{"id":"https://openalex.org/W3134806768","doi":"https://doi.org/10.1109/tsc.2021.3064329","title":"A Deep Reinforcement Learning Approach for Composing Moving IoT Services","display_name":"A Deep Reinforcement Learning Approach for Composing Moving IoT Services","publication_year":2021,"publication_date":"2021-03-08","ids":{"openalex":"https://openalex.org/W3134806768","doi":"https://doi.org/10.1109/tsc.2021.3064329","mag":"3134806768"},"language":"en","primary_location":{"id":"doi:10.1109/tsc.2021.3064329","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2021.3064329","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Services Computing","raw_type":"journal-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/A5042852095","display_name":"Azadeh Ghari Neiat","orcid":"https://orcid.org/0000-0001-7512-7143"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Azadeh Ghari Neiat","raw_affiliation_strings":["School of Information Technology, Deakin University, Geelong, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"School of Information Technology, Deakin University, Geelong, VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056574071","display_name":"Athman Bouguettaya","orcid":"https://orcid.org/0000-0003-1254-8092"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Athman Bouguettaya","raw_affiliation_strings":["School of Computer Science, University of Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066974617","display_name":"Mohammed Bahutair","orcid":"https://orcid.org/0000-0003-0372-4736"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mohammed Bahutair","raw_affiliation_strings":["School of Computer Science, University of Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5042852095"],"corresponding_institution_ids":["https://openalex.org/I149704539"],"apc_list":null,"apc_paid":null,"fwci":5.1555,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.95360825,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"15","issue":"5","first_page":"2538","last_page":"2550"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9998000264167786,"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":0.9998000264167786,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9900000095367432,"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"}},{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9873999953269958,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8584518432617188},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8401693105697632},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6017242670059204},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.5220689177513123},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5091497302055359},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.45492807030677795},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4150208830833435}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8584518432617188},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8401693105697632},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6017242670059204},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.5220689177513123},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5091497302055359},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.45492807030677795},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4150208830833435},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsc.2021.3064329","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsc.2021.3064329","pdf_url":null,"source":{"id":"https://openalex.org/S204223317","display_name":"IEEE Transactions on Services Computing","issn_l":"1939-1374","issn":["1939-1374","2372-0204"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Services Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3431083915","display_name":null,"funder_award_id":"DP160103595","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G7735857629","display_name":null,"funder_award_id":"LE180100158","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W115534488","https://openalex.org/W1591718464","https://openalex.org/W1594193016","https://openalex.org/W1596500414","https://openalex.org/W1600803418","https://openalex.org/W1710134642","https://openalex.org/W1934562893","https://openalex.org/W1964712697","https://openalex.org/W1978709404","https://openalex.org/W1980959677","https://openalex.org/W1984256469","https://openalex.org/W2011078029","https://openalex.org/W2017353533","https://openalex.org/W2017544935","https://openalex.org/W2017697460","https://openalex.org/W2028113911","https://openalex.org/W2033626772","https://openalex.org/W2059618043","https://openalex.org/W2074104866","https://openalex.org/W2086833975","https://openalex.org/W2110843927","https://openalex.org/W2120320296","https://openalex.org/W2122412514","https://openalex.org/W2123488482","https://openalex.org/W2137811636","https://openalex.org/W2141136363","https://openalex.org/W2142516160","https://openalex.org/W2151930506","https://openalex.org/W2156002460","https://openalex.org/W2164297046","https://openalex.org/W2165169065","https://openalex.org/W2239659875","https://openalex.org/W2266931272","https://openalex.org/W2319025701","https://openalex.org/W2342663885","https://openalex.org/W2495331769","https://openalex.org/W2511236306","https://openalex.org/W2518792172","https://openalex.org/W2574848952","https://openalex.org/W2590854432","https://openalex.org/W2592413155","https://openalex.org/W2599436010","https://openalex.org/W2615801140","https://openalex.org/W2728885230","https://openalex.org/W2740884108","https://openalex.org/W2767402748","https://openalex.org/W2767852042","https://openalex.org/W2793105055","https://openalex.org/W2807971989","https://openalex.org/W2810024799","https://openalex.org/W2886204470","https://openalex.org/W2899685405","https://openalex.org/W2900057842","https://openalex.org/W2917107740","https://openalex.org/W2922045985","https://openalex.org/W2939367249","https://openalex.org/W2970142969","https://openalex.org/W2970905540","https://openalex.org/W2978725006","https://openalex.org/W3005762195","https://openalex.org/W3011999856","https://openalex.org/W3021439089","https://openalex.org/W3104221815","https://openalex.org/W6635865670","https://openalex.org/W7051926465"],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W4295532600","https://openalex.org/W2063823869","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W3084456289","https://openalex.org/W2024136090","https://openalex.org/W2047973478","https://openalex.org/W4380075502"],"abstract_inverted_index":{"We":[0,27,41],"develop":[1,61],"a":[2,20,23,29,38,43,62,69],"novel":[3],"framework":[4],"for":[5],"efficiently":[6],"and":[7,51,88],"effectively":[8],"discovering":[9],"crowdsourced":[10,31],"services":[11,55],"that":[12],"<italic":[13],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[14],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">move</i>":[15],"in":[16],"close":[17],"proximity":[18],"to":[19,49,71],"user":[21],"over":[22],"period":[24],"of":[25,75,90],"time.":[26],"introduce":[28],"moving":[30,39,53],"service":[32,65],"model":[33],"which":[34],"is":[35],"modelled":[36],"as":[37,68],"region.":[40],"propose":[42],"deep":[44,92],"reinforcement":[45,93],"learning-based":[46,94],"composition":[47],"approach":[48],"select":[50],"compose":[52],"IoT":[54],"considering":[56],"quality":[57],"parameters.":[58],"Additionally,":[59],"we":[60],"parallel":[63],"flock-based":[64],"discovery":[66],"algorithm":[67],"ground-truth":[70],"measure":[72],"the":[73,76,86,91],"accuracy":[74],"proposed":[77],"approach.":[78,95],"The":[79],"experiments":[80],"on":[81],"two":[82],"real-world":[83],"datasets":[84],"verify":[85],"effectiveness":[87],"efficiency":[89]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
