{"id":"https://openalex.org/W1750928526","doi":"https://doi.org/10.5282/edoc.9612","title":"Distributed learning in sensor networks","display_name":"Distributed learning in sensor networks","publication_year":2009,"publication_date":"2009-01-01","ids":{"openalex":"https://openalex.org/W1750928526","doi":"https://doi.org/10.5282/edoc.9612","mag":"1750928526"},"language":"en","primary_location":{"id":"pmh:oai:aleph.bib-bvb.de:BVB01-017118461","doi":null,"is_oa":false,"landing_page_url":"http://edoc.ub.uni-muenchen.de/9612/","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Hochschulschrift"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5282/edoc.9612","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103209489","display_name":"Huaien Gao","orcid":"https://orcid.org/0009-0001-0528-3076","observed_orcids":["https://orcid.org/0009-0001-0528-3076"]},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Gao, Huaien","raw_affiliation_strings":["Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","institution_ids":["https://openalex.org/I8204097"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5103209489"],"corresponding_institution_ids":["https://openalex.org/I8204097"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"171"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9688000082969666,"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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9688000082969666,"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/T10320","display_name":"Neural Networks and Applications","score":0.005100000184029341,"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"}},{"id":"https://openalex.org/T12879","display_name":"Distributed Sensor Networks and Detection Algorithms","score":0.004100000020116568,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/distributed-learning","display_name":"distributed learning","score":0.8999999761581421},{"id":"https://openalex.org/keywords/wireless-sensor-networks","display_name":"wireless sensor networks","score":0.921999990940094},{"id":"https://openalex.org/keywords/energy-efficiency","display_name":"energy efficiency","score":0.8140000104904175},{"id":"https://openalex.org/keywords/online-prediction","display_name":"online prediction","score":0.8140000104904175},{"id":"https://openalex.org/keywords/duty-cycle-reduction","display_name":"duty cycle reduction","score":0.7120000123977661},{"id":"https://openalex.org/keywords/radio-duty-cycle","display_name":"radio duty cycle","score":0.4580000042915344},{"id":"https://openalex.org/keywords/evolutionary-algorithms","display_name":"evolutionary algorithms","score":0.503000020980835},{"id":"https://openalex.org/keywords/sensor-networks","display_name":"sensor networks","score":0.33799999952316284}],"concepts":[{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.7757110595703125},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6516337394714355},{"id":"https://openalex.org/C111185680","wikidata":"https://www.wikidata.org/wiki/Q3866206","display_name":"Sensor node","level":5,"score":0.6325125098228455},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.6060371994972229},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.5906696915626526},{"id":"https://openalex.org/C41971633","wikidata":"https://www.wikidata.org/wiki/Q6398155","display_name":"Key distribution in wireless sensor networks","level":4,"score":0.5483104586601257},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.45326635241508484},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4525822401046753},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.4417720139026642},{"id":"https://openalex.org/C199822604","wikidata":"https://www.wikidata.org/wiki/Q557120","display_name":"Duty cycle","level":3,"score":0.4297046661376953},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.41575708985328674},{"id":"https://openalex.org/C176563091","wikidata":"https://www.wikidata.org/wiki/Q669238","display_name":"Intelligent sensor","level":3,"score":0.4118140935897827},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.34570884704589844},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2777426242828369},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.15717977285385132},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.1024470329284668},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09086295962333679},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.08828714489936829},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"pmh:oai:aleph.bib-bvb.de:BVB01-017118461","doi":null,"is_oa":false,"landing_page_url":"http://edoc.ub.uni-muenchen.de/9612/","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Hochschulschrift"},{"id":"pmh:oai:edoc.ub.uni-muenchen.de:9612","doi":null,"is_oa":false,"landing_page_url":"http://nbn-resolving.de/urn:nbn:de:bvb:19-96120","pdf_url":null,"source":{"id":"https://openalex.org/S4306401196","display_name":"Elektronische