{"id":"https://openalex.org/W4286214865","doi":"https://doi.org/10.3390/s22145392","title":"Simulation of Pressure-Driven and Channel-Based Microfluidics on Different Abstract Levels: A Case Study","display_name":"Simulation of Pressure-Driven and Channel-Based Microfluidics on Different Abstract Levels: A Case Study","publication_year":2022,"publication_date":"2022-07-19","ids":{"openalex":"https://openalex.org/W4286214865","doi":"https://doi.org/10.3390/s22145392","pmid":"https://pubmed.ncbi.nlm.nih.gov/35891071"},"language":"en","primary_location":{"id":"doi:10.3390/s22145392","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22145392","pdf_url":"https://www.mdpi.com/1424-8220/22/14/5392/pdf?version=1658305882","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/22/14/5392/pdf?version=1658305882","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013916880","display_name":"Michel Takken","orcid":"https://orcid.org/0000-0002-7628-5378"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Michel Takken","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Technical University of Munich, Arcisstra\u00dfe 21, 80333 M\u00fcnchen, Germany"],"raw_orcid":"https://orcid.org/0000-0002-7628-5378","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Technical University of Munich, Arcisstra\u00dfe 21, 80333 M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004214923","display_name":"Robert Wille","orcid":"https://orcid.org/0000-0002-4993-7860"},"institutions":[{"id":"https://openalex.org/I4210126338","display_name":"Software Competence Center Hagenberg (Austria)","ror":"https://ror.org/02ks3nr96","country_code":"AT","type":"company","lineage":["https://openalex.org/I4210126338"]},{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["AT","DE"],"is_corresponding":true,"raw_author_name":"Robert Wille","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Technical University of Munich, Arcisstra\u00dfe 21, 80333 M\u00fcnchen, Germany","Software Competence Center Hagenberg GmbH (SCCH), Softwarepark 32a, 4232 Hagenberg, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Technical University of Munich, Arcisstra\u00dfe 21, 80333 M\u00fcnchen, Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Software Competence Center Hagenberg GmbH (SCCH), Softwarepark 32a, 4232 Hagenberg, Austria","institution_ids":["https://openalex.org/I4210126338"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5004214923","https://openalex.org/A5013916880"],"corresponding_institution_ids":["https://openalex.org/I4210126338","https://openalex.org/I62916508"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":2.2508,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.87370007,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"22","issue":"14","first_page":"5392","last_page":"5392"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11751","display_name":"Lattice Boltzmann Simulation Studies","score":0.9997000098228455,"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/T11751","display_name":"Lattice Boltzmann Simulation Studies","score":0.9997000098228455,"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/T10412","display_name":"Microfluidic and Capillary Electrophoresis Applications","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11407","display_name":"Innovative Microfluidic and Catalytic Techniques Innovation","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/microscale-chemistry","display_name":"Microscale chemistry","score":0.7597478628158569},{"id":"https://openalex.org/keywords/microfluidics","display_name":"Microfluidics","score":0.7583563327789307},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7101181745529175},{"id":"https://openalex.org/keywords/lattice-boltzmann-methods","display_name":"Lattice Boltzmann methods","score":0.5699225068092346},{"id":"https://openalex.org/keywords/computational-fluid-dynamics","display_name":"Computational fluid dynamics","score":0.5600759387016296},{"id":"https://openalex.org/keywords/abstraction","display_name":"Abstraction","score":0.5424138307571411},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.521863579750061},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.513880729675293},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3781060576438904},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19283294677734375},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.17576497793197632},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.1360780894756317},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09037047624588013},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.08672496676445007}],"concepts":[{"id":"https://openalex.org/C179428855","wikidata":"https://www.wikidata.org/wiki/Q1069216","display_name":"Microscale