{"id":"https://openalex.org/W4408314434","doi":"https://doi.org/10.32604/cmc.2025.062819","title":"A Literature Review on Model Conversion, Inference, and Learning Strategies in EdgeML with TinyML Deployment","display_name":"A Literature Review on Model Conversion, Inference, and Learning Strategies in EdgeML with TinyML Deployment","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408314434","doi":"https://doi.org/10.32604/cmc.2025.062819"},"language":"en","primary_location":{"id":"doi:10.32604/cmc.2025.062819","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.062819","pdf_url":"https://cdn.techscience.press/files/cmc/2025/TSP_CMC-83-1/TSP_CMC_62819/TSP_CMC_62819.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://cdn.techscience.press/files/cmc/2025/TSP_CMC-83-1/TSP_CMC_62819/TSP_CMC_62819.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101970885","display_name":"Muhammad Arif","orcid":"https://orcid.org/0000-0003-0513-9872"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Muhammad Arif","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5001777855","display_name":"Muhammad Rashid","orcid":"https://orcid.org/0000-0002-4722-0612"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Muhammad Rashid","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101970885"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":39.8811,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.99611749,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"83","issue":"1","first_page":"13","last_page":"64"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13243","display_name":"Innovation in Digital Healthcare Systems","score":0.8729000091552734,"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"}},"topics":[{"id":"https://openalex.org/T13243","display_name":"Innovation in Digital Healthcare Systems","score":0.8729000091552734,"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"}},{"id":"https://openalex.org/T14484","display_name":"Technology and Data Analysis","score":0.8442999720573425,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.743399977684021,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/software-deployment","display_name":"Software deployment","score":0.7234743237495422},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.659913182258606},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5039171576499939},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4417400360107422},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.13970130681991577}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7234743237495422},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.659913182258606},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5039171576499939},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4417400360107422},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.13970130681991577}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.32604/cmc.2025.062819","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.062819","pdf_url":"https://cdn.techscience.press/files/cmc/2025/TSP_CMC-83-1/TSP_CMC_62819/TSP_CMC_62819.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.32604/cmc.2025.062819","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.062819","pdf_url":"https://cdn.techscience.press/files/cmc/2025/TSP_CMC-83-1/TSP_CMC_62819/TSP_CMC_62819.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4408314434.pdf","grobid_xml":"https://content.openalex.org/works/W4408314434.grobid-xml"},"referenced_works_count":130,"referenced_works":["https://openalex.org/W2891171053","https://openalex.org/W2896180420","https://openalex.org/W2909099954","https://openalex.org/W2914261901","https://openalex.org/W2962939807","https://openalex.org/W2970958999","https://openalex.org/W3006631416","https://openalex.org/W3007861974","https://openalex.org/W3033428961","https://openalex.org/W3034368386","https://openalex.org/W3038926390","https://openalex.org/W3084847664","https://openalex.org/W3088144810","https://openalex.org/W3097692969","https://openalex.org/W3105077931","https://openalex.org/W3118154863","https://openalex.org/W3156544519","https://openalex.org/W3162353295","https://openalex.org/W3168905915","https://openalex.org/W3190905285","https://openalex.org/W3194300811","https://openalex.org/W3203864086","https://openalex.org/W3205667954","https://openalex.org/W3207608119","https://openalex.org/W4200058614