{"id":"https://openalex.org/W7214684115","doi":"https://doi.org/10.1080/19942060.2026.2732573","title":"Analysis of MHD-driven copper nanofluids flow through porous non-uniform channels using artificial neural network integrated computational scheme","display_name":"Analysis of MHD-driven copper nanofluids flow through porous non-uniform channels using artificial neural network integrated computational scheme","publication_year":2026,"publication_date":"2026-09-27","ids":{"openalex":"https://openalex.org/W7214684115","doi":"https://doi.org/10.1080/19942060.2026.2732573"},"language":"en","primary_location":{"id":"doi:10.1080/19942060.2026.2732573","doi":"https://doi.org/10.1080/19942060.2026.2732573","is_oa":true,"landing_page_url":"https://doi.org/10.1080/19942060.2026.2732573","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/19942060.2026.2732573?needAccess=true","source":{"id":"https://openalex.org/S15260174","display_name":"Engineering Applications of Computational Fluid Mechanics","issn_l":"1994-2060","issn":["1994-2060","1997-003X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engineering Applications of Computational Fluid Mechanics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/19942060.2026.2732573?needAccess=true","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079314704","display_name":"Adil Darvesh","orcid":"https://orcid.org/0000-0003-4906-3072","observed_orcids":["https://orcid.org/0000-0003-4906-3072"]},"institutions":[{"id":"https://openalex.org/I263208278","display_name":"Hazara University","ror":"https://ror.org/018y22094","country_code":"PK","type":"education","lineage":["https://openalex.org/I263208278"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Adil Darvesh","raw_affiliation_strings":["Hazara University"],"raw_orcid":"https://orcid.org/0000-0003-4906-3072","affiliations":[{"raw_affiliation_string":"Hazara University","institution_ids":["https://openalex.org/I263208278"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061910798","display_name":"Fethi Mohamed Maiz","orcid":"https://orcid.org/0000-0002-8420-6043","observed_orcids":["https://orcid.org/0000-0002-8420-6043"]},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Fethi Mohamed Maiz","raw_affiliation_strings":["King Khalid University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"King Khalid University","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093558362","display_name":"Luis Jaime Collantes Santisteban","orcid":"https://orcid.org/0000-0001-9262-9399","observed_orcids":["https://orcid.org/0000-0001-9262-9399"]},"institutions":[{"id":"https://openalex.org/I4210142376","display_name":"Universidad Nacional Pedro Ru\u00edz Gallo","ror":"https://ror.org/040hbk441","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210142376"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Luis Jaime Collantes Santisteban","raw_affiliation_strings":["Universidad Nacional Pedro Ruiz Gallo"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional Pedro Ruiz Gallo","institution_ids":["https://openalex.org/I4210142376"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088055573","display_name":"Manuel S\u00e1nchez\u2010Chero","orcid":"https://orcid.org/0000-0003-1646-3037","observed_orcids":["https://orcid.org/0000-0003-1646-3037"]},"institutions":[{"id":"https://openalex.org/I4387154969","display_name":"Universidad Nacional de Frontera","ror":"https://ror.org/017bd4h68","country_code":"PE","type":"education","lineage":["https://openalex.org/I4387154969"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Manuel S\u00e1nchez-Chero","raw_affiliation_strings":["Universidad Nacional de Frontera"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional de Frontera","institution_ids":["https://openalex.org/I4387154969"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5153242290","display_name":"Ali Akg\u00fcl","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I146367977","display_name":"Applied Science Private University","ror":"https://ror.org/01ah6nb52","country_code":"JO","type":"education","lineage":["https://openalex.org/I146367977"]},{"id":"https://openalex.org/I149717392","display_name":"Siirt \u00dcniversitesi","ror":"https://ror.org/05ptwtz25","country_code":"TR","type":"education","lineage":["https://openalex.org/I149717392"]},{"id":"https://openalex.org/I162720556","display_name":"Karadeniz Technical University","ror":"https://ror.org/03z8fyr40","country_code":"TR","type":"education","lineage":["https://openalex.org/I162720556"]},{"id":"https://openalex.org/I4210104933","display_name":"Biruni University","ror":"https://ror.org/01nkhmn89","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210104933"]},{"id":"https://openalex.org/I69050122","display_name":"Near East University","ror":"https://ror.org/02x8svs93","country_code":"CY","type":"education","lineage":["https://openalex.org/I69050122"]},{"id":"https://openalex.org/I85461943","display_name":"Saveetha