{"id":"https://openalex.org/W4205493439","doi":"https://doi.org/10.1007/s00366-021-01586-2","title":"Stochastic deep collocation method based on neural architecture search and transfer learning for heterogeneous porous media","display_name":"Stochastic deep collocation method based on neural architecture search and transfer learning for heterogeneous porous media","publication_year":2022,"publication_date":"2022-01-18","ids":{"openalex":"https://openalex.org/W4205493439","doi":"https://doi.org/10.1007/s00366-021-01586-2"},"language":"en","primary_location":{"id":"doi:10.1007/s00366-021-01586-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00366-021-01586-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00366-021-01586-2.pdf","source":{"id":"https://openalex.org/S89333158","display_name":"Engineering With Computers","issn_l":"0177-0667","issn":["0177-0667","1435-5663"],"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":"Engineering with Computers","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00366-021-01586-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100639567","display_name":"Hongwei Guo","orcid":"https://orcid.org/0000-0003-3599-1572"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]},{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN","DE"],"is_corresponding":false,"raw_author_name":"Hongwei Guo","raw_affiliation_strings":["Computational Science and Simulation Technology, Institute of Photonics, Leibniz Universit\u00e4t Hannover, Appelstr. 11, Hannover, 30167, Germany","Department of Geotechnical Engineering, Tongji University, 1239 Siping Road, Shanghai, 200092, People\u2019s Republic of China","Key Laboratory of Geotechnical and Underground Engineering of Ministry of Education, Tongji University, 1239 Siping Road, Shanghai, 200092, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computational Science and Simulation Technology, Institute of Photonics, Leibniz Universit\u00e4t Hannover, Appelstr. 11, Hannover, 30167, Germany","institution_ids":["https://openalex.org/I114112103"]},{"raw_affiliation_string":"Department of Geotechnical Engineering, Tongji University, 1239 Siping Road, Shanghai, 200092, People\u2019s Republic of China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"Key Laboratory of Geotechnical and Underground Engineering of Ministry of Education, Tongji University, 1239 Siping Road, Shanghai, 200092, People\u2019s Republic of China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069067424","display_name":"Xiaoying Zhuang","orcid":"https://orcid.org/0000-0001-6562-2618"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]},{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN","DE"],"is_corresponding":false,"raw_author_name":"Xiaoying Zhuang","raw_affiliation_strings":["Computational Science and Simulation Technology, Institute of Photonics, Leibniz Universit\u00e4t Hannover, Appelstr. 11, Hannover, 30167, Germany","Department of Geotechnical Engineering, Tongji University, 1239 Siping Road, Shanghai, 200092, People\u2019s Republic of China","Key Laboratory of Geotechnical and Underground Engineering of Ministry of Education, Tongji University, 1239 Siping Road, Shanghai, 200092, People\u2019s Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computational Science and Simulation Technology, Institute of Photonics, Leibniz Universit\u00e4t Hannover, Appelstr. 11, Hannover, 30167, Germany","institution_ids":["https://openalex.org/I114112103"]},{"raw_affiliation_string":"Department of Geotechnical Engineering, Tongji University, 1239 Siping Road, Shanghai, 200092, People\u2019s Republic of China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"Key Laboratory of Geotechnical and Underground Engineering of Ministry of Education, Tongji University, 1239 Siping Road, Shanghai, 200092, People\u2019s Republic of China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011690976","display_name":"Pengwan Chen","orcid":"https://orcid.org/0000-0003-0455-1953"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengwan Chen","raw_affiliation_strings":["State Key Laboratory of Explosion Science and Technology, Beijing Institute of Technology, No. 5, South Street, Zhongguancun, Haidian District, Beijing, 100081, People\u2019s Republic of China","State Key Laboratory of Explosion Science and Technology, Beijing Institute of Technology, No. 5, South Street, Zhongguancun, Haidian District, Beijing, 100081, People's Republic of China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Explosion Science and Technology, Beijing