{"id":"https://openalex.org/W4385325179","doi":"https://doi.org/10.1109/coins57856.2023.10189270","title":"CNN-based Human Activity Recognition on Edge Computing Devices","display_name":"CNN-based Human Activity Recognition on Edge Computing Devices","publication_year":2023,"publication_date":"2023-07-23","ids":{"openalex":"https://openalex.org/W4385325179","doi":"https://doi.org/10.1109/coins57856.2023.10189270"},"language":"en","primary_location":{"id":"doi:10.1109/coins57856.2023.10189270","is_oa":false,"landing_page_url":"https://doi.org/10.1109/coins57856.2023.10189270","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Omni-layer Intelligent Systems (COINS)","raw_type":"proceedings-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/A5060182857","display_name":"Amandeep Singh","orcid":"https://orcid.org/0000-0002-6371-0435"},"institutions":[{"id":"https://openalex.org/I230495080","display_name":"University of Limerick","ror":"https://ror.org/00a0n9e72","country_code":"IE","type":"education","lineage":["https://openalex.org/I230495080"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Amandeep Singh","raw_affiliation_strings":["University of Limerick,Dep. of Computer Science and Information Systems,Ireland","Dep. of Computer Science and Information Systems, University of Limerick, Ireland"],"affiliations":[{"raw_affiliation_string":"University of Limerick,Dep. of Computer Science and Information Systems,Ireland","institution_ids":["https://openalex.org/I230495080"]},{"raw_affiliation_string":"Dep. of Computer Science and Information Systems, University of Limerick, Ireland","institution_ids":["https://openalex.org/I230495080"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013165259","display_name":"Tiziana Margaria","orcid":"https://orcid.org/0000-0002-5547-9739"},"institutions":[{"id":"https://openalex.org/I230495080","display_name":"University of Limerick","ror":"https://ror.org/00a0n9e72","country_code":"IE","type":"education","lineage":["https://openalex.org/I230495080"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Tiziana Margaria","raw_affiliation_strings":["University of Limerick,Dep. of Computer Science and Information Systems,Ireland","Dep. of Computer Science and Information Systems, University of Limerick, Ireland"],"affiliations":[{"raw_affiliation_string":"University of Limerick,Dep. of Computer Science and Information Systems,Ireland","institution_ids":["https://openalex.org/I230495080"]},{"raw_affiliation_string":"Dep. of Computer Science and Information Systems, University of Limerick, Ireland","institution_ids":["https://openalex.org/I230495080"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085342510","display_name":"Florenc Demrozi","orcid":"https://orcid.org/0000-0002-5422-9826"},"institutions":[{"id":"https://openalex.org/I92008406","display_name":"University of Stavanger","ror":"https://ror.org/02qte9q33","country_code":"NO","type":"education","lineage":["https://openalex.org/I92008406"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Florenc Demrozi","raw_affiliation_strings":["University of Stavanger,Dep. of Electrical Engineering and Computer Science,Norway","Dep. of Electrical Engineering and Computer Science, University of Stavanger, Norway"],"affiliations":[{"raw_affiliation_string":"University of Stavanger,Dep. of Electrical Engineering and Computer Science,Norway","institution_ids":["https://openalex.org/I92008406"]},{"raw_affiliation_string":"Dep. of Electrical Engineering and Computer Science, University of Stavanger, Norway","institution_ids":["https://openalex.org/I92008406"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5060182857"],"corresponding_institution_ids":["https://openalex.org/I230495080"],"apc_list":null,"apc_paid":null,"fwci":1.7194,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.86711201,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9979000091552734,"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"}},"topics":[{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9979000091552734,"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"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9731000065803528,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7053408622741699},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4970240890979767},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.4839085042476654},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.47030752897