/rtsi61910.2024.10761875","title":"A Deep Learning Approach for the Automatic Video Classification of Silicone Oil Droplet Deformation Induced by Electrohydrodynamic Effect","display_name":"A Deep Learning Approach for the Automatic Video Classification of Silicone Oil Droplet Deformation Induced by Electrohydrodynamic Effect","publication_year":2024,"publication_date":"2024-09-18","ids":{"openalex":"https://openalex.org/W4404740318","doi":"https://doi.org/10.1109/rtsi61910.2024.10761875"},"language":"en","primary_location":{"id":"doi:10.1109/rtsi61910.2024.10761875","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rtsi61910.2024.10761875","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 8th Forum on Research and Technologies for Society and Industry Innovation (RTSI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052687333","display_name":"Cosimo Ieracitano","orcid":"https://orcid.org/0000-0001-7890-2897"},"institutions":[{"id":"https://openalex.org/I59725666","display_name":"University of Reggio Calabria","ror":"https://ror.org/041sz8d87","country_code":"IT","type":"education","lineage":["https://openalex.org/I59725666"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Cosimo Ieracitano","raw_affiliation_strings":["Univ. Mediterranea of Reggio Calabria,DICEAM,Reggio Calabria,Italy"],"affiliations":[{"raw_affiliation_string":"Univ. Mediterranea of Reggio Calabria,DICEAM,Reggio Calabria,Italy","institution_ids":["https://openalex.org/I59725666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047193718","display_name":"Daniele Tammaro","orcid":"https://orcid.org/0000-0001-7340-0951"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Daniele Tammaro","raw_affiliation_strings":["University of Naples Federico II,DICMaPI,Naples,Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples Federico II,DICMaPI,Naples,Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056605266","display_name":"Nadia Mammone","orcid":"https://orcid.org/0000-0003-4962-3500"},"institutions":[{"id":"https://openalex.org/I59725666","display_name":"University of Reggio Calabria","ror":"https://ror.org/041sz8d87","country_code":"IT","type":"education","lineage":["https://openalex.org/I59725666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nadia Mammone","raw_affiliation_strings":["Univ. Mediterranea of Reggio Calabria,DICEAM,Reggio Calabria,Italy"],"affiliations":[{"raw_affiliation_string":"Univ. Mediterranea of Reggio Calabria,DICEAM,Reggio Calabria,Italy","institution_ids":["https://openalex.org/I59725666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034735867","display_name":"Volodymyr Tkachenko","orcid":"https://orcid.org/0000-0002-7955-4625"},"institutions":[{"id":"https://openalex.org/I4210091512","display_name":"Institute of Applied Science and Intelligent Systems","ror":"https://ror.org/00be3zh53","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210091512","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"funder","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Volodymyr Tkachenko","raw_affiliation_strings":["Inst. of App. Sciences and Int. Systems (ISASI), National Research Council of Italy (CNR),Dep. of Physical Science and Tech. of Matter,Pozzuoli,NA,Italy"],"affiliations":[{"raw_affiliation_string":"Inst. of App. Sciences and Int. Systems (ISASI), National Research Council of Italy (CNR),Dep. of Physical Science and Tech. of Matter,Pozzuoli,NA,Italy","institution_ids":["https://openalex.org/I4210091512","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065335605","display_name":"Sara Coppola","orcid":"https://orcid.org/0000-0002-2795-0079"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"funder","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210091512","display_name":"Institute of Applied Science and Intelligent Systems","ror":"https://ror.org/00be3zh53","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210091512","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sara Coppola","raw_affiliation_strings":["Inst. of App. Sciences and Int. Systems (ISASI), National Research Council of Italy (CNR),Dep. of Physical Science and Tech. of Matter,Pozzuoli,NA,Italy"],"affiliations":[{"raw_affiliation_string":"Inst. of App. Sciences and Int. Systems (ISASI), National Research Council of Italy (CNR),Dep. of Physical Science and Tech. of Matter,Pozzuoli,NA,Italy","institution_ids":["https://openalex.org/I4210091512","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049856562","display_name":"Veronica Vespini","orcid":"https://orcid.org/0000-0001-5793-6860"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"funder","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210091512","display_name":"Institute of Applied Science and Intelligent Systems","ror":"https://ror.org/00be3zh53","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210091512","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Veronica