{"id":"https://openalex.org/W4409335154","doi":"https://doi.org/10.2298/csis241123038l","title":"Smart home management based on deep learning: Optimizing device prediction and user interface interaction","display_name":"Smart home management based on deep learning: Optimizing device prediction and user interface interaction","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409335154","doi":"https://doi.org/10.2298/csis241123038l"},"language":"en","primary_location":{"id":"doi:10.2298/csis241123038l","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis241123038l","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02142500038L","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02142500038L","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100816914","display_name":"Xuan Liang","orcid":"https://orcid.org/0000-0002-1062-4103"},"institutions":[{"id":"https://openalex.org/I145581781","display_name":"Chongqing Technology and Business University","ror":"https://ror.org/05hqf1284","country_code":"CN","type":"education","lineage":["https://openalex.org/I145581781"]},{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuan Liang","raw_affiliation_strings":["Art College, Chongqing Technology And Business University, Chongqing, China + School of Design, Hunan University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Art College, Chongqing Technology And Business University, Chongqing, China + School of Design, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I145581781","https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101408790","display_name":"Meng Liu","orcid":"https://orcid.org/0009-0006-5267-499X"},"institutions":[{"id":"https://openalex.org/I145581781","display_name":"Chongqing Technology and Business University","ror":"https://ror.org/05hqf1284","country_code":"CN","type":"education","lineage":["https://openalex.org/I145581781"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Liu","raw_affiliation_strings":["Art College, Chongqing Technology And Business University, Chongqing, China + Chongqing Vocational College of Media, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Art College, Chongqing Technology And Business University, Chongqing, China + Chongqing Vocational College of Media, Chongqing, China","institution_ids":["https://openalex.org/I145581781"]}]},{"author_position":"last","author":{"id":null,"display_name":"Hezhe Pan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162246","display_name":"Loudi Central Hospital","ror":"https://ror.org/04jref587","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210162246"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hezhe Pan","raw_affiliation_strings":["Loudi Vocational and Technical College, Loudi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Loudi Vocational and Technical College, Loudi, China","institution_ids":["https://openalex.org/I4210162246"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2378,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.78792634,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"22","issue":"3","first_page":"1197","last_page":"1228"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.8468000292778015,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.8468000292778015,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9089261293411255},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.612205982208252},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.49288105964660645},{"id":"https://openalex.org/keywords/user-interface","display_name":"User interface","score":0.4610553979873657},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.424500048160553},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39987117052078247},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.16260895133018494}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9089261293411255},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.612205982208252},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.49288105964660645},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.4610553979873657},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.424500048160553},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39987117052078247},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.16260895133018494},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2298/csis241123038l","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis241123038l","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02142500038L","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.2298/csis241123038l","is_oa":true,"landing_page_url":"https://doi.org/10.2298/csis241123038l","pdf_url":"http://www.doiserbia.nb.rs/ft.aspx?id=1820-02142500038L","source":{"id":"https://openalex.org/S206939107","display_name":"Computer Science and Information Systems","issn_l":"1820-0214","issn":["1820-0214","2406-1018"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310321031","host_organization_name":"ComSIS Consortium","host_organization_lineage":["https://openalex.org/P4310321031"],"host_organization_lineage_names":["ComSIS Consortium"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Science and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409335154.pdf","grobid_xml":"https://content.openalex.org/works/W4409335154.