Hochschulschriften der LMU M\u00fcnchen (Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I8204097","host_organization_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","host_organization_lineage":["https://openalex.org/I8204097"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Dissertationen"},{"id":"doi:10.5282/edoc.9612","doi":"https://doi.org/10.5282/edoc.9612","is_oa":true,"landing_page_url":"https://doi.org/10.5282/edoc.9612","pdf_url":null,"source":{"id":"https://openalex.org/S7407052039","display_name":"Universit\u00e4tsbibliothek der LMU","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dissertation"},{"id":"mag:1750928526","doi":null,"is_oa":false,"landing_page_url":"https://edoc.ub.uni-muenchen.de/9612/1/Gao_Huaien.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},{"id":"mag:2185109324","doi":null,"is_oa":false,"landing_page_url":"https://d-nb.info/993013104/34","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"doi:10.5282/edoc.9612","doi":"https://doi.org/10.5282/edoc.9612","is_oa":true,"landing_page_url":"https://doi.org/10.5282/edoc.9612","pdf_url":null,"source":{"id":"https://openalex.org/S7407052039","display_name":"Universit\u00e4tsbibliothek der LMU","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dissertation"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":83,"referenced_works":["https://openalex.org/W46526094","https://openalex.org/W94132402","https://openalex.org/W99221663","https://openalex.org/W123765585","https://openalex.org/W598828294","https://openalex.org/W1501233054","https://openalex.org/W1547737196","https://openalex.org/W1580142630","https://openalex.org/W1620042822","https://openalex.org/W1763200058","https://openalex.org/W1843975611","https://openalex.org/W1903863260","https://openalex.org/W1946792324","https://openalex.org/W1963605035","https://openalex.org/W1968326286","https://openalex.org/W1970958325","https://openalex.org/W1982029046","https://openalex.org/W1984431842","https://openalex.org/W1987235976","https://openalex.org/W1988416558","https://openalex.org/W1995341919","https://openalex.org/W1996507077","https://openalex.org/W1996585089","https://openalex.org/W1997453817","https://openalex.org/W1997792515","https://openalex.org/W2004075725","https://openalex.org/W2014978753","https://openalex.org/W2016589492","https://openalex.org/W2045028348","https://openalex.org/W2045491133","https://openalex.org/W2050596175","https://openalex.org/W2052729310","https://openalex.org/W2054217036","https://openalex.org/W2072773743","https://openalex.org/W2079133700","https://openalex.org/W2082269988","https://openalex.org/W2097657196","https://openalex.org/W2101927907","https://openalex.org/W2103879485","https://openalex.org/W2103902040","https://openalex.org/W2105338061","https://openalex.org/W2105934661","https://openalex.org/W2110485445","https://openalex.org/W2111935653","https://openalex.org/W2112462566","https://openalex.org/W2115072676","https://openalex.org/W2117520883","https://openalex.org/W2117671523","https://openalex.org/W2119277485","https://openalex.org/W2121255383","https://openalex.org/W2123060977","https://openalex.org/W2123497521","https://openalex.org/W2124325110","https://openalex.org/W2124931237","https://openalex.org/W2127949150","https://openalex.org/W2129302631","https://openalex.org/W2132105090","https://openalex.org/W2133671888","https://openalex.org/W2134392857","https://openalex.org/W2137983211","https://openalex.org/W2138784882","https://openalex.org/W2139011379","https://openalex.org/W2143990431","https://openalex.org/W2144707090","https://openalex.org/W2147351665","https://openalex.org/W2148570604","https://openalex.org/W2149259182","https://openalex.org/W2149375037","https://openalex.org/W2150354929","https://openalex.org/W2150791090","https://openalex.org/W2152503618","https://openalex.org/W2152562676","https://openalex.org/W2154319225","https://openalex.org/W2161970352","https://openalex.org/W2162942970","https://openalex.org/W2168452204","https://openalex.org/W2169728932","https://openalex.org/W2171050997","https://openalex.org/W2187219026","https://openalex.org/W2975461012","https://openalex.