{"id":"https://openalex.org/W2070004716","doi":"https://doi.org/10.1109/wd.2013.6686448","title":"Handover prediction for wireless networks in office environments using Hidden Markov Model","display_name":"Handover prediction for wireless networks in office environments using Hidden Markov Model","publication_year":2013,"publication_date":"2013-11-01","ids":{"openalex":"https://openalex.org/W2070004716","doi":"https://doi.org/10.1109/wd.2013.6686448","mag":"2070004716"},"language":"en","primary_location":{"id":"doi:10.1109/wd.2013.6686448","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wd.2013.6686448","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IFIP Wireless Days (WD)","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/A5057565984","display_name":"Yunqi Luo","orcid":"https://orcid.org/0000-0001-5409-1719"},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Yunqi Luo","raw_affiliation_strings":["Hamburg University of Technology, Institute of Communication Networks (ComNets), Hamburg, Germany","Institute of Communication Networks (ComNets), Hamburg University of Technology, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Hamburg University of Technology, Institute of Communication Networks (ComNets), Hamburg, Germany","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"]},{"raw_affiliation_string":"Institute of Communication Networks (ComNets), Hamburg University of Technology, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080873576","display_name":"Phuong Nga Tran","orcid":null},"institutions":[{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]},{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Phuong Nga Tran","raw_affiliation_strings":["Hamburg University of Technology, Institute of Communication Networks (ComNets), Hamburg, Germany","Institute of Communication Networks (ComNets), Hamburg University of Technology, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Hamburg University of Technology, Institute of Communication Networks (ComNets), Hamburg, Germany","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"]},{"raw_affiliation_string":"Institute of Communication Networks (ComNets), Hamburg University of Technology, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051746725","display_name":"Doruk \u015eahinel","orcid":"https://orcid.org/0000-0003-2860-1003"},"institutions":[{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]},{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Doruk Sahinel","raw_affiliation_strings":["Hamburg University of Technology, Institute of Communication Networks (ComNets), Hamburg, Germany","Institute of Communication Networks (ComNets), Hamburg University of Technology, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Hamburg University of Technology, Institute of Communication Networks (ComNets), Hamburg, Germany","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"]},{"raw_affiliation_string":"Institute of Communication Networks (ComNets), Hamburg University of Technology, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010111782","display_name":"Andreas Timm\u2010Giel","orcid":"https://orcid.org/0000-0002-5998-6113"},"institutions":[{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]},{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Timm-Giel","raw_affiliation_strings":["Hamburg University of Technology, Institute of Communication Networks (ComNets), Hamburg, Germany","Institute of Communication Networks (ComNets), Hamburg University of Technology, Hamburg, Germany"],"affiliations":[{"raw_affiliation_string":"Hamburg University of Technology, Institute of Communication Networks (ComNets), Hamburg, Germany","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"]},{"raw_affiliation_string":"Institute of Communication Networks (ComNets), Hamburg University of Technology, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5057565984"],"corresponding_institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"],"apc_list":null,"apc_paid":null,"fwci":0.377,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.67759685,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10575","display_name":"Wireless Communication Networks Research","score":0.9973999857902527,"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"}},"topics":[{"id":"https://openalex.org/T10575","display_name":"Wireless Communication Networks