{"id":"https://openalex.org/W4312127155","doi":"https://doi.org/10.3390/s22249717","title":"Implementing a Compression Technique on the Progressive Contextual Excitation Network for Smart Farming Applications","display_name":"Implementing a Compression Technique on the Progressive Contextual Excitation Network for Smart Farming Applications","publication_year":2022,"publication_date":"2022-12-12","ids":{"openalex":"https://openalex.org/W4312127155","doi":"https://doi.org/10.3390/s22249717"},"language":"en","primary_location":{"id":"doi:10.3390/s22249717","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22249717","pdf_url":"https://www.mdpi.com/1424-8220/22/24/9717/pdf?version=1670828508","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/22/24/9717/pdf?version=1670828508","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063906056","display_name":"Setya Widyawan Prakosa","orcid":"https://orcid.org/0000-0002-7601-6039"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Setya Widyawan Prakosa","raw_affiliation_strings":["Department of Electronic and Computer Engineering (ECE), National Taiwan University of Science and Technology, Taipei 106335, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering (ECE), National Taiwan University of Science and Technology, Taipei 106335, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059627549","display_name":"Jenq\u2010Shiou Leu","orcid":"https://orcid.org/0000-0001-7197-9912"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Jenq-Shiou Leu","raw_affiliation_strings":["Department of Electronic and Computer Engineering (ECE), National Taiwan University of Science and Technology, Taipei 106335, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering (ECE), National Taiwan University of Science and Technology, Taipei 106335, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103130251","display_name":"He\u2010Yen Hsieh","orcid":"https://orcid.org/0000-0001-7657-6549"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"He-Yen Hsieh","raw_affiliation_strings":["Department of Electronic and Computer Engineering (ECE), National Taiwan University of Science and Technology, Taipei 106335, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering (ECE), National Taiwan University of Science and Technology, Taipei 106335, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052227116","display_name":"Cries Avian","orcid":"https://orcid.org/0000-0002-4968-3450"},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Cries Avian","raw_affiliation_strings":["Department of Electronic and Computer Engineering (ECE), National Taiwan University of Science and Technology, Taipei 106335, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering (ECE), National Taiwan University of Science and Technology, Taipei 106335, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085050024","display_name":"Chia-Hung Bai","orcid":null},"institutions":[{"id":"https://openalex.org/I154864474","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49","country_code":"TW","type":"education","lineage":["https://openalex.org/I154864474"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Hung Bai","raw_affiliation_strings":["Department of Electronic and Computer Engineering (ECE), National Taiwan University of Science and Technology, Taipei 106335, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering (ECE), National Taiwan University of Science and Technology, Taipei 106335, Taiwan","institution_ids":["https://openalex.org/I154864474"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013608234","display_name":"S. V\u00edtek","orcid":"https://orcid.org/0000-0002-3185-1495"},"institutions":[{"id":"https://openalex.org/I44504214","display_name":"Czech Technical University in Prague","ror":"https://ror.org/03kqpb082","country_code":"CZ","type":"education","lineage":["https://openalex.org/I44504214"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Stanislav V\u00edtek","raw_affiliation_strings":["Faculty of Electrical Engineering, Czech Technical University in Prague, Technicka 2, 16627 Prague, Czech Republic"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Czech Technical University in Prague, Technicka 2, 16627 Prague, Czech Republic","institution_ids":["https://openalex.org/I44504214"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5063906056"],"corresponding_institution_ids":["https://openalex.org/I154864474"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.631,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.76992744,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"22","issue":"24","first_page":"9717","last_page":"9717"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9365000128746033,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.932200014591217,"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":0.7121240496635437},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6337898969650269},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.5903345942497253},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5747696161270142},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4498882293701172},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.42212679982185364},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.37347543239593506},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3701684772968292},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.3345622718334198},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33447396755218506},