{"id":"https://openalex.org/W4224984878","doi":"https://doi.org/10.1109/percom53586.2022.9762391","title":"Resource-Aware Classification via Model Management Enabled Data Stream Optimization","display_name":"Resource-Aware Classification via Model Management Enabled Data Stream Optimization","publication_year":2022,"publication_date":"2022-03-21","ids":{"openalex":"https://openalex.org/W4224984878","doi":"https://doi.org/10.1109/percom53586.2022.9762391"},"language":"en","primary_location":{"id":"doi:10.1109/percom53586.2022.9762391","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percom53586.2022.9762391","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Pervasive Computing and Communications (PerCom)","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/A5003658930","display_name":"Michael S\u00fcnkel","orcid":"https://orcid.org/0000-0001-9328-0467"},"institutions":[{"id":"https://openalex.org/I94626330","display_name":"University of Bamberg","ror":"https://ror.org/01c1w6d29","country_code":"DE","type":"education","lineage":["https://openalex.org/I94626330"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Sunkel","raw_affiliation_strings":["University of Bamberg,Chair of Mobile Systems,Bamberg,Germany","Chair of Mobile Systems, University of Bamberg, Bamberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bamberg,Chair of Mobile Systems,Bamberg,Germany","institution_ids":["https://openalex.org/I94626330"]},{"raw_affiliation_string":"Chair of Mobile Systems, University of Bamberg, Bamberg, Germany","institution_ids":["https://openalex.org/I94626330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056250142","display_name":"Golnaz Elmamooz","orcid":"https://orcid.org/0000-0003-2383-8554"},"institutions":[{"id":"https://openalex.org/I94626330","display_name":"University of Bamberg","ror":"https://ror.org/01c1w6d29","country_code":"DE","type":"education","lineage":["https://openalex.org/I94626330"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Golnaz Elmamooz","raw_affiliation_strings":["University of Bamberg,Chair of Mobile Systems,Bamberg,Germany","Chair of Mobile Systems, University of Bamberg, Bamberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bamberg,Chair of Mobile Systems,Bamberg,Germany","institution_ids":["https://openalex.org/I94626330"]},{"raw_affiliation_string":"Chair of Mobile Systems, University of Bamberg, Bamberg, Germany","institution_ids":["https://openalex.org/I94626330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019223030","display_name":"Marco Grawunder","orcid":null},"institutions":[{"id":"https://openalex.org/I129877168","display_name":"Carl von Ossietzky Universit\u00e4t Oldenburg","ror":"https://ror.org/033n9gh91","country_code":"DE","type":"education","lineage":["https://openalex.org/I129877168"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marco Grawunder","raw_affiliation_strings":["University of Oldenburg,Dept. of Computer Science,Oldenburg,Germany","Dept. of Computer Science, University of Oldenburg, Oldenburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Oldenburg,Dept. of Computer Science,Oldenburg,Germany","institution_ids":["https://openalex.org/I129877168"]},{"raw_affiliation_string":"Dept. of Computer Science, University of Oldenburg, Oldenburg, Germany","institution_ids":["https://openalex.org/I129877168"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057441598","display_name":"Phan Thai Hoang","orcid":"https://orcid.org/0000-0003-0647-2298"},"institutions":[{"id":"https://openalex.org/I94626330","display_name":"University of Bamberg","ror":"https://ror.org/01c1w6d29","country_code":"DE","type":"education","lineage":["https://openalex.org/I94626330"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Phan Thai Hoang","raw_affiliation_strings":["University of Bamberg,Chair of Mobile Systems,Bamberg,Germany","Chair of Mobile Systems, University of Bamberg, Bamberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bamberg,Chair of Mobile Systems,Bamberg,Germany","institution_ids":["https://openalex.org/I94626330"]},{"raw_affiliation_string":"Chair of Mobile Systems, University of Bamberg, Bamberg, Germany","institution_ids":["https://openalex.org/I94626330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066470003","display_name":"Elke Rauch","orcid":"https://orcid.org/0000-0001-9992-3902"},"institutions":[{"id":"https://openalex.org/I14484019","display_name":"Animal Welfare Institute","ror":"https://ror.org/04t32gd51","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I14484019"]},{"id":"https://openalex.org/I4210119745","display_name":"Animal Husbandry and Veterinary Department","ror":"https://ror.org/03224rx59","country_code":"IN","type":"government","lineage":["https://openalex.org/I4210119745"]},{"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","IN","US"],"is_corresponding":false,"raw_author_name":"Elke Rauch","raw_affiliation_strings":["LMU Munich,Faculty of Veterinary Medicine,Chair of Animal Welfare, Ethology, Animal Hygiene and Animal Husbandry, Department of Veterinary Sciences,80539 Munich,Germany","Chair of Animal Welfare, Ethology, Animal Hygiene and Animal Husbandry, Department of Veterinary Sciences, Faculty of Veterinary Medicine, LMU Munich, 80539 Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LMU Munich,Faculty