University","ror":"https://ror.org/0034me914","country_code":"IN","type":"education","lineage":["https://openalex.org/I85461943"]}],"countries":["CY","IN","JO","TR"],"is_corresponding":true,"raw_author_name":"Ali Akg\u00fcl","raw_affiliation_strings":["Applied Science Private University","Biruni University","Karadeniz Technical University","Near East University, Mathematics Research Center","Saveetha School of Engineering, SIMATS","Siirt University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Science Private University","institution_ids":["https://openalex.org/I146367977"]},{"raw_affiliation_string":"Biruni University","institution_ids":["https://openalex.org/I4210104933"]},{"raw_affiliation_string":"Karadeniz Technical University","institution_ids":["https://openalex.org/I162720556"]},{"raw_affiliation_string":"Near East University, Mathematics Research Center","institution_ids":["https://openalex.org/I69050122"]},{"raw_affiliation_string":"Saveetha School of Engineering, SIMATS","institution_ids":["https://openalex.org/I85461943"]},{"raw_affiliation_string":"Siirt University","institution_ids":["https://openalex.org/I149717392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103174821","display_name":"Murad Khan Hassani","orcid":"https://orcid.org/0009-0003-6122-1595","observed_orcids":["https://orcid.org/0009-0003-6122-1595","https://orcid.org/0009-0005-2992-2476"]},"institutions":[{"id":"https://openalex.org/I4210088304","display_name":"Ghazni University","ror":"https://ror.org/0075h8406","country_code":"AF","type":"education","lineage":["https://openalex.org/I4210088304"]}],"countries":["AF"],"is_corresponding":true,"raw_author_name":"Murad Khan Hassani","raw_affiliation_strings":["Ghazni University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ghazni University","institution_ids":["https://openalex.org/I4210088304"]}]}],"institutions":[],"countries_distinct_count":8,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5103174821","https://openalex.org/A5153242290"],"corresponding_institution_ids":["https://openalex.org/I146367977","https://openalex.org/I149717392","https://openalex.org/I162720556","https://openalex.org/I4210088304","https://openalex.org/I4210104933","https://openalex.org/I69050122","https://openalex.org/I85461943"],"apc_list":{"value":1625,"currency":"GBP","value_usd":1993},"apc_paid":{"value":1625,"currency":"GBP","value_usd":1993},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"20","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10104","display_name":"Nanofluid Flow and Heat Transfer","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1507","display_name":"Fluid Flow and Transfer Processes"},"field":{"id":"https://openalex.org/fields/15","display_name":"Chemical Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10104","display_name":"Nanofluid Flow and Heat Transfer","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1507","display_name":"Fluid Flow and Transfer Processes"},"field":{"id":"https://openalex.org/fields/15","display_name":"Chemical Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13116","display_name":"Heat Transfer and Numerical Methods","score":0.00019999999494757503,"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/T10998","display_name":"Heat Transfer and Optimization","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/copper-nanofluid","display_name":"copper nanofluid","score":0.8529999852180481},{"id":"https://openalex.org/keywords/magnetohydrodynamics","display_name":"magnetohydrodynamics","score":0.9470000267028809},{"id":"https://openalex.org/keywords/porous-channel","display_name":"porous channel","score":0.6809999942779541},{"id":"https://openalex.org/keywords/converging-diverging-channel","display_name":"converging-diverging channel","score":0.9319999814033508},{"id":"https://openalex.org/keywords/heat-transfer","display_name":"heat transfer","score":0.6420000195503235},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.640999972820282},{"id":"https://openalex.org/keywords/interparticle-distance","display_name":"interparticle distance","score":0.9110000133514404},{"id":"https://openalex.org/keywords/nanoparticle-radius","display_name":"nanoparticle radius","score":0.9769999980926514},{"id":"https://openalex.org/keywords/lorentz-force","display_name":"Lorentz force","score":0.9290000200271606},{"id":"https://openalex.org/keywords/porosity","display_name":"porosity","score":0.6499999761581421},{"id":"https://openalex.org/keywords/velocity-profiles","display_name":"velocity