{"id":"https://openalex.org/W3164809859","doi":"https://doi.org/10.1007/s12650-021-00750-6","title":"Visual analysis of droplet dynamics in large-scale multiphase spray simulations","display_name":"Visual analysis of droplet dynamics in large-scale multiphase spray simulations","publication_year":2021,"publication_date":"2021-05-04","ids":{"openalex":"https://openalex.org/W3164809859","doi":"https://doi.org/10.1007/s12650-021-00750-6","mag":"3164809859"},"language":"en","primary_location":{"id":"doi:10.1007/s12650-021-00750-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12650-021-00750-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12650-021-00750-6.pdf","source":{"id":"https://openalex.org/S10355277","display_name":"Journal of Visualization","issn_l":"1343-8875","issn":["1343-8875","1875-8975"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Visualization","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12650-021-00750-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055812105","display_name":"Moritz Heinemann","orcid":"https://orcid.org/0000-0001-5718-8903"},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Moritz Heinemann","raw_affiliation_strings":["VISUS, University of Stuttgart, Allmandring 19, 70569, Stuttgart, Germany"],"raw_orcid":"https://orcid.org/0000-0001-5718-8903","affiliations":[{"raw_affiliation_string":"VISUS, University of Stuttgart, Allmandring 19, 70569, Stuttgart, Germany","institution_ids":["https://openalex.org/I100066346"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052673631","display_name":"Steffen Frey","orcid":"https://orcid.org/0000-0002-1872-6905"},"institutions":[{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Steffen Frey","raw_affiliation_strings":["Bernoulli Institute, University of Groningen, Nijenborgh 9 (Bernoulliborg), 9747 AG, Groningen, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-1872-6905","affiliations":[{"raw_affiliation_string":"Bernoulli Institute, University of Groningen, Nijenborgh 9 (Bernoulliborg), 9747 AG, Groningen, The Netherlands","institution_ids":["https://openalex.org/I169381384"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063776487","display_name":"Gleb Tkachev","orcid":"https://orcid.org/0000-0003-2515-5263"},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gleb Tkachev","raw_affiliation_strings":["VISUS, University of Stuttgart, Allmandring 19, 70569, Stuttgart, Germany"],"raw_orcid":"https://orcid.org/0000-0003-2515-5263","affiliations":[{"raw_affiliation_string":"VISUS, University of Stuttgart, Allmandring 19, 70569, Stuttgart, Germany","institution_ids":["https://openalex.org/I100066346"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088951387","display_name":"Alexander Straub","orcid":"https://orcid.org/0000-0002-6749-9710"},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Straub","raw_affiliation_strings":["VISUS, University of Stuttgart, Allmandring 19, 70569, Stuttgart, Germany"],"raw_orcid":"https://orcid.org/0000-0002-6749-9710","affiliations":[{"raw_affiliation_string":"VISUS, University of Stuttgart, Allmandring 19, 70569, Stuttgart, Germany","institution_ids":["https://openalex.org/I100066346"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011941798","display_name":"Filip Sadlo","orcid":"https://orcid.org/0000-0002-8949-8452"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Filip Sadlo","raw_affiliation_strings":["IWR, Heidelberg University, Im Neuenheimer Feld 205, 69120, Heidelberg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-8949-8452","affiliations":[{"raw_affiliation_string":"IWR, Heidelberg University, Im Neuenheimer Feld 205, 69120, Heidelberg, Germany","institution_ids":["https://openalex.org/I223822909"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038629539","display_name":"Thomas Ertl","orcid":"https://orcid.org/0000-0003-4019-2505"},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thomas Ertl","raw_affiliation_strings":["VISUS, University of Stuttgart, Allmandring 19, 70569, Stuttgart, Germany"],"raw_orcid":"https://orcid.org/0000-0003-4019-2505","affiliations":[{"raw_affiliation_string":"VISUS, University of Stuttgart, Allmandring 19, 70569, Stuttgart, Germany","institution_ids":["https://openalex.org/I100066346"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5055812105"],"corresponding_institution_ids":["https://openalex.org/I100066346"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":2.9442,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.93179452,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"24","issue":"5","first_page":"943","last_page":"961"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10481","display_name":"Computer