Vespini","raw_affiliation_strings":["Inst. of App. Sciences and Int. Systems (ISASI), National Research Council of Italy (CNR),Dep. of Physical Science and Tech. of Matter,Pozzuoli,NA,Italy"],"affiliations":[{"raw_affiliation_string":"Inst. of App. Sciences and Int. Systems (ISASI), National Research Council of Italy (CNR),Dep. of Physical Science and Tech. of Matter,Pozzuoli,NA,Italy","institution_ids":["https://openalex.org/I4210091512","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049498911","display_name":"Pietro Ferraro","orcid":"https://orcid.org/0000-0002-0158-3856"},"institutions":[{"id":"https://openalex.org/I4210091512","display_name":"Institute of Applied Science and Intelligent Systems","ror":"https://ror.org/00be3zh53","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210091512","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"funder","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Pietro Ferraro","raw_affiliation_strings":["Inst. of App. Sciences and Int. Systems (ISASI), National Research Council of Italy (CNR),Dep. of Physical Science and Tech. of Matter,Pozzuoli,NA,Italy"],"affiliations":[{"raw_affiliation_string":"Inst. of App. Sciences and Int. Systems (ISASI), National Research Council of Italy (CNR),Dep. of Physical Science and Tech. of Matter,Pozzuoli,NA,Italy","institution_ids":["https://openalex.org/I4210091512","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081254263","display_name":"Simonetta Grilli","orcid":"https://orcid.org/0000-0002-2631-4038"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"funder","lineage":["https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210091512","display_name":"Institute of Applied Science and Intelligent Systems","ror":"https://ror.org/00be3zh53","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210091512","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Simonetta Grilli","raw_affiliation_strings":["Inst. of App. Sciences and Int. Systems (ISASI), National Research Council of Italy (CNR),Dep. of Physical Science and Tech. of Matter,Pozzuoli,NA,Italy"],"affiliations":[{"raw_affiliation_string":"Inst. of App. Sciences and Int. Systems (ISASI), National Research Council of Italy (CNR),Dep. of Physical Science and Tech. of Matter,Pozzuoli,NA,Italy","institution_ids":["https://openalex.org/I4210091512","https://openalex.org/I4210155236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068143882","display_name":"Francesco Carlo Morabito","orcid":"https://orcid.org/0000-0003-0734-9136"},"institutions":[{"id":"https://openalex.org/I59725666","display_name":"University of Reggio Calabria","ror":"https://ror.org/041sz8d87","country_code":"IT","type":"education","lineage":["https://openalex.org/I59725666"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Carlo Morabito","raw_affiliation_strings":["Univ. Mediterranea of Reggio Calabria,DICEAM,Reggio Calabria,Italy"],"affiliations":[{"raw_affiliation_string":"Univ. Mediterranea of Reggio Calabria,DICEAM,Reggio Calabria,Italy","institution_ids":["https://openalex.org/I59725666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005701642","display_name":"Pier Luca Maffettone","orcid":"https://orcid.org/0000-0001-7914-0089"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Pier Luca Maffettone","raw_affiliation_strings":["University of Naples Federico II,DICMaPI,Naples,Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples Federico II,DICMaPI,Naples,Italy","institution_ids":["https://openalex.org/I71267560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5052687333"],"corresponding_institution_ids":["https://openalex.org/I59725666"],"apc_list":null,"apc_paid":null,"fwci":0.2307,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.55667165,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"345","last_page":"350"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12776","display_name":"Electrohydrodynamics and Fluid Dynamics","score":0.9779999852180481,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T12776","display_name":"Electrohydrodynamics and Fluid Dynamics","score":0.9779999852180481,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/electrohydrodynamics","display_name":"Electrohydrodynamics","score":0.9518851637840271},{"id":"https://openalex.org/keywords/silicone-oil","display_name":"Silicone oil","score":0.8434944152832031},{"id":"https://openalex.org/keywords/deformation","display_name":"Deformation (meteorology)","score":0.5623234510421753},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.4846211373806},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4505860209465027},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.445634126663208},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4336818754673004},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.2742898464202881},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.13379091024398804},{"id":"https://openalex.org/keywords/electric-field","display_name":"Electric