of Veterinary Medicine,Chair of Animal Welfare, Ethology, Animal Hygiene and Animal Husbandry, Department of Veterinary Sciences,80539 Munich,Germany","institution_ids":["https://openalex.org/I4210119745","https://openalex.org/I8204097","https://openalex.org/I14484019"]},{"raw_affiliation_string":"Chair of Animal Welfare, Ethology, Animal Hygiene and Animal Husbandry, Department of Veterinary Sciences, Faculty of Veterinary Medicine, LMU Munich, 80539 Munich, Germany","institution_ids":["https://openalex.org/I8204097"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091440265","display_name":"Lara Schmeling","orcid":"https://orcid.org/0000-0002-0930-1075"},"institutions":[{"id":"https://openalex.org/I4210104858","display_name":"Bavarian State Research Center for Agriculture","ror":"https://ror.org/01grm4y17","country_code":"DE","type":"government","lineage":["https://openalex.org/I4210104858","https://openalex.org/I4210115557"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lara Schmeling","raw_affiliation_strings":["Bavarian State Research Center,Institute for Agricultural Engineering and Animal Husbandry,Freising,Germany","Institute for Agricultural Engineering and Animal Husbandry, Bavarian State Research Center, Freising, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bavarian State Research Center,Institute for Agricultural Engineering and Animal Husbandry,Freising,Germany","institution_ids":["https://openalex.org/I4210104858"]},{"raw_affiliation_string":"Institute for Agricultural Engineering and Animal Husbandry, Bavarian State Research Center, Freising, Germany","institution_ids":["https://openalex.org/I4210104858"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045565551","display_name":"Stefan Thurner","orcid":"https://orcid.org/0000-0003-2495-6819"},"institutions":[{"id":"https://openalex.org/I4210104858","display_name":"Bavarian State Research Center for Agriculture","ror":"https://ror.org/01grm4y17","country_code":"DE","type":"government","lineage":["https://openalex.org/I4210104858","https://openalex.org/I4210115557"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Thurner","raw_affiliation_strings":["Bavarian State Research Center,Institute for Agricultural Engineering and Animal Husbandry,Freising,Germany","Institute for Agricultural Engineering and Animal Husbandry, Bavarian State Research Center, Freising, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bavarian State Research Center,Institute for Agricultural Engineering and Animal Husbandry,Freising,Germany","institution_ids":["https://openalex.org/I4210104858"]},{"raw_affiliation_string":"Institute for Agricultural Engineering and Animal Husbandry, Bavarian State Research Center, Freising, Germany","institution_ids":["https://openalex.org/I4210104858"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014507893","display_name":"Daniela Nicklas","orcid":"https://orcid.org/0000-0001-7012-6010"},"institutions":[{"id":"https://openalex.org/I94626330","display_name":"University of Bamberg","ror":"https://ror.org/01c1w6d29","country_code":"DE","type":"education","lineage":["https://openalex.org/I94626330"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniela Nicklas","raw_affiliation_strings":["University of Bamberg,Chair of Mobile Systems,Bamberg,Germany","Chair of Mobile Systems, University of Bamberg, Bamberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bamberg,Chair of Mobile Systems,Bamberg,Germany","institution_ids":["https://openalex.org/I94626330"]},{"raw_affiliation_string":"Chair of Mobile Systems, University of Bamberg, Bamberg, Germany","institution_ids":["https://openalex.org/I94626330"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1387,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.52187467,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"23","last_page":"33"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9994000196456909,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9979000091552734,"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/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9763000011444092,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental 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":0.808597207069397},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6826518177986145},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.6266698837280273},{"id":"https://openalex.org/keywords/data-pre-processing","display_name":"Data pre-processing","score":0.5841995477676392},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.5416067838668823},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5200290679931641},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5049422383308411},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.4995152950286865},{"id":"https://openalex.org/keywords/stream-processing","display_name":"Stream