262573},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4599956274032593},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4040830135345459},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3809676766395569}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7053408622741699},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4970240890979767},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.4839085042476654},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.47030752897262573},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4599956274032593},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4040830135345459},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3809676766395569}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/coins57856.2023.10189270","is_oa":false,"landing_page_url":"https://doi.org/10.1109/coins57856.2023.10189270","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Omni-layer Intelligent Systems (COINS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3648876120","display_name":null,"funder_award_id":"13/RC/2094 (Lero),18/CRT/6223 (CRT-AI)","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"}],"funders":[{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2286365479","https://openalex.org/W2522513212","https://openalex.org/W2598890134","https://openalex.org/W2767165810","https://openalex.org/W2790257945","https://openalex.org/W2959500378","https://openalex.org/W2959807905","https://openalex.org/W2986888469","https://openalex.org/W3012919764","https://openalex.org/W3016772913","https://openalex.org/W3157839123","https://openalex.org/W3174382318","https://openalex.org/W3174401204","https://openalex.org/W3198394215","https://openalex.org/W3199544889","https://openalex.org/W4292387608","https://openalex.org/W4304776289","https://openalex.org/W6696004547","https://openalex.org/W6765582455"],"related_works":["https://openalex.org/W3195649134","https://openalex.org/W2281498195","https://openalex.org/W2017526120","https://openalex.org/W2610664080","https://openalex.org/W4324372666","https://openalex.org/W2979760315","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4386004629","https://openalex.org/W2942586735"],"abstract_inverted_index":{"Human":[0],"Activity":[1],"Recognition":[2],"(HAR)":[3],"is":[4,106],"a":[5,62,77,88,109,156],"research":[6],"area":[7],"that":[8,118],"involves":[9],"wearable":[10],"devices":[11,40],"integrating":[12],"inertial":[13],"and/or":[14],"physiological":[15],"sensors":[16],"to":[17,46],"classify":[18],"human":[19],"actions":[20],"and":[21,32,53,65,96,138,151,162],"status":[22],"across":[23],"various":[24],"application":[25],"domains,":[26],"such":[27,48],"as":[28,49],"healthcare,":[29],"sports,":[30],"industry,":[31],"entertainment.":[33],"However,":[34],"executing":[35],"HAR":[36,59,73,79,102],"algorithms":[37],"on":[38,83,114],"remote":[39],"or":[41],"the":[42,69,119,141],"cloud":[43],"can":[44,60],"lead":[45],"issues":[47],"latency,":[50,146],"bandwidth":[51],"requirements,":[52],"energy":[54],"consumption.":[55],"Transitioning":[56],"towards":[57],"Edge":[58],"be":[61],"more":[63],"effective":[64],"versatile":[66],"solution,":[67],"overcoming":[68],"challenges":[70],"of":[71,135,158],"traditional":[72],"techniques.":[74],"We":[75],"present":[76],"novel":[78],"model":[80,123,142],"for":[81],"computation":[82],"edge":[84,121],"devices:":[85],"we":[86],"design":[87],"Convolutional":[89],"Neural":[90],"Network":[91],"(CNN)":[92],"Deep":[93],"Learning":[94],"approach":[95],"compare":[97],"its":[98],"performance":[99],"with":[100,147,155],"cloud-computing":[101],"models.":[103],"The":[104,112],"paper":[105],"accompanied":[107],"by":[108],"self-collected":[110],"dataset.":[111],"experiments":[113],"this":[115],"dataset":[116],"demonstrate":[117],"proposed":[120],"computing":[122],"achieves":[124],"promising":[125],"results":[126],"(":[127],"<tex":[128],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[129],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\geq$</tex>":[130],"92":[131],"%)":[132],"in":[133],"terms":[134],"Precision,":[136],"Recall,":[137],"Fl-score.":[139],"Furthermore,":[140],"exhibits":[143],"significantly":[144],"reduced":[145],"only":[148],"117":[149],"ms,":[150],"utilizes":[152],"minimal":[153],"memory,":[154],"peak":[157],"18.8":[159],"Kb":[160,164],"RAM":[161],"956":[163],"Flash":[165],"memory.":[166]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}