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19689255952835083}],"concepts":[{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.7121240496635437},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6337898969650269},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5903345942497253},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5747696161270142},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4498882293701172},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.42212679982185364},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.37347543239593506},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3701684772968292},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3345622718334198},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33447396755218506},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19689255952835083},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/s22249717","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22249717","pdf_url":"https://www.mdpi.com/1424-8220/22/24/9717/pdf?version=1670828508","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b453ce2556fe48a198fe651b21a1ce15","is_oa":true,"landing_page_url":"https://doaj.org/article/b453ce2556fe48a198fe651b21a1ce15","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":"Sensors, Vol 22, Iss 24, p 9717 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/24/9717/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22249717","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Sensors; Volume 22; Issue 24; Pages: 9717","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9781053","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9781053","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22249717","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22249717","pdf_url":"https://www.mdpi.com/1424-8220/22/24/9717/pdf?version=1670828508","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.7599999904632568,"display_name":"Zero hunger"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323900","display_name":"National Taiwan University","ror":"https://ror.org/05bqach95"},{"id":"https://openalex.org/F4320324515","display_name":"National Taiwan University of Science and Technology","ror":"https://ror.org/00q09pe49"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4312127155.pdf","grobid_xml":"https://content.openalex.org/works/W4312127155.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W2119144962","https://openalex.org/W2279098554","https://openalex.org/W2899683012","https://openalex.org/W2982083293","https://openalex.org/W3083640856","https://openalex.org/W3093767281","https://openalex.org/W3098350067","https://openalex.org/W3104128390","https://openalex.org/W3116162736","https://openalex.org/W3131368198","https://openalex.org/W3163884521","https://openalex.org/W3206388375","https://openalex.org/W4206820559","https://openalex.org/W4224229630","https://openalex.org/W4319308362","https://openalex.org/W6677580257","https://openalex.org/W6695314431","https://openalex.org/W6726275242","https://openalex.org/W6775632556"],"related_works":["https://openalex.org/W2373300491","https://openalex.org/W4375867731","https://openalex.org/W1212596013","https://openalex.org/W2378744544","https://openalex.org/W2594301978","https://openalex.org/W2379704676","https://openalex.org/W4206442282","https://openalex.org/W2384505857","https://openalex.org/W4390846322","https://openalex.org/W4320170089"],"abstract_inverted_index":{"The":[0,41,168],"utilization":[1],"of":[2,43,75,138,185,190],"computer":[3,32],"vision":[4],"in":[5,12,31,63,131],"smart":[6,50],"farming":[7,51],"is":[8,21,88,151,157,194],"becoming":[9],"a":[10],"trend":[11],"constructing":[13],"an":[14,183],"agricultural":[15],"automation":[16],"scheme.":[17],"Deep":[18],"learning":[19,46],"(DL)":[20],"famous":[22],"for":[23],"the":[24,29,44,49,73,76,80,85,95,99,106,111,123,132,136,139,148,163,171,178,188,191],"accurate":[25,159],"approach":[26,156],"to":[27,67,109],"addressing":[28],"tasks":[30],"vision,":[33],"such":[34],"as":[35,98,162],"object":[36],"detection":[37],"and":[38,126],"image":[39],"classification.":[40],"superiority":[42],"deep":[45],"model":[47,82,87,113,125,141,150,180],"on":[48,79,94],"application,":[52],"called":[53],"Progressive":[54],"Contextual":[55],"Excitation":[56],"Network":[57],"(PCENet),":[58],"has":[59],"also":[60],"been":[61],"studied":[62],"our":[64,118,155],"recent":[65],"study":[66],"classify":[68],"cocoa":[69],"bean":[70],"images.":[71],"However,":[72],"assessment":[74,169],"computational":[77],"time":[78],"PCENet":[81,112,193],"shows":[83],"that":[84,177],"original":[86,149,192],"only":[89,165],"0.101s":[90],"or":[91],"9.9":[92],"FPS":[93,129],"Jetson":[96,133],"Nano":[97],"edge":[100],"platform.":[101],"Therefore,":[102],"this":[103],"research":[104],"demonstrates":[105],"compression":[107],"technique":[108],"accelerate":[110,122],"using":[114,170],"pruning":[115],"filters.":[116],"From":[117],"experiment,":[119],"we":[120],"can":[121,142,181],"current":[124],"achieve":[127,182],"16.7":[128],"assessed":[130],"Nano.":[134],"Moreover,":[135],"accuracy":[137,184,189],"compressed":[140,179],"be":[143],"maintained":[144],"at":[145],"86.1%,":[146],"while":[147,187],"86.8%.":[152],"In":[153],"addition,":[154],"more":[158],"than":[160],"ResNet18":[161],"state-of-the-art":[164],"reaches":[166],"82.7%.":[167],"corn":[172],"leaf":[173],"disease":[174],"dataset":[175],"indicates":[176],"97.5%,":[186],"97.7%.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
