{"id":"https://openalex.org/W4408337536","doi":"https://doi.org/10.1007/s11517-025-03343-9","title":"A direct learning approach for detection of hotspots in microwave hyperthermia treatments","display_name":"A direct learning approach for detection of hotspots in microwave hyperthermia treatments","publication_year":2025,"publication_date":"2025-03-11","ids":{"openalex":"https://openalex.org/W4408337536","doi":"https://doi.org/10.1007/s11517-025-03343-9","pmid":"https://pubmed.ncbi.nlm.nih.gov/40067423"},"language":"en","primary_location":{"id":"doi:10.1007/s11517-025-03343-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11517-025-03343-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11517-025-03343-9.pdf","source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"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":"Medical &amp; Biological Engineering &amp; Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11517-025-03343-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068681239","display_name":"Hulusi Onal","orcid":"https://orcid.org/0000-0003-3584-5815"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Hulusi Onal","raw_affiliation_strings":["Department of Electronics and Communication Engineering, Istanbul Technical University, Maslak, Istanbul, 34469, Turkey"],"raw_orcid":"https://orcid.org/0000-0003-3584-5815","affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering, Istanbul Technical University, Maslak, Istanbul, 34469, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028749395","display_name":"Enes Girgin","orcid":"https://orcid.org/0000-0002-1337-4816"},"institutions":[{"id":"https://openalex.org/I202575966","display_name":"Central Bank of the Republic of Turkey","ror":"https://ror.org/01h4f0m46","country_code":"TR","type":"other","lineage":["https://openalex.org/I202575966"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Enes Girgin","raw_affiliation_strings":["Burgan Bank, Maslak, Istanbul, 34485, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-1337-4816","affiliations":[{"raw_affiliation_string":"Burgan Bank, Maslak, Istanbul, 34485, Turkey","institution_ids":["https://openalex.org/I202575966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073693289","display_name":"Semih Do\u011fu","orcid":"https://orcid.org/0000-0002-5329-6437"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Semih Do\u011fu","raw_affiliation_strings":["Department of Electronics and Communication Engineering, Istanbul Technical University, Maslak, Istanbul, 34469, Turkey. dogu16@itu.edu.tr","Department of Electronics and Communication Engineering, Istanbul Technical University, Maslak, Istanbul, 34469, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-5329-6437","affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering, Istanbul Technical University, Maslak, Istanbul, 34469, Turkey. dogu16@itu.edu.tr","institution_ids":["https://openalex.org/I48912391"]},{"raw_affiliation_string":"Department of Electronics and Communication Engineering, Istanbul Technical University, Maslak, Istanbul, 34469, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053898584","display_name":"Tuba Yilmaz","orcid":"https://orcid.org/0000-0003-3052-2945"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Tuba Yilmaz","raw_affiliation_strings":["Department of Electronics and Communication Engineering, Istanbul Technical University, Maslak, Istanbul, 34469, Turkey"],"raw_orcid":"https://orcid.org/0000-0003-3052-2945","affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering, Istanbul Technical University, Maslak, Istanbul, 34469, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024416295","display_name":"Mehmet Nuri Ak\u0131nc\u0131","orcid":"https://orcid.org/0000-0003-0550-5799"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mehmet Nuri Akinci","raw_affiliation_strings":["Department of Electronics and Communication Engineering, Istanbul Technical University, Maslak, Istanbul, 34469, Turkey"],"raw_orcid":"https://orcid.org/0000-0003-0550-5799","affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering, Istanbul Technical University, Maslak, Istanbul, 34469, Turkey","institution_ids":["https://openalex.org/I48912391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5068681239"],"corresponding_institution_ids":["https://openalex.org/I48912391"],"apc_list":{"value":2890,"currency":"EUR","value_usd":3690},"apc_paid":{"value":2890,"currency":"EUR","value_usd":3690},"fwci":2.4053,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.87421344,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"63","issue":"8","first_page":"2451","last_page":"2462"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11739","display_name":"Microwave Imaging and Scattering Analysis","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T11739","display_name":"Microwave Imaging and Scattering Analysis","score":0.9998000264167786,"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/T10662","display_name":"Ultrasonics and Acoustic Wave Propagation","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/T10958","display_name":"Ultrasound and Hyperthermia Applications","score":0.9990000128746033,"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/human-physiology","display_name":"Human physiology","score":0.7527312636375427},{"id":"https://openalex.org/keywords/microwave","display_name":"Microwave","score":0.6115063428878784},{"id":"https://openalex.org/keywords/hyperthermia","display_name":"Hyperthermia","score":0.6018017530441284},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4137311279773712},{"id":"https://openalex.org/keywords/biomedical-engineering","display_name":"Biomedical engineering","score":0.3335267901420593},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2634872496128082},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12562906742095947},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.12052047252655029}],"concepts":[{"id":"https://openalex.org/C2986265897","wikidata":"https://www.wikidata.org/wiki/Q23852","display_name":"Human physiology","level":2,"score":0.7527312636375427},{"id":"https://openalex.org/C44838205","wikidata":"https://www.wikidata.org/wiki/Q127995","display_name":"Microwave","level":2,"score":0.6115063428878784},{"id":"https://openalex.org/C2779949491","wikidata":"https://www.wikidata.org/wiki/Q242165","display_name":"Hyperthermia","level":2,"score":0.6018017530441284},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4137311279773712},{"id":"https://openalex.org/C136229726","wikidata":"https://www.wikidata.org/wiki/Q327092","display_name":"Biomedical