{"id":"https://openalex.org/W2967427605","doi":"https://doi.org/10.1109/wowmom.2019.8792967","title":"Adaptive Passive Mobile Sensing Using Reinforcement Learning","display_name":"Adaptive Passive Mobile Sensing Using Reinforcement Learning","publication_year":2019,"publication_date":"2019-06-01","ids":{"openalex":"https://openalex.org/W2967427605","doi":"https://doi.org/10.1109/wowmom.2019.8792967","mag":"2967427605"},"language":"en","primary_location":{"id":"doi:10.1109/wowmom.2019.8792967","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wowmom.2019.8792967","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 20th International Symposium on \"A World of Wireless, Mobile and Multimedia Networks\" (WoWMoM)","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/A5069984275","display_name":"Lihua Cai","orcid":"https://orcid.org/0000-0003-0136-9857"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]},{"id":"https://openalex.org/I4210116219","display_name":"Engineering Systems (United States)","ror":"https://ror.org/02qg60849","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116219"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Lihua Cai","raw_affiliation_strings":["Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I4210116219","https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063971383","display_name":"Mehdi Boukhechba","orcid":"https://orcid.org/0000-0001-6295-2523"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]},{"id":"https://openalex.org/I4210116219","display_name":"Engineering Systems (United States)","ror":"https://ror.org/02qg60849","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mehdi Boukhechba","raw_affiliation_strings":["Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I4210116219","https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062100625","display_name":"Navreet Kaur","orcid":"https://orcid.org/0009-0008-5782-0655"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]},{"id":"https://openalex.org/I4210116219","display_name":"Engineering Systems (United States)","ror":"https://ror.org/02qg60849","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Navreet Kaur","raw_affiliation_strings":["Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I4210116219","https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049761760","display_name":"Congyu Wu","orcid":"https://orcid.org/0000-0002-6410-1375"},"institutions":[{"id":"https://openalex.org/I4210116219","display_name":"Engineering Systems (United States)","ror":"https://ror.org/02qg60849","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116219"]},{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Congyu Wu","raw_affiliation_strings":["Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I4210116219","https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012728152","display_name":"Laura E. Barnes","orcid":"https://orcid.org/0000-0001-8224-5164"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]},{"id":"https://openalex.org/I4210116219","display_name":"Engineering Systems (United States)","ror":"https://ror.org/02qg60849","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Laura E. Barnes","raw_affiliation_strings":["Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I4210116219","https://openalex.org/I51556381"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034370354","display_name":"Matthew S. Gerber","orcid":"https://orcid.org/0000-0002-9069-4100"},"institutions":[{"id":"https://openalex.org/I4210116219","display_name":"Engineering Systems (United States)","ror":"https://ror.org/02qg60849","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116219"]},{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew S. Gerber","raw_affiliation_strings":["Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Engineering Systems and Environment, University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I4210116219","https://openalex.org/I51556381"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5069984275"],"corresponding_institution_ids":["https://openalex.org/I4210116219","https://openalex.org/I51556381"],"apc_list":null,"apc_paid":null,"fwci":2.1065,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.88627098,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10603","display_name":"Smart Grid Energy Management","score":0.9965000152587891,"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9911999702453613,"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/computer-science","display_name":"Computer science","score":0.8185445070266724},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8100242614746094},{"id":"https://openalex.org/keywords/accelerometer","display_name":"Accelerometer","score":0.7677891254425049},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.7395034432411194},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.5146971344947815},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5138919353485107},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4930281341075897},{"id":"https://openalex.org/keywords/mobile-phone","display_name":"Mobile phone","score":0.4609793424606323},{"id":"https://openalex.org/keywords/battery-capacity","display_name":"Battery