{"id":"https://openalex.org/W4415271864","doi":"https://doi.org/10.1142/s0129065725500777","title":"A Novel Morlet Convolutional Neural Network","display_name":"A Novel Morlet Convolutional Neural Network","publication_year":2025,"publication_date":"2025-10-17","ids":{"openalex":"https://openalex.org/W4415271864","doi":"https://doi.org/10.1142/s0129065725500777","pmid":"https://pubmed.ncbi.nlm.nih.gov/41254886"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065725500777","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065725500777","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5111215346","display_name":"Peilin Zhu","orcid":"https://orcid.org/0009-0005-4277-1078"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Peilin Zhu","raw_affiliation_strings":["School of Integrated Circuits, Shandong University, Jinan 250100, P.\u00a0R.\u00a0China","Shenzhen Institute of Shandong University, Shenzhen 518057, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0005-4277-1078","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Shandong University, Jinan 250100, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Shenzhen Institute of Shandong University, Shenzhen 518057, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zirong Li","orcid":"https://orcid.org/0009-0006-5376-4030"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zirong Li","raw_affiliation_strings":["School of Integrated Circuits, Shandong University, Jinan 250100, P.\u00a0R.\u00a0China","Shenzhen Institute of Shandong University, Shenzhen 518057, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0006-5376-4030","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Shandong University, Jinan 250100, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Shenzhen Institute of Shandong University, Shenzhen 518057, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chao Cao","orcid":"https://orcid.org/0009-0009-6844-519X"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Cao","raw_affiliation_strings":["School of Integrated Circuits, Shandong University, Jinan 250100, P.\u00a0R.\u00a0China","Shenzhen Institute of Shandong University, Shenzhen 518057, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0009-6844-519X","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Shandong University, Jinan 250100, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Shenzhen Institute of Shandong University, Shenzhen 518057, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhida Shang","orcid":"https://orcid.org/0009-0002-0502-7184"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhida Shang","raw_affiliation_strings":["School of Integrated Circuits, Shandong University, Jinan 250100, P.\u00a0R.\u00a0China","Shenzhen Institute of Shandong University, Shenzhen 518057, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0009-0002-0502-7184","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Shandong University, Jinan 250100, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Shenzhen Institute of Shandong University, Shenzhen 518057, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060733456","display_name":"Guoyang Liu","orcid":"https://orcid.org/0000-0002-5879-809X"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoyang Liu","raw_affiliation_strings":["School of Integrated Circuits, Shandong University, Jinan 250100, P.\u00a0R.\u00a0China","Shenzhen Institute of Shandong University, Shenzhen 518057, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0000-0002-5879-809X","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Shandong University, Jinan 250100, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Shenzhen Institute of Shandong University, Shenzhen 518057, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055283229","display_name":"Weidong Zhou","orcid":"https://orcid.org/0000-0001-9481-1696"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weidong Zhou","raw_affiliation_strings":["School of Integrated Circuits, Shandong University, Jinan 250100, P.\u00a0R.\u00a0China","Shenzhen Institute of Shandong University, Shenzhen 518057, P.\u00a0R.\u00a0China"],"raw_orcid":"https://orcid.org/0000-0001-9481-1696","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Shandong University, Jinan 250100, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Shenzhen Institute of Shandong University, Shenzhen 518057, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5111215346"],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.35022831,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"36","issue":"03","first_page":"2550077","last_page":"2550077"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.8687999844551086,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.8687999844551086,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.7954000234603882,"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"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.7390999794006348,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7732999920845032},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.597599983215332},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.5652999877929688},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.5478000044822693},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.45890000462532043},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41280001401901245}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7732999920845032},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7404999732971191},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.597599983215332},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.5652999877929688},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5519000291824341},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.5478000044822693},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.45890000462532043},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41280001401901245},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3652999997138977},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.32760000228881836},{"id":"https://openalex.org/C207390915","wikidata":"https://www.wikidata.org/wiki/Q1230525","display_name":"Divergence (linguistics)","level":2,"score":0.29910001158714294},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2953000068664551},{"id":"https://openalex.org/C134835016","wikidata":"https://www.wikidata.org/wiki/Q690265","display_name":"Lookup table","level":2,"score":0.2879999876022339},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.287200003862381},{"id":"https://openalex.org/C2776224158","wikidata":"https://www.wikidata.org/wiki/Q187931","display_name":"Phrase","level":2,"score":0.28519999980926514},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.25369998812675476}],"mesh":[{"descriptor_ui":"D000098415","descriptor_name":"Convolutional Neural Networks","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098415","descriptor_name":"Convolutional Neural Networks","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":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"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":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012640","descriptor_name":"Seizures","qualifier_ui":"Q000503","qualifier_name":"physiopathology","is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065725500777","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065725500777","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:41254886","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41254886","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":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6619948755","display_name":null,"funder_award_id":"62271291","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1903029394","https://openalex.org/W1983277043","https://openalex.org/W2053744708","https://openalex.org/W2102605133","https://openalex.org/W2109255472","https://openalex.org/W2113894235","https://openalex.org/W2119234283","https://openalex.org/W2122923860","https://openalex.org/W2139427956","https://openalex.org/W2158468574","https://openalex.org/W2559463885","https://openalex.org/W2759483166","https://openalex.org/W2787779804","https://openalex.org/W2919115771","https://openalex.org/W2962772482","https://openalex.org/W2962851801","https://openalex.org/W2963838685","https://openalex.org/W2964052309","https://openalex.org/W2977912634","https://openalex.org/W2991524019","https://openalex.org/W2997300524","https://openalex.org/W3007948068","https://openalex.org/W3045153122","https://openalex.org/W3047011367","https://openalex.org/W3115305254","https://openalex.org/W3123303190","https://openalex.org/W3165773275","https://openalex.org/W3184606595","https://openalex.org/W3192474593","https://openalex.org/W3202442802","https://openalex.org/W3211727810","https://openalex.org/W3213528054","https://openalex.org/W4200162147","https://openalex.org/W4200184869","https://openalex.org/W4205337801","https://openalex.org/W4205642372","https://openalex.org/W4248307879","https://openalex.org/W4281632656","https://openalex.org/W4313490811","https://openalex.org/W4381927613","https://openalex.org/W4385697570","https://openalex.org/W4388342824","https://openalex.org/W4389856935","https://openalex.org/W4390175133","https://openalex.org/W4390957254","https://openalex.org/W4393131616","https://openalex.org/W4399146475","https://openalex.org/W4403144682","https://openalex.org/W4403837436","https://openalex.org/W4405491940"],"related_works":[],"abstract_inverted_index":{"Automatic":[0],"seizure":[1,20,25,69],"detection":[2,26,70],"holds":[3],"significant":[4,30],"importance":[5],"for":[6,87,99,181],"epilepsy":[7],"diagnosis":[8],"and":[9,38,45,101,122,162],"treatment.":[10],"Convolutional":[11],"neural":[12,60],"networks":[13],"(CNNs)":[14],"have":[15,28],"shown":[16],"immense":[17],"potential":[18],"in":[19,68,78],"detection.":[21],"Though":[22],"traditional":[23,73],"CNN-based":[24],"models":[27],"achieved":[29],"advancements,":[31],"they":[32],"often":[33],"suffer":[34],"from":[35,144,151],"excessive":[36],"parameters":[37],"limited":[39],"interpretability,":[40],"thus":[41],"hindering":[42],"their":[43],"reliability":[44],"practical":[46],"deployment":[47],"on":[48,159],"edge":[49],"computing":[50],"devices.":[51],"Therefore,":[52],"this":[53],"study":[54],"introduces":[55],"an":[56,103],"innovative":[57],"Morlet":[58,115],"convolutional":[59,76],"network":[61],"(Morlet-CNN)":[62],"framework":[63],"with":[64,113,170],"its":[65],"effectiveness":[66],"demonstrated":[67],"tasks.":[71],"Unlike":[72],"CNNs,":[74],"the":[75,79,120,125,139,160,166],"kernels":[77],"Morlet-CNN":[80,100,167],"contain":[81],"only":[82],"two":[83],"learnable":[84],"parameters,":[85],"allowing":[86],"a":[88,94,114,145,171],"lightweight":[89],"architecture.":[90],"Additionally,":[91],"we":[92],"propose":[93],"frequency-domain-response-based":[95],"kernel":[96],"pruning":[97,121],"algorithm":[98,106],"implement":[102],"INT8":[104],"quantization":[105,123],"by":[107],"incorporating":[108],"Kullback-Leibler":[109],"(KL)":[110],"divergence":[111],"calibration":[112],"lookup":[116],"table":[117],"(LUT).":[118],"With":[119],"algorithms,":[124],"model's":[126,168],"parameter":[127],"scale":[128],"achieves":[129],"over":[130],"90%":[131],"reduction":[132],"while":[133],"maintaining":[134],"minimal":[135],"accuracy":[136],"loss.":[137],"Furthermore,":[138],"model":[140,175],"exhibits":[141],"enhanced":[142],"interpretability":[143],"signal":[146],"processing":[147],"perspective,":[148],"distinguishing":[149],"it":[150,178],"many":[152],"previous":[153],"CNN":[154],"models.":[155],"Extensive":[156],"experimental":[157],"validation":[158],"Bonn":[161],"CHB-MIT":[163],"datasets":[164],"confirms":[165],"efficacy":[169],"compact":[172],"Kilobyte":[173],"(KB)-level":[174],"size,":[176],"making":[177],"highly":[179],"suitable":[180],"real-world":[182],"applications.":[183]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-17T00:00:00"}