Institute of Technology, No. 5, South Street, Zhongguancun, Haidian District, Beijing, 100081, People\u2019s Republic of China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"State Key Laboratory of Explosion Science and Technology, Beijing Institute of Technology, No. 5, South Street, Zhongguancun, Haidian District, Beijing, 100081, People's Republic of China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052594698","display_name":"Naif Alajlan","orcid":"https://orcid.org/0000-0003-1846-1131"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Naif Alajlan","raw_affiliation_strings":["ALISR Laboratory, College of Computer and Information Sciences, King Saud University, P. O. Box 51178, Riyadh, 11543, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ALISR Laboratory, College of Computer and Information Sciences, King Saud University, P. O. Box 51178, Riyadh, 11543, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065190539","display_name":"Timon Rabczuk","orcid":"https://orcid.org/0000-0002-7150-296X"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Timon Rabczuk","raw_affiliation_strings":["ALISR Laboratory, College of Computer and Information Sciences, King Saud University, P. O. Box 51178, Riyadh, 11543, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ALISR Laboratory, College of Computer and Information Sciences, King Saud University, P. O. Box 51178, Riyadh, 11543, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5065190539"],"corresponding_institution_ids":["https://openalex.org/I28022161"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":11.2124,"has_fulltext":true,"cited_by_count":98,"citation_normalized_percentile":{"value":0.99278461,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"38","issue":"6","first_page":"5173","last_page":"5198"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10894","display_name":"Groundwater flow and contamination studies","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/collocation","display_name":"Collocation (remote sensing)","score":0.7695610523223877},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7315598130226135},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.686911940574646},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.56324702501297},{"id":"https://openalex.org/keywords/porous-medium","display_name":"Porous medium","score":0.5475221872329712},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.5288204550743103},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48619312047958374},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4646192789077759},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34525489807128906},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31627893447875977},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.25448673963546753},{"id":"https://openalex.org/keywords/porosity","display_name":"Porosity","score":0.22353824973106384},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19147732853889465},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1524277925491333},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.09054043889045715}],"concepts":[{"id":"https://openalex.org/C80023036","wikidata":"https://www.wikidata.org/wiki/Q5147531","display_name":"Collocation (remote sensing)","level":2,"score":0.7695610523223877},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7315598130226135},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.686911940574646},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.56324702501297},{"id":"https://openalex.org/C105569014","wikidata":"https://www.wikidata.org/wiki/Q3271208","display_name":"Porous medium","level":3,"score":0.5475221872329712},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.5288204550743103},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48619312047958374},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4646192789077759},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34525489807128906},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31627893447875977},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25448673963546753},{"id":"https://openalex.org/C6648577","wikidata":"https://www.wikidata.org/wiki/Q622669","display_name":"Porosity","level":2,"score":0.22353824973106384},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19147732853889465},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1524277925491333},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.09054043889045715},{"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/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1007/s00366-021-01586-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00366-021-01586-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00366-021-01586-2.pdf","source":{"id":"https://openalex.org/S89333158","display_name":"Engineering