profiles","score":0.6039999723434448},{"id":"https://openalex.org/keywords/bvp4c","display_name":"bvp4c","score":0.640999972820282}],"concepts":[{"id":"https://openalex.org/C21946209","wikidata":"https://www.wikidata.org/wiki/Q1989679","display_name":"Nanofluid","level":3,"score":0.9373000264167786},{"id":"https://openalex.org/C2778770139","wikidata":"https://www.wikidata.org/wiki/Q1966904","display_name":"Solver","level":2,"score":0.6115000247955322},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.607200026512146},{"id":"https://openalex.org/C50517652","wikidata":"https://www.wikidata.org/wiki/Q179635","display_name":"Heat transfer","level":2,"score":0.5968000292778015},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.5760999917984009},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.5267999768257141},{"id":"https://openalex.org/C93779851","wikidata":"https://www.wikidata.org/wiki/Q271977","display_name":"Partial differential equation","level":2,"score":0.507099986076355},{"id":"https://openalex.org/C6648577","wikidata":"https://www.wikidata.org/wiki/Q622669","display_name":"Porosity","level":2,"score":0.48739999532699585},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.38940000534057617},{"id":"https://openalex.org/C63662833","wikidata":"https://www.wikidata.org/wiki/Q6839341","display_name":"Microchannel","level":2,"score":0.3425000011920929},{"id":"https://openalex.org/C166693061","wikidata":"https://www.wikidata.org/wiki/Q5462119","display_name":"Flow velocity","level":3,"score":0.33730000257492065},{"id":"https://openalex.org/C122383733","wikidata":"https://www.wikidata.org/wiki/Q865920","display_name":"Approximation error","level":2,"score":0.32739999890327454},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3203999996185303},{"id":"https://openalex.org/C29700514","wikidata":"https://www.wikidata.org/wiki/Q634340","display_name":"Heat transfer coefficient","level":3,"score":0.3174000084400177},{"id":"https://openalex.org/C51544822","wikidata":"https://www.wikidata.org/wiki/Q465274","display_name":"Ordinary differential equation","level":3,"score":0.3073999881744385},{"id":"https://openalex.org/C105569014","wikidata":"https://www.wikidata.org/wiki/Q3271208","display_name":"Porous medium","level":3,"score":0.2989000082015991},{"id":"https://openalex.org/C168589914","wikidata":"https://www.wikidata.org/wiki/Q727023","display_name":"Ferrofluid","level":3,"score":0.2976999878883362},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2851000130176544},{"id":"https://openalex.org/C120882062","wikidata":"https://www.wikidata.org/wiki/Q28352","display_name":"Permeability (electromagnetism)","level":3,"score":0.27230000495910645},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.26930001378059387},{"id":"https://openalex.org/C140190676","wikidata":"https://www.wikidata.org/wiki/Q172137","display_name":"Lorentz force","level":3,"score":0.26570001244544983},{"id":"https://openalex.org/C155672457","wikidata":"https://www.wikidata.org/wiki/Q61231","display_name":"Nanoparticle","level":2,"score":0.26409998536109924},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.2581000030040741},{"id":"https://openalex.org/C153258448","wikidata":"https://www.wikidata.org/wiki/Q1199743","display_name":"Gradient descent","level":3,"score":0.25540000200271606},{"id":"https://openalex.org/C99564226","wikidata":"https://www.wikidata.org/wiki/Q505628","display_name":"Hyperboloid","level":2,"score":0.25360000133514404},{"id":"https://openalex.org/C182748727","wikidata":"https://www.wikidata.org/wiki/Q178932","display_name":"Reynolds number","level":3,"score":0.2533000111579895}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/19942060.2026.2732573","doi":"https://doi.org/10.1080/19942060.2026.2732573","is_oa":true,"landing_page_url":"https://doi.org/10.1080/19942060.2026.2732573","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/19942060.2026.2732573?needAccess=true","source":{"id":"https://openalex.org/S15260174","display_name":"Engineering Applications of Computational Fluid Mechanics","issn_l":"1994-2060","issn":["1994-2060","1997-003X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engineering Applications of Computational Fluid Mechanics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:7c4188e89703484a830ae919e8d0d5e8","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/7c4188e89703484a830ae919e8d0d5e8","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Engineering Applications of Computational Fluid Mechanics, Vol 20, Iss 1 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/19942060.2026.2732573","doi":"https://doi.org/10.1080/19942060.2026.2732573","is_oa":true,"landing_page_url":"https://doi.org/10.1080/19942060.2026.2732573","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/19942060.2026.2732573?needAccess=true","source":{"id":"https://openalex.org/S15260174","display_name":"Engineering Applications of Computational Fluid Mechanics","issn_l":"1994-2060","issn":["1994-2060","1997-003X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","jufo-1","norway-1","oarl","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engineering Applications of Computational Fluid Mechanics","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7214684115.pdf","grobid_xml":"https://content.openalex.org/works/W7214684115.