Graphics and Visualization Techniques","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11500","display_name":"Evacuation and Crowd Dynamics","score":0.9509999752044678,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/computer-science","display_name":"Computer science","score":0.5952770709991455},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5632897615432739},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5505868196487427},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.46556830406188965},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.45579561591148376},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.4133650064468384},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.3086678683757782},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2463218867778778},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.17316174507141113},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16033723950386047}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5952770709991455},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5632897615432739},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5505868196487427},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.46556830406188965},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.45579561591148376},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.4133650064468384},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.3086678683757782},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2463218867778778},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.17316174507141113},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16033723950386047},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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":4,"locations":[{"id":"doi:10.1007/s12650-021-00750-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12650-021-00750-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12650-021-00750-6.pdf","source":{"id":"https://openalex.org/S10355277","display_name":"Journal of Visualization","issn_l":"1343-8875","issn":["1343-8875","1875-8975"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Visualization","raw_type":"journal-article"},{"id":"pmh:oai:pure.rug.nl:openaire/74d715a0-49fb-4fa6-ae21-6167686e7cb1","is_oa":true,"landing_page_url":"https://research.rug.nl/en/publications/74d715a0-49fb-4fa6-ae21-6167686e7cb1","pdf_url":null,"source":{"id":"https://openalex.org/S4306400420","display_name":"University of Groningen research database (University of Groningen / Centre for Information Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169381384","host_organization_name":"University of Groningen","host_organization_lineage":["https://openalex.org/I169381384"],"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":"Heinemann, M, Frey, S, Tkachev, G, Straub, A, Sadlo, F & Ertl, T 2021, 'Visual analysis of droplet dynamics in large-scale multiphase spray simulations', Journal of Visualization, vol. 24, pp. 943\u2013961. https://doi.org/10.1007/s12650-021-00750-6","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:elib.uni-stuttgart.de:11682/12909","is_oa":true,"landing_page_url":"http://elib.uni-stuttgart.de/handle/11682/12909","pdf_url":null,"source":{"id":"https://openalex.org/S4306401556","display_name":"OPUS Publication Server of the University of Stuttgart (University of Stuttgart)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I100066346","host_organization_name":"University of Stuttgart","host_organization_lineage":["https://openalex.org/I100066346"],"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":null,"raw_type":"article"},{"id":"doi:10.18419/opus-12890","is_oa":true,"landing_page_url":"https://doi.org/10.18419/opus-12890","pdf_url":null,"source":{"id":"https://openalex.org/S7407052998","display_name":"Universit\u00e4tsbibliothek Stuttgart","issn_l":null,"issn":[],"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","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s12650-021-00750-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12650-021-00750-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12650-021-00750-6.pdf","source":{"id":"https://openalex.org/S10355277","display_name":"Journal of Visualization","issn_l":"1343-8875","issn":["1343-8875","1875-8975"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Visualization","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7609016842","display_name":null,"funder_award_id":"84292822","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G7869788645","display_name":null,"funder_award_id":"SFB-TRR 75","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G8644345701","display_name":null,"funder_award_id":"EXC2075","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G8784604414","display_name":null,"funder_award_id":"390740016","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320325850","display_name":"Universit\u00e4t Stuttgart","ror":"https://ror.org/04vnq7t77"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3164809859.pdf","grobid_xml":"https://content.openalex.org/works/W3164809859.