","https://openalex.org/W4210623388","https://openalex.org/W4211021930","https://openalex.org/W4213038514","https://openalex.org/W4220953591","https://openalex.org/W4225705568","https://openalex.org/W4226267483","https://openalex.org/W4285110266","https://openalex.org/W4285413885","https://openalex.org/W4285820867","https://openalex.org/W4286268172","https://openalex.org/W4290735104","https://openalex.org/W4291972732","https://openalex.org/W4293704277","https://openalex.org/W4300963055","https://openalex.org/W4301400892","https://openalex.org/W4302425360","https://openalex.org/W4306763059","https://openalex.org/W4307040799","https://openalex.org/W4308359019","https://openalex.org/W4308695923","https://openalex.org/W4312817580","https://openalex.org/W4318041103","https://openalex.org/W4318148761","https://openalex.org/W4319303041","https://openalex.org/W4320005491","https://openalex.org/W4320497693","https://openalex.org/W4320921492","https://openalex.org/W4322761281","https://openalex.org/W4324369506","https://openalex.org/W4327560053","https://openalex.org/W4327738856","https://openalex.org/W4362720532","https://openalex.org/W4366091323","https://openalex.org/W4379741092","https://openalex.org/W4383497876","https://openalex.org/W4385249955","https://openalex.org/W4385337237","https://openalex.org/W4385621204","https://openalex.org/W4385759708","https://openalex.org/W4386251263","https://openalex.org/W4386290345","https://openalex.org/W4386918966","https://openalex.org/W4387497430","https://openalex.org/W4388036504","https://openalex.org/W4388666055","https://openalex.org/W4389160436","https://openalex.org/W4389195978","https://openalex.org/W4389476336","https://openalex.org/W4389991328","https://openalex.org/W4390064426","https://openalex.org/W4390431261","https://openalex.org/W4390659334","https://openalex.org/W4390872207","https://openalex.org/W4391542510","https://openalex.org/W4391741622","https://openalex.org/W4391759599","https://openalex.org/W4391889913","https://openalex.org/W4392124779","https://openalex.org/W4392368611","https://openalex.org/W4392976363","https://openalex.org/W4393253163","https://openalex.org/W4393988163","https://openalex.org/W4394008356","https://openalex.org/W4394892203","https://openalex.org/W4395467799","https://openalex.org/W4396514616","https://openalex.org/W4396520561","https://openalex.org/W4396615549","https://openalex.org/W4396946377","https://openalex.org/W4399039357","https://openalex.org/W4399631151","https://openalex.org/W4399883717","https://openalex.org/W4400032155","https://openalex.org/W4400074177","https://openalex.org/W4400139020","https://openalex.org/W4400488049","https://openalex.org/W4400881113","https://openalex.org/W4401026840","https://openalex.org/W4401029999","https://openalex.org/W4401052455","https://openalex.org/W4401247234","https://openalex.org/W4401548084","https://openalex.org/W4401636450","https://openalex.org/W4401800554","https://openalex.org/W4401872853","https://openalex.org/W4402082638","https://openalex.org/W4402135332","https://openalex.org/W4402262720","https://openalex.org/W4402568462","https://openalex.org/W4402739093","https://openalex.org/W4402830280","https://openalex.org/W4402969599","https://openalex.org/W4403016216","https://openalex.org/W4403118770","https://openalex.org/W4403154309","https://openalex.org/W4403499895","https://openalex.org/W4403563835","https://openalex.org/W4403569849","https://openalex.org/W4403589259","https://openalex.org/W4403767408","https://openalex.org/W4404413192","https://openalex.org/W4404442599","https://openalex.org/W4404624961","https://openalex.org/W4404905249","https://openalex.org/W4406269727"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W4256492088"],"abstract_inverted_index":{"Edge":[0],"Machine":[1,6],"Learning":[2,7],"(EdgeML)":[3],"and":[4,23,32],"Tiny":[5],"(TinyML)":[8],"are":[9],"fast-growing":[10],"fields":[11],"that":[12],"bring":[13],"machine":[14],"learning":[15],"to":[16],"resource-constrained":[17],"devices,":[18],"allowing":[19],"real-time":[20],"data":[21],"processing":[22],"decision-making":[24],"at":[25],"the":[26,35],"network\u2019s":[27],"...":[28],"|":[29],"Find,":[30],"read":[31],"cite":[33],"all":[34],"research":[36],"you":[37],"need":[38],"on":[39],"Tech":[40],"Science":[41],"Press":[42]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":10}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}