{"id":"https://openalex.org/W4409557345","doi":"https://doi.org/10.3389/fcomp.2025.1563942","title":"A comparative study of neural network pruning strategies for industrial applications","display_name":"A comparative study of neural network pruning strategies for industrial applications","publication_year":2025,"publication_date":"2025-04-17","ids":{"openalex":"https://openalex.org/W4409557345","doi":"https://doi.org/10.3389/fcomp.2025.1563942"},"language":"en","primary_location":{"id":"doi:10.3389/fcomp.2025.1563942","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fcomp.2025.1563942","pdf_url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1563942/pdf","source":{"id":"https://openalex.org/S4210211086","display_name":"Frontiers in Computer Science","issn_l":"2624-9898","issn":["2624-9898"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1563942/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044166392","display_name":"Amirhossein Douzandeh Zenoozi","orcid":"https://orcid.org/0009-0002-2839-1202"},"institutions":[{"id":"https://openalex.org/I171543936","display_name":"Free University of Bozen-Bolzano","ror":"https://ror.org/012ajp527","country_code":"IT","type":"education","lineage":["https://openalex.org/I171543936"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Amirhossein Douzandeh Zenoozi","raw_affiliation_strings":["Department of Engineering, Free University of Bozen-Bolzano, Bolzano, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, Free University of Bozen-Bolzano, Bolzano, Italy","institution_ids":["https://openalex.org/I171543936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051730660","display_name":"Laura Erhan","orcid":"https://orcid.org/0000-0001-7727-784X"},"institutions":[{"id":"https://openalex.org/I171543936","display_name":"Free University of Bozen-Bolzano","ror":"https://ror.org/012ajp527","country_code":"IT","type":"education","lineage":["https://openalex.org/I171543936"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Laura Erhan","raw_affiliation_strings":["Department of Engineering, Free University of Bozen-Bolzano, Bolzano, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, Free University of Bozen-Bolzano, Bolzano, Italy","institution_ids":["https://openalex.org/I171543936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026941307","display_name":"Antonio Liotta","orcid":"https://orcid.org/0000-0002-2773-4421"},"institutions":[{"id":"https://openalex.org/I171543936","display_name":"Free University of Bozen-Bolzano","ror":"https://ror.org/012ajp527","country_code":"IT","type":"education","lineage":["https://openalex.org/I171543936"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Antonio Liotta","raw_affiliation_strings":["Department of Engineering, Free University of Bozen-Bolzano, Bolzano, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Engineering, Free University of Bozen-Bolzano, Bolzano, Italy","institution_ids":["https://openalex.org/I171543936"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086236981","display_name":"Lucia Cavallaro","orcid":"https://orcid.org/0000-0002-2367-6084"},"institutions":[{"id":"https://openalex.org/I145872427","display_name":"Radboud University Nijmegen","ror":"https://ror.org/016xsfp80","country_code":"NL","type":"education","lineage":["https://openalex.org/I145872427"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Lucia Cavallaro","raw_affiliation_strings":["Data Science Department, Institute for Computing and Information Sciences, Radboud University, Nijmegen, Netherlands"],"affiliations":[{"raw_affiliation_string":"Data Science Department, Institute for Computing and Information Sciences, Radboud University, Nijmegen, Netherlands","institution_ids":["https://openalex.org/I145872427"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5026941307"],"corresponding_institution_ids":["https://openalex.org/I171543936"],"apc_list":{"value":1150,"currency":"USD","value_usd":1150},"apc_paid":{"value":1150,"currency":"USD","value_usd":1150},"fwci":2.6047,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.89304923,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"7","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9962999820709229,"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"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9962999820709229,"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"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9847999811172485,"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/T14319","display_name":"Currency Recognition and Detection","score":0.9846000075340271,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/pruning","display_name":"Pruning","score":0.6805832386016846},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6162840723991394},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4864923357963562},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45259973406791687},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.14370408654212952},{"id":"https://openalex.org/keywords/botany","display_name":"Botany","score":0.05989536643028259}],"concepts":[{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.6805832386016846},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6162840723991394},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4864923357963562},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45259973406791687},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.14370408654212952},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.05989536643028259}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/fcomp.2025.1563942","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fcomp.2025.1563942","pdf_url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1563942/pdf","source":{"id":"https://openalex.org/S4210211086","display_name":"Frontiers in Computer Science","issn_l":"2624-9898","issn":["2624-9898"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:repository.ubn.ru.nl:2066/318829","is_oa":true,"landing_page_url":"https://hdl.handle.net/2066/318829","pdf_url":"https://repository.ubn.ru.nl//bitstream/handle/2066/318829/318829.pdf","source":{"id":"https://openalex.org/S4306401067","display_name":"Radboud Repository (Radboud University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I145872427","host_organization_name":"Radboud University Nijmegen","host_organization_lineage":["https://openalex.org/I145872427"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article / Letter