org/W3012992223","https://openalex.org/W3022404379","https://openalex.org/W3207342693"],"related_works":["https://openalex.org/W2185109324","https://openalex.org/W2294756172","https://openalex.org/W2152981845","https://openalex.org/W7095623716","https://openalex.org/W4399651859","https://openalex.org/W2041464734","https://openalex.org/W2311180362","https://openalex.org/W4235515028","https://openalex.org/W2321165826","https://openalex.org/W4405709660"],"abstract_inverted_index":{"The":[0,71,151,260],"sensor":[1,11,208,227,316],"networks":[2],"of":[3,73,189,206,240,255],"today":[4],"tend":[5],"to":[6,67,132,155,308],"be":[7,141,233,265,320],"built":[8],"from":[9,64,115,120],"\u201cintelligent\u201d":[10],"nodes.":[12],"Such":[13,47],"nodes":[14,131,317],"have":[15],"substantial":[16],"processing":[17],"capability":[18],"and":[19,24,91,107,163,191,211,332],"memory,":[20],"are":[21,31,53,76],"locally":[22],"distributed":[23],"communicate":[25,128],"wirelessly":[26],"with":[27,36,82,129,251],"one":[28],"another.":[29],"They":[30],"mostly":[32],"battery-powered,":[33],"possibly":[34],"even":[35],"a":[37,44,80,280,306,350],"lifetime":[38],"battery.":[39],"Power":[40],"management":[41,169],"is":[42,87,105,148,154,220,228,296,340],"hence":[43],"prime":[45],"concern.":[46],"intelligent":[48],"sensors,":[49],"or":[50,175,253],"\u201csmart":[51],"sensors\u201d,":[52],"typically":[54],"involved":[55],"in":[56],"some":[57,287],"diagnosis":[58],"task,":[59],"which":[60,171,185,199,225],"would":[61],"benefit":[62],"greatly":[63],"an":[65,181],"ability":[66],"predict":[68],"environment":[69,83,103],"data.":[70,84,137,294],"best":[72],"those":[74],"predictions":[75],"obtained":[77],"by":[78,101,235,267,292],"training":[79,111],"learning-model":[81],"This":[85,271,347],"task":[86],"non-trivial,":[88],"computationally":[89],"intensive":[90],"thus":[92,304],"expensive":[93],"on":[94,244,344],"energy,":[95],"particularly":[96],"if":[97],"the":[98,102,110,121,124,157,202,207,221,226,237,241,245,256,299,334,337,345,354],"model":[99,282,301],"imposed":[100],"data":[104,112,289,326],"dynamic":[106],"complex.":[108],"As":[109],"usually":[113],"come":[114],"diverse":[116],"sources,":[117],"not":[118],"only":[119],"nearest":[122],"sensor,":[123],"learning":[125,183],"node":[126],"must":[127],"other":[130],"get":[133,290],"at":[134,322],"their":[135],"measurement":[136],"Data":[138],"processors":[139],"can":[140,232,264,318],"made":[142],"very":[143],"energy":[144,164,168,204,310,331],"efficient,":[145],"whereas":[146],"radio":[147,248,261],"inherently":[149],"wasteful.":[150],"ultimate":[152],"aim":[153],"find":[156],"right":[158],"balance":[159],"between":[160,315],"prediction":[161,187],"quality":[162],"consumption.":[165],"Unlike":[166],"conventional":[167],"solutions,":[170],"provide":[172],"routing":[173],"methods":[174],"communication":[176,246,249],"protocols,":[177],"this":[178],"thesis":[179,272,348],"introduces":[180,196,273,349],"efficient":[182],"algorithm":[184],"improves":[186],"performance":[188],"sensors":[190],"reduces":[192],"computational":[193],"complexity.":[194],"It":[195,295],"two":[197],"techniques":[198],"both":[200],"reduce":[201],"overall":[203],"consumption":[205],"network:":[209],"intra-node":[210],"inter-node":[212],"solutions.":[213],"Intra-node":[214],"solution:":[215,313],"A":[216],"sensor\u2019s":[217,257],"duty":[218,238,262],"cycle":[219,239,263],"time":[222],"fraction":[223],"during":[224],"active.":[229],"Battery":[230],"life":[231],"extended":[234],"reducing":[236],"sensor.":[242],"Depending":[243],"protocol,":[247],"coincides":[250],"more":[252],"less":[254,269],"active":[258],"time.":[259],"reduced":[266],"communicating":[268],"frequently.":[270],"Spiral":[274],"Recurrent":[275],"Neural":[276],"Networks":[277],"(SpiralRNN":[278],"),":[279],"novel":[281],"for":[283],"on-line":[284],"prediction,":[285],"where":[286],"received":[288],"substituted":[291],"predicted":[293],"shown":[297],"that":[298],"SpiralRNN":[300],"works":[302],"reliably,":[303],"opening":[305],"way":[307],"significant":[309],"savings.":[311],"Inter-node":[312],"Communication":[314],"also":[319],"diminished":[321],"network":[323],"level.":[324],"Transmitting":[325],"(and":[327],"receiving":[328],"them)":[329],"consumes":[330],"blocks":[333],"airwaves,":[335],"but":[336],"information":[338],"transmitted":[339],"often":[341],"irrelevant":[342],"(depending":[343],"application).":[346],"heuristic":[351],"evolutionary":[352],"method,":[353],"evolution":[355]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}
