{"id":"https://openalex.org/W7160213298","doi":"https://doi.org/10.1016/j.displa.2026.103504","title":"Robust visual recognition in microfluidic displays: a knowledge-driven deep learning approach for artifact suppression and real-time analysis","display_name":"Robust visual recognition in microfluidic displays: a knowledge-driven deep learning approach for artifact suppression and real-time analysis","publication_year":2026,"publication_date":"2026-04-29","ids":{"openalex":"https://openalex.org/W7160213298","doi":"https://doi.org/10.1016/j.displa.2026.103504"},"language":"en","primary_location":{"id":"doi:10.1016/j.displa.2026.103504","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.displa.2026.103504","pdf_url":null,"source":{"id":"https://openalex.org/S191329154","display_name":"Displays","issn_l":"0141-9382","issn":["0141-9382","1872-7387"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Displays","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135167215","display_name":"Zihan Li","orcid":null},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihan Li","raw_affiliation_strings":["School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135123143","display_name":"Xian Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xian Jiang","raw_affiliation_strings":["School of Mechanical Science & Engineering, Huazhong University of Science and Technology, Wuhan 430074, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Science & Engineering, Huazhong University of Science and Technology, Wuhan 430074, PR China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135130389","display_name":"Yang Zhang","orcid":"https://orcid.org/0000-0002-2605-6593"},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Zhang","raw_affiliation_strings":["School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135140319","display_name":"Zhengqiong Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengqiong Dong","raw_affiliation_strings":["School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135132587","display_name":"Fangping Ye","orcid":null},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fangping Ye","raw_affiliation_strings":["School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135184011","display_name":"Zhong Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhong Zheng","raw_affiliation_strings":["School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135196203","display_name":"Yan Ma","orcid":"https://orcid.org/0009-0006-3673-3953"},"institutions":[{"id":"https://openalex.org/I4210144323","display_name":"Wuhan Blood Center","ror":"https://ror.org/0443rmh76","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210144323"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Ma","raw_affiliation_strings":["Wuhan Blood Center, Wuhan 430030, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan Blood Center, Wuhan 430030, PR China","institution_ids":["https://openalex.org/I4210144323"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135099067","display_name":"Zhiyong Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyong Liu","raw_affiliation_strings":["School of Mechanical Science & Engineering, Huazhong University of Science and Technology, Wuhan 430074, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Science & Engineering, Huazhong University of Science and Technology, Wuhan 430074, PR China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135280745","display_name":"Tielin Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tielin Shi","raw_affiliation_strings":["School of Mechanical Science & Engineering, Huazhong University of Science and Technology, Wuhan 430074, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Science & Engineering, Huazhong University of Science and Technology, Wuhan 430074, PR China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135161027","display_name":"Guanglan Liao","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]},{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanglan Liao","raw_affiliation_strings":["School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China","School of Mechanical Science & Engineering, Huazhong University of Science and Technology, Wuhan 430074, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China","institution_ids":["https://openalex.org/I74525822"]},{"raw_affiliation_string":"School of Mechanical Science & Engineering, Huazhong University of Science and Technology, Wuhan 430074, PR China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5135260473","display_name":"Lei Nie","orcid":null},"institutions":[{"id":"https://openalex.org/I4210099437","display_name":"Hubei University Of Economics","ror":"https://ror.org/012a84b59","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210099437"]},{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lei Nie","raw_affiliation_strings":["Hubei Modern Manufacturing Quality Laboratory, Wuhan 430068, PR China","School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei Modern Manufacturing Quality Laboratory, Wuhan 430068, PR China","institution_ids":["https://openalex.org/I4210099437"]},{"raw_affiliation_string":"School of Mechanical Engineering, Hubei University of Technology, Wuhan 430068, PR China","institution_ids":["https://openalex.org/I74525822"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5135260473"],"corresponding_institution_ids":["https://openalex.org/I4210099437","https://openalex.org/I74525822"],"apc_list":{"value":2470,"currency":"USD","value_usd":2470},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.46913326,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"94","issue":null,"first_page":"103504","last_page":"103504"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12452","display_name":"Electrowetting and Microfluidic Technologies","score":0.3425999879837036,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12452","display_name":"Electrowetting and Microfluidic Technologies","score":0.3425999879837036,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.09149999916553497,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.05209999904036522,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/deep-learning","display_name":"Deep learning","score":0.8090999722480774},{"id":"https://openalex.org/keywords/artifact","display_name":"Artifact (error)","score":0.7562000155448914},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4722999930381775},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.3479999899864197},{"id":"https://openalex.org/keywords/microfluidics","display_name":"Microfluidics","score":0.31360000371932983},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.28940001130104065}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.8090999722480774},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8047999739646912},{"id":"https://openalex.org/C2779010991","wikidata":"https://www.wikidata.org/wiki/Q2720909","display_name":"Artifact (error)","level":2,"score":0.7562000155448914},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7042999863624573},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5720000267028809},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4722999930381775},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3479999899864197},{"id":"https://openalex.org/C8673954","wikidata":"https://www.wikidata.org/wiki/Q138845","display_name":"Microfluidics","level":2,"score":0.31360000371932983},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.29030001163482666},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.28940001130104065},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.2840000092983246},{"id":"https://openalex.org/C2987834672","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Action recognition","level":3,"score":0.274399995803833},{"id":"https://openalex.org/C117623542","wikidata":"https://www.wikidata.org/wiki/Q621974","display_name":"Automatic target recognition","level":3,"score":0.26820001006126404}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.displa.2026.103504","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.displa.2026.103504","pdf_url":null,"source":{"id":"https://openalex.org/S191329154","display_name":"Displays","issn_l":"0141-9382","issn":["0141-9382","1872-7387"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Displays","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1901129140","https://openalex.org/W2025183726","https://openalex.org/W2102212449","https://openalex.org/W2109591733","https://openalex.org/W2124260943","https://openalex.org/W2128130529","https://openalex.org/W2133059825","https://openalex.org/W2145023731","https://openalex.org/W2783146090","https://openalex.org/W2949237386","https://openalex.org/W3111116058","https://openalex.org/W3196414653","https://openalex.org/W3204647170","https://openalex.org/W3210002151","https://openalex.org/W4283032344","https://openalex.org/W4292183618","https://openalex.org/W4301595791","https://openalex.org/W4313236841","https://openalex.org/W4323808760","https://openalex.org/W4389297186","https://openalex.org/W4392473090","https://openalex.org/W4393311133","https://openalex.org/W4400227510","https://openalex.org/W4402826744","https://openalex.org/W4406983698","https://openalex.org/W4406991702","https://openalex.org/W4407415768","https://openalex.org/W4407418296","https://openalex.org/W4409186524","https://openalex.org/W4410335371","https://openalex.org/W4410398265","https://openalex.org/W4412938017"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2026-05-05T00:00:00"}