to editor"},{"id":"pmh:oai:unibz.it:11338389000001241","is_oa":true,"landing_page_url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1563942","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1563942/pdf","source":{"id":"https://openalex.org/S4210197018","display_name":"View","issn_l":"2688-268X","issn":["2688-268X","2688-3988"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:288019c4eaa846d3b343d86f8f528ce5","is_oa":true,"landing_page_url":"https://doaj.org/article/288019c4eaa846d3b343d86f8f528ce5","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Computer Science, Vol 7 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fcomp.2025.1563942","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fcomp.2025.1563942","pdf_url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1563942/pdf","source":{"id":"https://openalex.org/S4210211086","display_name":"Frontiers in Computer Science","issn_l":"2624-9898","issn":["2624-9898"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320325400","display_name":"Libera Universit\u00e0 di Bolzano","ror":"https://ror.org/012ajp527"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409557345.pdf","grobid_xml":"https://content.openalex.org/works/W4409557345.grobid-xml"},"referenced_works_count":79,"referenced_works":["https://openalex.org/W95608104","https://openalex.org/W1598866093","https://openalex.org/W1686810756","https://openalex.org/W1861492603","https://openalex.org/W2108598243","https://openalex.org/W2145085734","https://openalex.org/W2194775991","https://openalex.org/W2419597278","https://openalex.org/W2561675875","https://openalex.org/W2771008497","https://openalex.org/W2789027062","https://openalex.org/W2791847929","https://openalex.org/W2808133870","https://openalex.org/W2897350321","https://openalex.org/W2905975100","https://openalex.org/W2963037989","https://openalex.org/W2971725207","https://openalex.org/W3036051382","https://openalex.org/W3095886304","https://openalex.org/W3095948197","https://openalex.org/W3104130891","https://openalex.org/W3164330620","https://openalex.org/W3175277764","https://openalex.org/W3183914244","https://openalex.org/W3184606595","https://openalex.org/W4205518145","https://openalex.org/W4210477582","https://openalex.org/W4287117188","https://openalex.org/W4298289240","https://openalex.org/W4303443390","https://openalex.org/W4308235797","https://openalex.org/W4312512934","https://openalex.org/W4312910656","https://openalex.org/W4317436377","https://openalex.org/W4320343028","https://openalex.org/W4368755736","https://openalex.org/W4379880150","https://openalex.org/W4386065385","https://openalex.org/W4386412380","https://openalex.org/W4386460961","https://openalex.org/W4386989795","https://openalex.org/W4386999861","https://openalex.org/W4387896214","https://openalex.org/W4387933227","https://openalex.org/W4391004218","https://openalex.org/W4391253980","https://openalex.org/W4399631151","https://openalex.org/W4400232436","https://openalex.org/W4400485144","https://openalex.org/W4401075294","https://openalex.org/W4401359771","https://openalex.org/W4401726555","https://openalex.org/W4402753678","https://openalex.org/W4402796263","https://openalex.org/W4402987481","https://openalex.org/W4403154309","https://openalex.org/W4403487418","https://openalex.org/W4403649903","https://openalex.org/W4404115483","https://openalex.org/W4404317134","https://openalex.org/W4404573649","https://openalex.org/W4404624961","https://openalex.org/W4405241436","https://openalex.org/W4408220982","https://openalex.org/W6635810480","https://openalex.org/W6637373629","https://openalex.org/W6637568146","https://openalex.org/W6639102338","https://openalex.org/W6717177883","https://openalex.org/W6797787563","https://openalex.org/W6840762008","https://openalex.org/W6842315983","https://openalex.org/W6846163848","https://openalex.org/W6852208822","https://openalex.org/W6852421981","https://openalex.org/W6853600105","https://openalex.org/W6873102980","https://openalex.org/W6874683429","https://openalex.org/W6874702320"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Introduction":[0],"In":[1],"recent":[2],"years,":[3],"Deep":[4],"Learning":[5],"(DL)":[6],"and":[7,26,78,85,88,110,122,139,178],"Artificial":[8],"Neural":[9],"Networks":[10],"(ANNs)":[11],"have":[12],"transformed":[13],"industrial":[14,62,164,181],"applications":[15],"by":[16],"providing":[17],"automation":[18],"in":[19,61,107,180,190],"complex":[20],"tasks":[21],"such":[22,116],"as":[23,117],"anomaly":[24,108],"detection":[25,109],"predictive":[27],"maintenance.":[28],"However,":[29],"traditional":[30],"DL":[31],"models":[32,134],"often":[33],"need":[34],"significant":[35],"computational":[36],"resources,":[37],"making":[38,160],"them":[39,161],"unsuitable":[40],"for":[41,163,186],"resource-constrained":[42],"edge":[43,136,191],"devices.":[44,137],"This":[45,166],"paper":[46],"explores":[47],"the":[48,74,83,97,129,151,169,184],"potential":[49,170],"of":[50,70,93,99,131,171],"sparse":[51,133,145,172],"ANNs":[52],"to":[53,82,103,127,175],"address":[54],"these":[55],"challenges,":[56],"focusing":[57],"on":[58,135],"their":[59,105,187],"application":[60],"settings.":[63],"Methods":[64],"We":[65],"perform":[66],"an":[67],"experimental":[68],"comparison":[69],"pruning":[71,94],"techniques,":[72],"including":[73],"Pre-Training,":[75],"In-Training,":[76],"Post-Training,":[77],"SET":[79,152],"method,":[80,153],"applied":[81],"VGG16":[84],"ResNet18":[86],"architectures,":[87],"conduct":[89],"a":[90],"systematic":[91],"analysis":[92],"methodologies":[95],"alongside":[96],"effects":[98],"varying":[100],"sparsity":[101],"levels,":[102],"analyze":[104],"efficiency":[106,179],"object":[111],"classification":[112],"tasks.":[113],"Key":[114],"metrics":[115],"training":[118],"accuracy,":[119,159],"inference":[120],"time,":[121],"energy":[123,155],"consumption":[124],"are":[125],"analyzed":[126],"assess":[128],"feasibility":[130],"deploying":[132],"Results":[138],"discussion":[140],"Our":[141],"results":[142],"demonstrate":[143],"that":[144],"ANNs,":[146],"particularly":[147],"when":[148],"pruned":[149],"using":[150],"achieve":[154],"savings":[156],"without":[157],"compromising":[158],"suitable":[162],"applications.":[165],"work":[167],"highlights":[168],"neural":[173],"networks":[174],"boost":[176],"sustainability":[177],"environments,":[182],"paving":[183],"way":[185],"large":[188],"adoption":[189],"computing":[192],"scenarios.":[193]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}