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W2902005384","https://openalex.org/W3001110895","https://openalex.org/W3009539269","https://openalex.org/W3083049420","https://openalex.org/W3084120648","https://openalex.org/W3132558922","https://openalex.org/W3137466242","https://openalex.org/W3140110584","https://openalex.org/W3156684287","https://openalex.org/W3163970186","https://openalex.org/W3184493268","https://openalex.org/W3185464012","https://openalex.org/W3194178369","https://openalex.org/W3209314316","https://openalex.org/W3210728024","https://openalex.org/W3211877398","https://openalex.org/W3216619217","https://openalex.org/W3217115371","https://openalex.org/W4200271200","https://openalex.org/W4200586434","https://openalex.org/W4210545770","https://openalex.org/W4210605514","https://openalex.org/W4210746697","https://openalex.org/W4210861268","https://openalex.org/W4210962751","https://openalex.org/W4213178041","https://openalex.org/W4220836074","https://openalex.org/W4226147077","https://openalex.org/W4226224475","https://openalex.org/W4280592424","https://openalex.org/W4282583990","https://openalex.org/W4283739917","https://openalex.org/W4285181292","https://openalex.org/W4289838602","https://openalex.org/W4289950738","https://openalex.org/W4292258979","https://openalex.org/W4293149174","https://openalex.org/W4294043941","https://openalex.org/W4294811472","https://openalex.org/W4296378035","https://openalex.org/W4308872814","https://openalex.org/W4309049997","https://openalex.org/W4309737257","https://openalex.org/W4311088269","https://openalex.org/W4311461833","https://openalex.org/W4313484954","https://openalex.org/W4320717027","https://openalex.org/W4322502617","https://openalex.org/W4362605766","https://openalex.org/W4367627024","https://openalex.org/W4383337341","https://openalex.org/W4400334922","https://openalex.org/W4401964523"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W3086377361"],"abstract_inverted_index":{"This":[0,46],"work":[1],"aims":[2],"to":[3,87,106],"address":[4,67],"the":[5,13,35,49,76,89,102,124,127,135,144,148,176,183,187,208,223],"challenges":[6],"faced":[7],"by":[8,156,198],"smart":[9,28,60,92,138,228],"home":[10,29,229],"systems,":[11],"including":[12],"accuracy":[14,90],"of":[15,40,56,91,126,137,186,227],"device":[16,93],"status":[17,43,94,136],"prediction,":[18],"user":[19,103,166,213],"interface":[20,104],"design,":[21],"system":[22,115,146,180],"stability,":[23],"and":[24,53,63,80,110,117,152,158,195,202,215,225],"response":[25,119],"speed.":[26],"As":[27],"devices":[30,57],"become":[31],"more":[32],"widely":[33],"used,":[34],"need":[36],"for":[37,101,222],"accurate":[38],"predictions":[39],"their":[41],"operational":[42],"has":[44],"increased.":[45],"includes":[47],"predicting":[48,134],"switch":[50],"states,":[51],"faults,":[52],"performance":[54,125],"metrics":[55],"such":[58],"as":[59],"lights,":[61],"thermostats,":[62],"security":[64],"systems.":[65,230],"To":[66],"this":[68],"demand,":[69],"an":[70,108],"innovative":[71],"multimodal":[72],"prediction":[73,163],"model":[74,129],"combining":[75],"Convolutional":[77],"Neural":[78],"Network":[79],"Long":[81],"Short-Term":[82],"Memory":[83],"network":[84,196],"is":[85,99],"proposed":[86,128,145,179],"enhance":[88],"predictions.":[95],"Cloud":[96],"computing":[97],"technology":[98],"used":[100],"design":[105,224],"create":[107],"intuitive":[109],"user-friendly":[111],"interface,":[112],"ensuring":[113],"both":[114],"stability":[116],"fast":[118],"times.":[120],"The":[121,140,178],"experiments":[122],"compare":[123],"with":[130,175],"traditional":[131],"models":[132],"in":[133,173,211],"devices.":[139],"results":[141],"demonstrate":[142],"that":[143],"reduces":[147,182],"Mean":[149,153],"Squared":[150],"Error":[151,155],"Absolute":[154],"20%":[157],"15%,":[159,199],"respectively,":[160],"significantly":[161],"improving":[162],"performance.":[164],"Furthermore,":[165],"satisfaction":[167,174],"surveys":[168],"indicate":[169],"a":[170],"25%":[171],"increase":[172],"system.":[177],"also":[181],"utilization":[184,217],"rates":[185],"Central":[188],"Processing":[189,193],"Unit,":[190,194],"memory,":[191],"Graphics":[192],"bandwidth":[197],"18%,":[200],"25%,":[201],"20%,":[203],"respectively.":[204],"These":[205],"findings":[206],"highlight":[207],"system's":[209],"advantages":[210],"accuracy,":[212],"satisfaction,":[214],"resource":[216],"efficiency,":[218],"providing":[219],"strong":[220],"support":[221],"application":[226]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