With Computers","issn_l":"0177-0667","issn":["0177-0667","1435-5663"],"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":"Engineering with Computers","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2010.12344","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2010.12344","pdf_url":"https://arxiv.org/pdf/2010.12344","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:opus4.weimar:4583","is_oa":true,"landing_page_url":"https://e-pub.uni-weimar.de/opus4/frontdoor/index/index/docId/4583","pdf_url":null,"source":{"id":"https://openalex.org/S4306401781","display_name":"Publication Server of Weimar Bauhaus-University (Weimar Bauhaus-University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I51441396","host_organization_name":"Bauhaus-Universit\u00e4t Weimar","host_organization_lineage":["https://openalex.org/I51441396"],"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":"","raw_type":"article"},{"id":"pmh:oai:www.db-thueringen.de:dbt_mods_00061881","is_oa":true,"landing_page_url":"https://www.db-thueringen.de/receive/dbt_mods_00061881","pdf_url":null,"source":{"id":"https://openalex.org/S4306400120","display_name":"Common Library Network (Der Gemeinsame Bibliotheksverbund)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210149878","host_organization_name":"Verbundzentrale des GBV","host_organization_lineage":["https://openalex.org/I4210149878"],"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":"","raw_type":"article"},{"id":"pmh:oai:www.repo.uni-hannover.de:123456789/13065","is_oa":true,"landing_page_url":"https://www.repo.uni-hannover.de/handle/123456789/13065","pdf_url":null,"source":{"id":"https://openalex.org/S4306401575","display_name":"Institutional Repository of Leibniz Universit\u00e4t Hannover (Leibniz Universit\u00e4t Hannover)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114112103","host_organization_name":"Leibniz University Hannover","host_organization_lineage":["https://openalex.org/I114112103"],"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":"Engineering with computers : an international journal for simulation-based engineering (2022), online first","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"doi:10.15488/12961","is_oa":true,"landing_page_url":"https://doi.org/10.15488/12961","pdf_url":null,"source":{"id":"https://openalex.org/S7407052956","display_name":"Leibniz Universit\u00e4t Hannover","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-journal"}],"best_oa_location":{"id":"doi:10.1007/s00366-021-01586-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00366-021-01586-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00366-021-01586-2.pdf","source":{"id":"https://openalex.org/S89333158","display_name":"Engineering With Computers","issn_l":"0177-0667","issn":["0177-0667","1435-5663"],"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":"Engineering with Computers","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","score":0.8100000023841858,"display_name":"Clean water and sanitation"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321145","display_name":"King Saud University","ror":"https://ror.org/02f81g417"},{"id":"https://openalex.org/F4320324054","display_name":"Bauhaus-Universit\u00e4t Weimar","ror":"https://ror.org/033bb5z47"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4205493439.pdf","grobid_xml":"https://content.openalex.org/works/W4205493439.grobid-xml"},"referenced_works_count":89,"referenced_works":["https://openalex.org/W999207820","https://openalex.org/W1575029535","https://openalex.org/W1581043462","https://openalex.org/W1592093959","https://openalex.org/W1874708432","https://openalex.org/W1971735090","https://openalex.org/W1976003395","https://openalex.org/W1977524417","https://openalex.org/W1988115241","https://openalex.org/W1992111513","https://openalex.org/W1998027527","https://openalex.org/W1998719559","https://openalex.org/W1999747522","https://openalex.org/W2004132656","https://openalex.org/W2008835969","https://openalex.org/W2009424794","https://openalex.org/W2012956057","https://openalex.org/W2012998201","https://openalex.org/W2022082457","https://openalex.org/W2039056822","https://openalex.org/W2040086358","https://openalex.org/W2047288812","https://openalex.org/W2067461001","https://openalex.org/W2069650072","https://openalex.org/W2075019892","https://openalex.org/W2082260917","https://openalex.org/W2084058552","https://openalex.org/W2089452414","https://openalex.org/W2091986681","https://openalex.org/W2094255508","https://openalex.org/W2098547667","https://openalex.org/W2102539288","https://openalex.org/W2131241448","https://openalex.org/W2133380436","https://openalex.org/W2136922672","https://openalex.org/W2137983211","https://openalex.org/W2149260012","https://openalex.org/W2163380460","https://openalex.org/W2182361439","https://openalex.org/W2245375749","https://openalex.org/W2319967725","https://openalex.org/W2378941039","https://openalex.org/W2553303224","https://openalex.org/W2556522401","https://openalex.org/W2569457803","https://openalex.org/W2593575282","https://openalex.org/W2624385633","https://openalex.org/W2625995436","https://openalex.org/W2745110207","https://openalex.org/W2749028154","https://openalex.org/W2754833785","https://openalex.org/W2760972773","https://openalex.org/W2768823200","https://openalex.org/W2785024182","https://openalex.org/W2785490704","https://openalex.org/W2792716760","https://openalex.org/W2803629276","https://openalex.org/W2805915852","https://openalex.org/W2810488531","https://openalex.org/W2884367402","https://openalex.org/W2885311373","https://openalex.org/W2899283552","https://openalex.org/W2912581782","https://openalex.org/W2919115771","https://openalex.org/W2935339072","https://openalex.org/W2942056403","https://openalex.org/W2942896733","https://openalex.org/W2943911305","https://openalex.org/W2946372533","https://openalex.org/W2955219525","https://openalex.org/W2963821229","https://openalex.org/W2968494585","https://openalex.org/W2982123645","https://openalex.org/W2991427112","https://openalex.org/W2997814214","https://openalex.org/W2998847955","https://openalex.org/W3008953194","https://openalex.org/W3024248244","https://openalex.org/W3098588130","https://openalex.org/W3098844932","https://openalex.org/W3099661895","https://openalex.org/W3114000978","https://openalex.org/W3124967177","https://openalex.org/W4241793634","https://openalex.org/W4245385579","https://openalex.org/W4250248305","https://openalex.org/W4297803580","https://openalex.org/W4300687381","https://openalex.org/W4388891334"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W2370840338","https://openalex.org/W4321353415","https://openalex.org/W2745001401","https://openalex.org/W2130974462","https://openalex.org/W2388641108","https://openalex.org/W2028665553","https://openalex.org/W2086519370","https://openalex.org/W4246352526","https://openalex.org/W2121910908"],"abstract_inverted_index":{"Abstract":[0],"We":[1,22,77,144],"present":[2],"a":[3,26,104,113],"stochastic":[4,97,107],"deep":[5],"collocation":[6],"method":[7,140],"(DCM)":[8],"based":[9,56,131],"on":[10],"neural":[11],"architecture":[12],"search":[13,40],"(NAS)":[14],"and":[15,42,62,156],"transfer":[16,80],"learning":[17,81],"for":[18],"heterogeneous":[19,100,123],"porous":[20,101],"media.":[21],"first":[23],"carry":[24],"out":[25],"sensitivity":[27],"analysis":[28,98],"to":[29,37,47,83,95,115],"determine":[30],"the":[31,35,39,50,60,65,74,86,96,116,128,139],"key":[32],"hyper-parameters":[33],"of":[34,64,99,118,127,141],"network":[36],"reduce":[38,85],"space":[41],"subsequently":[43],"employ":[44,79],"hyper-parameter":[45],"optimization":[46],"finally":[48],"obtain":[49],"parameter":[51],"values.":[52],"The":[53,89,125],"presented":[54,90,129],"NAS":[55,130],"DCM":[57,91,132],"also":[58,78],"saves":[59],"weights":[61],"biases":[63],"most":[66],"favorable":[67],"architectures,":[68],"which":[69],"is":[70,92,110,133],"then":[71,93],"used":[72],"in":[73,121,135,153],"fine-tuning":[75],"process.":[76],"techniques":[82],"drastically":[84],"computational":[87,157],"cost.":[88,158],"applied":[94],"material.":[102],"Therefore,":[103],"three":[105],"dimensional":[106],"flow":[108,120],"model":[109],"built":[111],"providing":[112],"benchmark":[114],"simulation":[117],"groundwater":[119],"highly":[122],"aquifers.":[124],"performance":[126],"verified":[134],"different":[136],"dimensions":[137],"using":[138],"manufactured":[142],"solutions.":[143],"show":[145],"that":[146],"it":[147],"significantly":[148],"outperforms":[149],"finite":[150],"difference":[151],"methods":[152],"both":[154],"accuracy":[155]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":33},{"year":2023,"cited_by_count":28},{"year":2022,"cited_by_count":22}],"updated_date":"2026-07-03T08:13:44.112507","created_date":"2022-01-26T00:00:00"}