engineering","level":1,"score":0.3335267901420593},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2634872496128082},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12562906742095947},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.12052047252655029}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001940","descriptor_name":"Breast","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","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":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006979","descriptor_name":"Hyperthermia, Induced","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006979","descriptor_name":"Hyperthermia, Induced","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006979","descriptor_name":"Hyperthermia, Induced","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008872","descriptor_name":"Microwaves","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":true},{"descriptor_ui":"D008872","descriptor_name":"Microwaves","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":true},{"descriptor_ui":"D008872","descriptor_name":"Microwaves","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":true},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1007/s11517-025-03343-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11517-025-03343-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11517-025-03343-9.pdf","source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"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":"Medical &amp; Biological Engineering &amp; Computing","raw_type":"journal-article"},{"id":"pmid:40067423","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40067423","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":"Medical & biological engineering & computing","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:12316837","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12316837","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12316837/pdf/11517_2025_Article_3343.pdf","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":"Med Biol Eng Comput","raw_type":"Text"},{"id":"pmh:oai:polen.itu.edu.tr:11527/40032","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/40032","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"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":"Article"}],"best_oa_location":{"id":"doi:10.1007/s11517-025-03343-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11517-025-03343-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11517-025-03343-9.pdf","source":{"id":"https://openalex.org/S46300952","display_name":"Medical & Biological Engineering & Computing","issn_l":"0140-0118","issn":["0140-0118","1741-0444"],"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":"Medical &amp; Biological Engineering &amp; Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.44999998807907104,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320324489","display_name":"Istanbul Teknik \u00dcniversitesi","ror":"https://ror.org/059636586"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4408337536.pdf"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1948181060","https://openalex.org/W1971479823","https://openalex.org/W2041620703","https://openalex.org/W2043946298","https://openalex.org/W2045255249","https://openalex.org/W2053500242","https://openalex.org/W2075144947","https://openalex.org/W2098363004","https://openalex.org/W2111406701","https://openalex.org/W2123090473","https://openalex.org/W2127315335","https://openalex.org/W2128981844","https://openalex.org/W2151980064","https://openalex.org/W2155645651","https://openalex.org/W2156124327","https://openalex.org/W2166310140","https://openalex.org/W2491889723","https://openalex.org/W2566433069","https://openalex.org/W2611210192","https://openalex.org/W2786222366","https://openalex.org/W2802550582","https://openalex.org/W2894120608","https://openalex.org/W2939438772","https://openalex.org/W2955306557","https://openalex.org/W2964269625","https://openalex.org/W3000684997","https://openalex.org/W3012176190","https://openalex.org/W3092499049","https://openalex.org/W3110839380","https://openalex.org/W3133829862","https://openalex.org/W3158679505","https://openalex.org/W3176031360","https://openalex.org/W4317384345","https://openalex.org/W4323338337","https://openalex.org/W4324091878"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2412647768","https://openalex.org/W2071759860","https://openalex.org/W2107241099","https://openalex.org/W645160927","https://openalex.org/W2417036867","https://openalex.org/W2086358699","https://openalex.org/W2043809791"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,18,33],"computational":[4],"study":[5],"for":[6,157],"detecting":[7],"whether":[8],"the":[9,13,51,54,70,94,121,139,144,149,154],"temperature":[10,67,80,158],"values":[11],"of":[12,101,153],"breast":[14],"tissues":[15],"are":[16,58,117],"exceeding":[17,53],"threshold":[19],"using":[20],"deep":[21,34],"learning":[22],"(DL)":[23],"during":[24],"microwave":[25],"hyperthermia":[26],"(MH)":[27],"treatments.":[28],"The":[29,56,73,90,115,135],"proposed":[30,140],"model":[31,74,95,142],"has":[32],"convolutional":[35],"encoder-decoder":[36],"architecture,":[37],"which":[38,65,126],"gets":[39],"differential":[40],"scattered":[41],"field":[42],"data":[43,57,63],"as":[44],"input":[45],"and":[46,103,108,147],"gives":[47],"an":[48,61,97],"image":[49],"showing":[50],"cells":[52],"threshold.":[55],"generated":[59],"by":[60],"in-house":[62],"generator,":[64],"mimics":[66],"distribution":[68,81],"in":[69,87],"MH":[71],"problem.":[72],"is":[75,127],"also":[76,118],"tested":[77],"with":[78,120,129],"real":[79],"obtained":[82],"from":[83],"electromagnetic-thermal":[84],"simulations":[85],"performed":[86],"commercial":[88],"software.":[89],"results":[91,116,136],"show":[92,137],"that":[93,138],"reaches":[96],"average":[98],"accuracy":[99],"score":[100],"0.959":[102],"0.939":[104],"under":[105],"40":[106],"dB":[107,110],"30":[109],"signal-to-noise":[111],"ratio":[112],"(SNR),":[113],"respectively.":[114],"compared":[119],"Born":[122],"iterative":[123],"method":[124],"(BIM),":[125],"combined":[128],"some":[130],"different":[131],"conventional":[132,145],"regularization":[133,151],"methods.":[134],"DL":[141],"outperforms":[143],"methods":[146,156],"reveals":[148],"strong":[150],"capabilities":[152],"data-driven":[155],"monitoring":[159],"applications.":[160]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}