Research","score":0.9973999857902527,"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/T10651","display_name":"IPv6, Mobility, Handover, Networks, Security","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/handover","display_name":"Handover","score":0.7833952903747559},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7285853624343872},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5446140766143799},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.5400053262710571},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5361153483390808},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.4956434965133667},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.48917892575263977},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.48650139570236206},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.4766586422920227},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20954769849777222},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1952907145023346},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.15623673796653748},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.07038652896881104}],"concepts":[{"id":"https://openalex.org/C111852164","wikidata":"https://www.wikidata.org/wiki/Q1414679","display_name":"Handover","level":2,"score":0.7833952903747559},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7285853624343872},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5446140766143799},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.5400053262710571},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5361153483390808},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.4956434965133667},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.48917892575263977},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.48650139570236206},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.4766586422920227},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20954769849777222},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1952907145023346},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.15623673796653748},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.07038652896881104},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/wd.2013.6686448","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wd.2013.6686448","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IFIP Wireless Days (WD)","raw_type":"proceedings-article"},{"id":"pmh:oai:tore.tuhh.de:11420/7518","is_oa":false,"landing_page_url":"http://hdl.handle.net/11420/7518","pdf_url":null,"source":{"id":"https://openalex.org/S4306401751","display_name":"tub.dok (Hamburg University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I884043246","host_organization_name":"Hamburg University of Technology","host_organization_lineage":["https://openalex.org/I884043246"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.5299999713897705,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W83834357","https://openalex.org/W1514108534","https://openalex.org/W1914765673","https://openalex.org/W2004115803","https://openalex.org/W2011434186","https://openalex.org/W2108887924","https://openalex.org/W2125838338","https://openalex.org/W2138856636","https://openalex.org/W2157190589","https://openalex.org/W2160564347","https://openalex.org/W2169036624","https://openalex.org/W2210827257","https://openalex.org/W2544832891","https://openalex.org/W2800895662","https://openalex.org/W6630723537","https://openalex.org/W6676332242","https://openalex.org/W6688174094"],"related_works":["https://openalex.org/W1510894296","https://openalex.org/W2134386692","https://openalex.org/W2379651310","https://openalex.org/W2113019827","https://openalex.org/W1541249122","https://openalex.org/W2084326697","https://openalex.org/W2194396582","https://openalex.org/W2027903142","https://openalex.org/W2082284720","https://openalex.org/W2116722627"],"abstract_inverted_index":{"User":[0],"mobility":[1,48],"can":[2,9,78,117,137,153],"cause":[3],"severe":[4],"degradation":[5],"of":[6,105],"QoS,":[7],"which":[8,136,165],"be":[10],"counteracted":[11],"by":[12],"performing":[13],"handovers":[14,156],"at":[15],"the":[16,34,42,46,57,64,72,80,103,106,119,131,145,148,169,173],"right":[17],"moment.":[18],"However,":[19],"to":[20,62,101],"perform":[21,79],"a":[22,26,53,140,158],"robust":[23],"handover":[24,35,81,108,132],"is":[25,49,128],"challenging":[27],"task.":[28],"In":[29],"this":[30],"paper,":[31],"we":[32],"study":[33],"problem":[36],"for":[37,97],"mobile":[38,76,151],"wireless":[39],"networks":[40],"in":[41,130,139,157,166],"office":[43,99],"environment,":[44],"where":[45],"users'":[47],"predictable.":[50],"We":[51],"propose":[52],"new":[54],"mechanism":[55],"using":[56,86],"Hidden":[58],"Markov":[59],"Model":[60],"(HMM)":[61],"predict":[63,118],"Received":[65],"Signal":[66],"Strength":[67],"(RSS)":[68],"values.":[69],"Based":[70],"on":[71,83,172],"predicted":[73],"values,":[74],"each":[75],"user":[77],"decision":[82,89,133],"his":[84,87],"own":[85],"preferred":[88],"making":[90,134],"algorithm.":[91],"Extensive":[92],"simulations":[93],"were":[94],"carried":[95],"out":[96],"an":[98],"environment":[100],"evaluate":[102],"performance":[104],"prediction":[107,127],"scheme.":[109],"The":[110,123],"results":[111],"showed":[112],"that":[113],"our":[114],"HMM":[115],"model":[116],"RSS":[120],"values":[121],"accurately.":[122],"knowledge":[124,146],"obtained":[125],"from":[126],"considered":[129],"algorithm,":[135],"result":[138],"seamless":[141],"handover.":[142],"Moreover,":[143],"with":[144],"about":[147],"future":[149],"RSS,":[150],"users":[152],"avoid":[154],"multiple":[155],"short":[159],"time":[160],"known":[161],"as":[162],"\u201cPing-Pong\u201d":[163],"effect,":[164],"turn":[167],"reduces":[168],"signaling":[170],"overheads":[171],"network.":[174]},"counts_by_year":[{"year":2022,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