chemistry","level":2,"score":0.7597478628158569},{"id":"https://openalex.org/C8673954","wikidata":"https://www.wikidata.org/wiki/Q138845","display_name":"Microfluidics","level":2,"score":0.7583563327789307},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7101181745529175},{"id":"https://openalex.org/C21821499","wikidata":"https://www.wikidata.org/wiki/Q1807064","display_name":"Lattice Boltzmann methods","level":2,"score":0.5699225068092346},{"id":"https://openalex.org/C1633027","wikidata":"https://www.wikidata.org/wiki/Q815820","display_name":"Computational fluid dynamics","level":2,"score":0.5600759387016296},{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.5424138307571411},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.521863579750061},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.513880729675293},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3781060576438904},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19283294677734375},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.17576497793197632},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.1360780894756317},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09037047624588013},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.08672496676445007},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"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/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D044085","descriptor_name":"Microfluidics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D044085","descriptor_name":"Microfluidics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D044085","descriptor_name":"Microfluidics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D046210","descriptor_name":"Microfluidic Analytical Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D046210","descriptor_name":"Microfluidic Analytical Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D046210","descriptor_name":"Microfluidic Analytical Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D056656","descriptor_name":"Lab-On-A-Chip Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D056656","descriptor_name":"Lab-On-A-Chip Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D056656","descriptor_name":"Lab-On-A-Chip Devices","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057446","descriptor_name":"Hydrodynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057446","descriptor_name":"Hydrodynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057446","descriptor_name":"Hydrodynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":7,"locations":[{"id":"doi:10.3390/s22145392","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22145392","pdf_url":"https://www.mdpi.com/1424-8220/22/14/5392/pdf?version=1658305882","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:35891071","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35891071","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:5718ec6cbf9340d8a7f10735f42620bb","is_oa":true,"landing_page_url":"https://doaj.org/article/5718ec6cbf9340d8a7f10735f42620bb","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":"Sensors, Vol 22, Iss 14, p 5392 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/14/5392/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22145392","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Sensors; Volume 22; Issue 14; Pages: 5392","raw_type":"Text"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1685207","is_oa":true,"landing_page_url":"https://mediatum.ub.tum.de/1685207","pdf_url":null,"source":{"id":"https://openalex.org/S4306400453","display_name":"mediaTUM \u2013 the media and publications repository of the Technical University Munich (Technical University Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1686773","is_oa":true,"landing_page_url":"https://mediatum.ub.tum.de/1686773","pdf_url":null,"source":{"id":"https://openalex.org/S4306400453","display_name":"mediaTUM \u2013 the media and publications repository of the Technical University Munich (Technical University Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9321135","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9321135","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22145392","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22145392","pdf_url":"https://www.mdpi.com/1424-8220/22/14/5392/pdf?version=1658305882","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320327593","display_name":"Bundesministerium f\u00fcr Digitalisierung und