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W2165495072","https://openalex.org/W2192877911","https://openalex.org/W2542129198","https://openalex.org/W2955387094","https://openalex.org/W3033779738","https://openalex.org/W3111869596","https://openalex.org/W4200021195","https://openalex.org/W4212834667","https://openalex.org/W4320485617","https://openalex.org/W4323318780","https://openalex.org/W4323356810","https://openalex.org/W4367183871","https://openalex.org/W4389274901","https://openalex.org/W4389540891","https://openalex.org/W4391928879","https://openalex.org/W4393337132","https://openalex.org/W4394623405","https://openalex.org/W4395116487","https://openalex.org/W4400116165","https://openalex.org/W4401617717","https://openalex.org/W4402343133","https://openalex.org/W4402499151","https://openalex.org/W4403333489","https://openalex.org/W4403397466","https://openalex.org/W4403505199","https://openalex.org/W4403510454","https://openalex.org/W4404710400","https://openalex.org/W4404727526","https://openalex.org/W4405613541","https://openalex.org/W4406087830","https://openalex.org/W4406474245","https://openalex.org/W4407704292","https://openalex.org/W4408187631","https://openalex.org/W4409240008","https://openalex.org/W4410421355","https://openalex.org/W4411344301","https://openalex.org/W4412439970","https://openalex.org/W4413225472","https://openalex.org/W4414028269","https://openalex.org/W4415568714","https://openalex.org/W4416070167"],"related_works":["https://openalex.org/W4412439970","https://openalex.org/W4413286625","https://openalex.org/W7204931012","https://openalex.org/W4416399392","https://openalex.org/W4405185396","https://openalex.org/W4412987972","https://openalex.org/W4390583811","https://openalex.org/W7154509220","https://openalex.org/W4413367487","https://openalex.org/W7223551005"],"abstract_inverted_index":{"Nanoparticles\u2019":[0],"geometric":[1,186],"properties":[2],"could":[3],"significantly":[4],"improve":[5],"heat":[6,22,64],"transfer":[7,23],"in":[8],"nanofluids,":[9],"which":[10,60,153],"are":[11],"crucial":[12],"for":[13,62,174],"many":[14],"engineering":[15],"and":[16,42,65,81,160,177,181],"industrial":[17],"applications.":[18],"This":[19],"study":[20],"explores":[21],"capabilities":[24],"of":[25,39,55,73,92,118,126,139,151,193,211],"magnetohydrodynamics":[26],"(MHD)-influenced":[27],"copper-based":[28],"nanofluid":[29,172],"flow":[30],"through":[31,198],"convergent-divergent":[32],"channels":[33],"by":[34,207],"integrating":[35],"the":[36,85,114,132,144,158,185,199,209],"critical":[37],"roles":[38],"interparticle":[40,179],"spacing":[41,180],"nanoparticle":[43],"radius.":[44],"In":[45,130,189],"this":[46],"analysis,":[47],"a":[48,123,136,148],"mathematical":[49],"model":[50,108],"is":[51,75,103],"developed":[52],"that":[53],"comprises":[54],"partial":[56],"differential":[57,79],"equations":[58],"(PDEs),":[59],"account":[61],"momentum,":[63],"concentration":[66],"under":[67],"multifaceted":[68],"factors.":[69],"The":[70,105],"governing":[71],"system":[72],"PDEs":[74],"transformed":[76],"into":[77],"ordinary":[78],"systems":[80],"then":[82],"solved":[83],"using":[84],"bvp4c":[86,93],"solver":[87],"scheme.":[88],"By":[89],"taking":[90],"advantage":[91],"data,":[94],"an":[95],"Artificial":[96],"Neural":[97],"Network":[98],"(ANN)":[99],"based":[100],"on":[101],"multilayers":[102],"employed.":[104],"proposed":[106],"ANN":[107],"demonstrated":[109],"superior":[110],"predictive":[111],"capability,":[112],"achieving":[113],"best":[115],"validation":[116],"performance":[117,137],"4.3084":[119],"\u00d7":[120,128,141],"10\u221210,":[121],"with":[122],"corresponding":[124],"gradient":[125],"9.9799":[127],"10\u22128.":[129],"addition,":[131],"error":[133],"histogram":[134],"indicated":[135],"level":[138],"\u20134.0":[140],"10\u22126,":[142],"while":[143],"regression":[145],"analysis":[146],"yielded":[147],"correlation":[149],"coefficient":[150],"1.0,":[152],"confirms":[154],"excellent":[155],"agreement":[156],"between":[157],"predicted":[159],"target":[161],"outputs.":[162],"Velocity":[163],"profile":[164],"decreases":[165,171],"due":[166,183],"to":[167,184],"larger":[168],"opening":[169],"angle":[170],"velocity":[173,197,206],"both":[175],"small":[176],"large":[178],"radii":[182],"expansion":[187],"effects.":[188],"contrast,":[190],"augmented":[191],"values":[192],"magnetic":[194],"parameter":[195],"enhance":[196],"Lorentz":[200],"force,":[201],"whereas":[202],"higher":[203],"porosity":[204],"suppresses":[205],"reducing":[208],"permeability":[210],"medium.":[212]},"counts_by_year":[],"updated_date":"2026-10-27T15:51:10.671819","created_date":"2026-09-29T00:00:00"}