processing","score":0.49901700019836426},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.46587511897087097},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4203193485736847},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.38944292068481445},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.3333849310874939},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3154665529727936}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.808597207069397},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6826518177986145},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6266698837280273},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.5841995477676392},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.5416067838668823},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5200290679931641},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5049422383308411},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.4995152950286865},{"id":"https://openalex.org/C107027933","wikidata":"https://www.wikidata.org/wiki/Q2006448","display_name":"Stream processing","level":2,"score":0.49901700019836426},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.46587511897087097},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4203193485736847},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.38944292068481445},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3333849310874939},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3154665529727936},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/percom53586.2022.9762391","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percom53586.2022.9762391","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Pervasive Computing and Communications (PerCom)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1987429824","https://openalex.org/W2047264990","https://openalex.org/W2102539288","https://openalex.org/W2140701158","https://openalex.org/W2148222209","https://openalex.org/W2155761585","https://openalex.org/W2169070268","https://openalex.org/W2195342085","https://openalex.org/W2434290318","https://openalex.org/W2557918432","https://openalex.org/W2584580687","https://openalex.org/W2587270965","https://openalex.org/W2785765731","https://openalex.org/W2794670651","https://openalex.org/W2795342689","https://openalex.org/W2888680699","https://openalex.org/W2898008923","https://openalex.org/W2915771847","https://openalex.org/W2926314329","https://openalex.org/W2927176210","https://openalex.org/W2929793114","https://openalex.org/W2947814547","https://openalex.org/W2949482538","https://openalex.org/W2952516215","https://openalex.org/W2962814013","https://openalex.org/W3006913750","https://openalex.org/W3045250898","https://openalex.org/W3098486933","https://openalex.org/W3122583958","https://openalex.org/W3134867991","https://openalex.org/W3169749941","https://openalex.org/W3169837480","https://openalex.org/W3195438473","https://openalex.org/W3199861974","https://openalex.org/W4392271976","https://openalex.org/W6732710093","https://openalex.org/W6755509158","https://openalex.org/W6760824843","https://openalex.org/W6760887788","https://openalex.org/W6761096417","https://openalex.org/W6797283974"],"related_works":["https://openalex.org/W2989490741","https://openalex.org/W3092506759","https://openalex.org/W2367545121","https://openalex.org/W4248881655","https://openalex.org/W2482165163","https://openalex.org/W3010890513","https://openalex.org/W120741642","https://openalex.org/W138569904","https://openalex.org/W2390914021","https://openalex.org/W2389417819"],"abstract_inverted_index":{"The":[0,163],"integration":[1],"of":[2,13,25,34,85,170],"machine":[3],"learning":[4],"(ML)":[5],"approaches":[6,36],"in":[7,10,28],"sensor-based":[8,26,172],"applications":[9,27],"the":[11,22,31,52,57,72,86,120,153],"field":[12],"pervasive":[14],"computing":[15,59],"is":[16,61,69,77,123,156],"becoming":[17],"increasingly":[18],"prominent":[19],"due":[20],"to":[21,37,71,80,146,188],"increasing":[23],"number":[24],"general":[29],"and":[30,111,125,143],"continuous":[32],"adaption":[33],"ML":[35,41,91,106,132],"new":[38],"domains.":[39],"Several":[40],"models":[42,92,133],"are":[43,134],"used":[44],"within":[45],"a":[46,62,112,167,171],"processing":[47,88],"pipeline":[48,122,155,175],"that":[49,180],"operates":[50],"on":[51,166],"same":[53],"sensor":[54,67],"data.":[55],"Still,":[56],"cloud":[58,73],"approach":[60,182],"straightforward":[63],"solution":[64],"where":[65],"all":[66],"data":[68,114,128],"sent":[70],"before":[74],"processing,":[75],"which":[76],"inefficient":[78],"according":[79],"resource":[81,94],"utilization.":[82],"Appropriate":[83],"management":[84,108,116],"different":[87],"tasks":[89],"for":[90,100,176],"enhances":[93],"utilization.This":[95],"paper":[96],"proposes":[97],"an":[98,105,137,148],"architecture":[99],"resource-aware":[101,159],"classification":[102,121,154,174],"empowered":[103],"by":[104],"model":[107],"(MLMM)":[109],"framework":[110,139],"distributed":[113],"stream":[115,129],"system":[117],"(DDSMS).":[118],"First,":[119],"decomposed":[124],"implemented":[126],"as":[127],"operators.":[130],"Second,":[131],"retrieved":[135],"from":[136],"MLMM":[138],"considering":[140],"preprocessing,":[141],"segmentation,":[142],"feature":[144],"alignment":[145],"enable":[147],"effective":[149],"redundancy":[150],"elimination.":[151],"Finally,":[152],"deployed":[157],"using":[158],"operator":[160],"placement":[161],"optimization.":[162],"evaluation":[164],"results":[165],"real-world":[168],"scenario":[169],"activity":[173],"dairy":[177],"cows":[178],"show":[179],"our":[181],"can":[183],"reduce":[184],"network":[185],"utilization":[186],"up":[187],"98.9%.":[189]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