capacity","score":0.4321305751800537},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4115433990955353},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.3955751061439514},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3520553708076477},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3328777551651001},{"id":"https://openalex.org/keywords/battery","display_name":"Battery (electricity)","score":0.2943347990512848},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.20205387473106384},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08109879493713379}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8185445070266724},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8100242614746094},{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.7677891254425049},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.7395034432411194},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.5146971344947815},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5138919353485107},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4930281341075897},{"id":"https://openalex.org/C2777421447","wikidata":"https://www.wikidata.org/wiki/Q17517","display_name":"Mobile phone","level":2,"score":0.4609793424606323},{"id":"https://openalex.org/C2989104859","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery capacity","level":4,"score":0.4321305751800537},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4115433990955353},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.3955751061439514},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3520553708076477},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3328777551651001},{"id":"https://openalex.org/C555008776","wikidata":"https://www.wikidata.org/wiki/Q267298","display_name":"Battery (electricity)","level":3,"score":0.2943347990512848},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.20205387473106384},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08109879493713379},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wowmom.2019.8792967","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wowmom.2019.8792967","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 20th International Symposium on \"A World of Wireless, Mobile and Multimedia Networks\" (WoWMoM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.9100000262260437,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1962925405","https://openalex.org/W1966736954","https://openalex.org/W1981911218","https://openalex.org/W1994267825","https://openalex.org/W2035567952","https://openalex.org/W2039907425","https://openalex.org/W2058184275","https://openalex.org/W2097385426","https://openalex.org/W2117252912","https://openalex.org/W2121863487","https://openalex.org/W2125801575","https://openalex.org/W2131147042","https://openalex.org/W2134751203","https://openalex.org/W2170265372","https://openalex.org/W2338565696","https://openalex.org/W2345442986","https://openalex.org/W2477574543","https://openalex.org/W2515378897","https://openalex.org/W2831903526","https://openalex.org/W4232828334"],"related_works":["https://openalex.org/W2765080098","https://openalex.org/W2385749422","https://openalex.org/W2355290145","https://openalex.org/W2353465659","https://openalex.org/W2009888974","https://openalex.org/W2355539379","https://openalex.org/W2056341223","https://openalex.org/W187740018","https://openalex.org/W2162286586","https://openalex.org/W4255368532"],"abstract_inverted_index":{"Continuous":[0],"passive":[1],"sensing":[2,28,35,43,49,60],"using":[3,37,145],"smartphone":[4],"embedded":[5],"sensors":[6],"can":[7],"drain":[8],"the":[9,16,22,42,59,80,105],"battery":[10],"quickly,":[11],"interrupting":[12],"other":[13],"usages":[14],"of":[15,62,120,126,131],"device.":[17],"In":[18],"order":[19],"to":[20,40,103],"improve":[21],"energy":[23,106,118],"efficiency":[24],"in":[25,71],"continuous":[26],"mobile":[27],"applications,":[29],"we":[30,96],"propose":[31],"a":[32,52,139,143],"new":[33],"adaptive":[34,48],"framework":[36],"reinforcement":[38],"learning":[39,146],"optimize":[41],"timing.":[44],"We":[45],"model":[46],"our":[47,99,115],"problem":[50],"as":[51],"Markov":[53],"Decision":[54],"Process":[55],"and":[56,111,128,142],"dynamically":[57],"change":[58],"timing":[61],"targeted":[63],"sensor(s)":[64],"so":[65],"that":[66,98],"they":[67],"are":[68],"only":[69,78],"operating":[70],"desired":[72],"contexts":[73],"(e.g.":[74],"collect":[75],"accelerometer":[76,85],"data":[77,86,112,129],"when":[79],"phone":[81],"is":[82,101],"moving).":[83],"Using":[84],"continuously":[87],"collected":[88],"from":[89],"220":[90],"participants":[91],"for":[92],"over":[93],"two":[94,135],"weeks,":[95],"show":[97],"approach":[100],"able":[102],"save":[104],"while":[107],"attaining":[108],"high":[109],"accuracy":[110,125],"coverage.":[113],"Specifically,":[114],"strategy":[116,141,144],"attains":[117],"saving":[119],"62.4":[121],"%":[122],"at":[123],"an":[124],"80.9%":[127],"coverage":[130],"67.4%,":[132],"which":[133],"outperforms":[134],"baseline":[136],"strategies,":[137],"including":[138],"random":[140],"automata":[147],"technique.":[148]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