Wirtschaftsstandort","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4286214865.pdf","grobid_xml":"https://content.openalex.org/works/W4286214865.grobid-xml"},"referenced_works_count":49,"referenced_works":["https://openalex.org/W763149439","https://openalex.org/W1471017052","https://openalex.org/W1482000790","https://openalex.org/W1519220933","https://openalex.org/W1555627060","https://openalex.org/W1966392277","https://openalex.org/W1970643500","https://openalex.org/W1977406976","https://openalex.org/W1979482595","https://openalex.org/W1988734994","https://openalex.org/W1989622286","https://openalex.org/W2012176436","https://openalex.org/W2020438216","https://openalex.org/W2021135850","https://openalex.org/W2022577826","https://openalex.org/W2023248330","https://openalex.org/W2033486296","https://openalex.org/W2040259398","https://openalex.org/W2043789421","https://openalex.org/W2048134650","https://openalex.org/W2060138396","https://openalex.org/W2061404526","https://openalex.org/W2099015239","https://openalex.org/W2099050658","https://openalex.org/W2113065220","https://openalex.org/W2113674131","https://openalex.org/W2131885894","https://openalex.org/W2140974583","https://openalex.org/W2142345742","https://openalex.org/W2145736118","https://openalex.org/W2151203763","https://openalex.org/W2162133926","https://openalex.org/W2617378503","https://openalex.org/W2784441851","https://openalex.org/W2792769534","https://openalex.org/W2896021642","https://openalex.org/W2899524798","https://openalex.org/W2909969744","https://openalex.org/W2911281497","https://openalex.org/W2999256705","https://openalex.org/W3012863470","https://openalex.org/W3019043644","https://openalex.org/W4225528200","https://openalex.org/W4229786028","https://openalex.org/W4237007817","https://openalex.org/W4239647010","https://openalex.org/W6635854554","https://openalex.org/W6647713888","https://openalex.org/W6674940666"],"related_works":["https://openalex.org/W1979808816","https://openalex.org/W2378045033","https://openalex.org/W2465699412","https://openalex.org/W2381864073","https://openalex.org/W2092867183","https://openalex.org/W4286285965","https://openalex.org/W1565353949","https://openalex.org/W2386299817","https://openalex.org/W1910197149","https://openalex.org/W4239018191"],"abstract_inverted_index":{"A":[0],"microfluidic":[1,203],"device,":[2],"or":[3],"a":[4,27,161,176,210,218],"Lab-on-a-Chip":[5],"(LoC),":[6],"performs":[7],"lab":[8],"operations":[9],"on":[10,81],"the":[11,14,38,42,62,104,110,141,148,206,212,221,232],"microscale":[12],"through":[13],"manipulation":[15],"of":[16,22,46,84,140,151,169,179,199,214,223],"fluids.":[17],"The":[18,227],"design":[19,43],"and":[20,30,52,87,91,109,121,127,135,157,185,201,220,229,234],"fabrication":[21],"such":[23,33],"devices":[24,204,249],"usually":[25],"is":[26],"tedious":[28],"process,":[29],"auxiliary":[31],"tools,":[32],"as":[34,173,175],"simulators,":[35],"can":[36,53,144,242],"alleviate":[37],"necessary":[39],"effort":[40],"for":[41,93,155,238,251],"process.":[44],"Simulations":[45],"fluids":[47,216],"exist":[48],"in":[49,76,89,187,209,217,225],"various":[50],"forms":[51],"be":[54,145,243,255],"categorized":[55],"according":[56],"to":[57,125,182],"how":[58],"well":[59,174],"they":[60,253],"represent":[61],"underlying":[63],"physics,":[64],"into":[65],"so-called":[66],"abstraction":[67],"levels.":[68],"In":[69],"this":[70,191],"work,":[71],"we":[72,95,193],"consider":[73,194],"simulation":[74,153,162,171,240],"approaches":[75,88,154,172,241],"1D,":[77],"which":[78,94],"are":[79,137],"based":[80],"analytical":[82],"solutions":[83],"simplified":[85],"problems,":[86],"2D":[90],"3D,":[92],"use":[96,197],"two":[97,215],"different":[98,170],"Computational":[99],"Fluid":[100],"Dynamics":[101],"(CFD)":[102],"methods\u2014namely,":[103],"Finite":[105],"Volume":[106],"Method":[107,112],"(FVM)":[108],"Lattice-Boltzmann":[111],"(LBM).":[113],"All":[114],"these":[115],"methods":[116],"come":[117],"with":[118,123],"their":[119,180,188],"pros":[120],"cons":[122],"respect":[124],"accuracy":[126],"required":[128],"compute":[129],"time,":[130],"but":[131],"unfortunately,":[132],"most":[133],"designers":[134,184],"researchers":[136,186],"not":[138],"aware":[139],"trade-off":[142],"that":[143],"made":[146],"within":[147],"broad":[149],"spectrum":[150],"available":[152],"microfluidics":[156],"end":[158],"up":[159],"choosing":[160],"approach":[163],"arbitrarily.":[164],"We":[165],"provide":[166,235],"an":[167],"overview":[168],"case":[177],"study":[178],"performance":[181],"aid":[183],"choice.":[189],"To":[190],"end,":[192],"three":[195],"representative":[196],"cases":[198],"pressure-driven":[200],"channel-based":[202],"(namely":[205],"non-Newtonian":[207],"flow":[208],"channel,":[211,219],"mixing":[213],"behavior":[222],"droplets":[224],"channels).":[226],"considerations":[228],"evaluations":[230],"raise":[231],"awareness":[233],"several":[236],"insights":[237],"what":[239,252],"utilized":[244,256],"today":[245],"when":[246],"designing":[247],"corresponding":[248],"(and":[250],"cannot":[254],"yet).":[257]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":3}],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2025-10-10T00:00:00"}