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W581389962","https://openalex.org/W1482531518","https://openalex.org/W1522301498","https://openalex.org/W1550423176","https://openalex.org/W1593571859","https://openalex.org/W1673310716","https://openalex.org/W1687976359","https://openalex.org/W1952261887","https://openalex.org/W1972339281","https://openalex.org/W1997910411","https://openalex.org/W1998871699","https://openalex.org/W2023248330","https://openalex.org/W2107593895","https://openalex.org/W2125414128","https://openalex.org/W2137748495","https://openalex.org/W2139158372","https://openalex.org/W2145800914","https://openalex.org/W2148775223","https://openalex.org/W2156387975","https://openalex.org/W2158984754","https://openalex.org/W2163922914","https://openalex.org/W2291283624","https://openalex.org/W2501995758","https://openalex.org/W2509486254","https://openalex.org/W2595076149","https://openalex.org/W2602814102","https://openalex.org/W2605527430","https://openalex.org/W2921764939","https://openalex.org/W2965892125","https://openalex.org/W2997988937","https://openalex.org/W3011902273","https://openalex.org/W3032993173","https://openalex.org/W3049494024","https://openalex.org/W3124418332","https://openalex.org/W3149127250","https://openalex.org/W4256094090","https://openalex.org/W6906575039","https://openalex.org/W6925512128","https://openalex.org/W6963787052","https://openalex.org/W6964638882"],"related_works":["https://openalex.org/W1549056443","https://openalex.org/W2363669182","https://openalex.org/W2525150146","https://openalex.org/W2623347760","https://openalex.org/W3202366102","https://openalex.org/W2358471166","https://openalex.org/W2366792704","https://openalex.org/W2296548338","https://openalex.org/W2982774214","https://openalex.org/W1502438700"],"abstract_inverted_index":{"Abstract":[0,183],"We":[1],"present":[2],"a":[3,74,92,165],"data-driven":[4],"visual":[5,54],"analysis":[6,55],"approach":[7,56,168],"for":[8,29,99],"the":[9,46,81,171],"in-depth":[10],"exploration":[11,60],"of":[12,15,23,45,49,77,87,95,106,115,118,125,131,148,173],"large":[13,93],"numbers":[14,124],"droplets.":[16,181],"Understanding":[17],"droplet":[18,101],"dynamics":[19],"in":[20,80,85,108],"sprays":[21],"is":[22],"interest":[24,107],"across":[25],"many":[26],"scientific":[27],"fields":[28],"both":[30,79],"simulation":[31,43,159],"scientists":[32],"and":[33,84,142,156,177],"engineers.":[34],"In":[35],"this":[36],"paper,":[37],"we":[38,121,163],"analyze":[39,128],"large-scale":[40],"direct":[41],"numerical":[42],"datasets":[44],"two-phase":[47],"flow":[48],"non-Newtonian":[50],"jets.":[51],"Our":[52],"interactive":[53],"comprises":[57],"various":[58],"dedicated":[59],"modalities":[61],"that":[62],"are":[63,147],"supplemented":[64],"by":[65],"directly":[66],"linking":[67],"to":[68,127,152,169],"ParaView.":[69],"This":[70],"hybrid":[71],"setup":[72],"supports":[73],"detailed":[75],"investigation":[76],"droplets,":[78],"spatial":[82],"domain":[83],"terms":[86],"physical":[88,97,175],"quantities":[89,98,176],".":[90],"Considering":[91],"variety":[94],"extracted":[96],"each":[100],"enables":[102],"investigating":[103],"different":[104,116,129,140],"aspects":[105],"our":[109],"data.":[110],"To":[111],"get":[112],"an":[113],"overview":[114],"types":[117,130],"characteristic":[119],"behaviors,":[120],"cluster":[122],"massive":[123],"droplets":[126],"occurring":[132],"behaviors":[133],"via":[134],"domain-specific":[135],"pre-aggregation,":[136],"as":[137,139],"well":[138],"methods":[141],"parameters.":[143],"Extraordinary":[144],"temporal":[145],"patterns":[146],"high":[149],"interest,":[150],"especially":[151],"investigate":[153],"edge":[154],"cases":[155],"detect":[157],"potential":[158],"issues.":[160],"For":[161],"this,":[162],"use":[164],"neural":[166],"network-based":[167],"predict":[170],"development":[172],"these":[174],"identify":[178],"irregularly":[179],"advected":[180],"Graphic":[182]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}