field","score":0.12729215621948242}],"concepts":[{"id":"https://openalex.org/C95238685","wikidata":"https://www.wikidata.org/wiki/Q1326902","display_name":"Electrohydrodynamics","level":3,"score":0.9518851637840271},{"id":"https://openalex.org/C2775952280","wikidata":"https://www.wikidata.org/wiki/Q416873","display_name":"Silicone oil","level":2,"score":0.8434944152832031},{"id":"https://openalex.org/C204366326","wikidata":"https://www.wikidata.org/wiki/Q3027650","display_name":"Deformation (meteorology)","level":2,"score":0.5623234510421753},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.4846211373806},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4505860209465027},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.445634126663208},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4336818754673004},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.2742898464202881},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.13379091024398804},{"id":"https://openalex.org/C60799052","wikidata":"https://www.wikidata.org/wiki/Q46221","display_name":"Electric field","level":2,"score":0.12729215621948242},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/rtsi61910.2024.10761875","is_oa":false,"landing_page_url":"https://doi.org/10.1109/rtsi61910.2024.10761875","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 8th Forum on Research and Technologies for Society and Industry Innovation (RTSI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1967533833","https://openalex.org/W1983502141","https://openalex.org/W2021898692","https://openalex.org/W2036684743","https://openalex.org/W2037036125","https://openalex.org/W2048829372","https://openalex.org/W2080703386","https://openalex.org/W2141374737","https://openalex.org/W2343316891","https://openalex.org/W2412212238","https://openalex.org/W2492250993","https://openalex.org/W2545601451","https://openalex.org/W2562062856","https://openalex.org/W2784032999","https://openalex.org/W2899772760","https://openalex.org/W2917130660","https://openalex.org/W2920829332","https://openalex.org/W2973813104","https://openalex.org/W2974163127","https://openalex.org/W3111817041","https://openalex.org/W3118937640","https://openalex.org/W3184323474","https://openalex.org/W4290603431","https://openalex.org/W4294214983"],"related_works":["https://openalex.org/W4221045308","https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756"],"abstract_inverted_index":{"Various":[0],"body":[1],"fluids":[2],"exhibit":[3],"altered":[4],"rheological":[5,45,186],"properties":[6],"in":[7,34,94],"the":[8,22,51,86,97,111,126,155,174,177],"presence":[9],"of":[10,25,47,55,88,90,114,176],"diverse":[11],"pathologies.":[12],"Although":[13],"biofluid":[14],"viscosity":[15,119,165],"could":[16],"be":[17],"a":[18,40,91,103,140],"potential":[19],"diagnostic":[20],"marker,":[21],"large":[23],"amount":[24],"samples":[26],"required":[27],"by":[28,53,102],"traditional":[29],"viscometers":[30],"limits":[31],"its":[32],"use":[33,175],"clinical":[35],"setting.":[36],"Hence,":[37],"there":[38],"is":[39,78],"significant":[41],"interest":[42],"to":[43,80,96,129,139,147],"retrieve":[44],"characteristics":[46],"such":[48],"liquids":[49],"at":[50],"microscale":[52],"means":[54],"compact,":[56],"intelligent,":[57],"and":[58,153,185],"reliable":[59],"platform.":[60],"In":[61,109],"this":[62,64],"context,":[63],"paper":[65],"introduces":[66],"an":[67],"intelligent":[68],"system":[69],"based":[70],"on":[71],"advanced":[72],"deep":[73],"learning":[74],"(DL)":[75],"techniques":[76],"which":[77],"able":[79],"extract":[81,130],"automatically":[82],"spatial-temporal":[83],"dynamics":[84,150],"during":[85],"process":[87],"Deformation":[89],"liquid":[92],"droplet":[93],"response":[95],"electro-hydrodynamic":[98],"(EHD)":[99],"pressure,":[100],"captured":[101],"suitable":[104],"side-view":[105],"video":[106,158],"imaging":[107],"system.":[108],"particular,":[110],"morphological":[112],"changes":[113],"silicone":[115,163],"oils":[116],"with":[117],"different":[118,162],"are":[120,134],"analysed.":[121],"The":[122],"developed":[123],"DL-framework":[124],"exploited":[125],"pretrained":[127],"GoogleNet":[128],"spatial":[131],"features,":[132],"that":[133],"subsequently":[135],"used":[136],"as":[137],"input":[138],"bidirectional":[141],"long":[142],"short-term":[143],"memory":[144],"(BiLSTM)":[145],"network":[146],"learn":[148],"temporal":[149],"across":[151],"frames":[152],"perform":[154],"related":[156],"binary":[157],"classification":[159,184],"between":[160],"two":[161],"oil":[164],"(10":[166],"Pa.s":[167],"vs.":[168],"5":[169],"Pa.s).":[170],"Experimental":[171],"results":[172],"encourage":[173],"proposed":[178],"framework":[179],"also":[180],"for":[181],"future":[182],"biofluids":[183],"characterization.":[187]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
