{"id":"https://openalex.org/W3132425133","doi":"https://doi.org/10.1155/2021/6643229","title":"A Semiopportunistic Task Allocation Framework for Mobile Crowdsensing with Deep Learning","display_name":"A Semiopportunistic Task Allocation Framework for Mobile Crowdsensing with Deep Learning","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3132425133","doi":"https://doi.org/10.1155/2021/6643229","mag":"3132425133"},"language":"en","primary_location":{"id":"doi:10.1155/2021/6643229","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6643229","pdf_url":"https://downloads.hindawi.com/journals/wcmc/2021/6643229.pdf","source":{"id":"https://openalex.org/S235346","display_name":"Wireless Communications and Mobile Computing","issn_l":"1530-8669","issn":["1530-8669","1530-8677"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Wireless Communications and Mobile Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/wcmc/2021/6643229.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101904558","display_name":"Zhenzhen Xie","orcid":"https://orcid.org/0000-0002-8907-2064"},"institutions":[{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]},{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenzhen Xie","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014352018","display_name":"Liang Hu","orcid":"https://orcid.org/0000-0002-6077-1873"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Hu","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun, Jilin 130012, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022374886","display_name":"Yan Huang","orcid":"https://orcid.org/0000-0001-7775-4597"},"institutions":[{"id":"https://openalex.org/I172980758","display_name":"Kennesaw State University","ror":"https://ror.org/00jeqjx33","country_code":"US","type":"education","lineage":["https://openalex.org/I172980758"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yan Huang","raw_affiliation_strings":["College of Computing and Software Engineering at Kennesaw State University, Atlanta, GA, USA"],"affiliations":[{"raw_affiliation_string":"College of Computing and Software Engineering at Kennesaw State University, Atlanta, GA, USA","institution_ids":["https://openalex.org/I172980758"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003849291","display_name":"Junjie Pang","orcid":"https://orcid.org/0000-0002-9647-5582"},"institutions":[{"id":"https://openalex.org/I108688024","display_name":"Qingdao University","ror":"https://ror.org/021cj6z65","country_code":"CN","type":"education","lineage":["https://openalex.org/I108688024"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjie Pang","raw_affiliation_strings":["Business School and the College of Computer Science and Software Engineering, Qingdao University, Qingdao, Shandong 266000, China"],"affiliations":[{"raw_affiliation_string":"Business School and the College of Computer Science and Software Engineering, Qingdao University, Qingdao, Shandong 266000, China","institution_ids":["https://openalex.org/I108688024"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5022374886"],"corresponding_institution_ids":["https://openalex.org/I172980758"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":2.1899,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.88906266,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2021","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":1.0,"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":1.0,"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":0.9952999949455261,"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/T11500","display_name":"Evacuation and Crowd Dynamics","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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":0.9339462518692017},{"id":"https://openalex.org/keywords/crowdsensing","display_name":"Crowdsensing","score":0.9092978239059448},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6916294097900391},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4716963768005371},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.39246371388435364},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3319622278213501},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.22382190823554993}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9339462518692017},{"id":"https://openalex.org/C2780821482","wikidata":"https://www.wikidata.org/wiki/Q25381721","display_name":"Crowdsensing","level":2,"score":0.9092978239059448},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6916294097900391},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4716963768005371},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.39246371388435364},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3319622278213501},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.22382190823554993},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1155/2021/6643229","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6643229","pdf_url":"https://downloads.hindawi.com/journals/wcmc/2021/6643229.pdf","source":{"id":"https://openalex.org/S235346","display_name":"Wireless Communications and Mobile Computing","issn_l":"1530-8669","issn":["1530-8669","1530-8677"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Wireless Communications and Mobile Computing","raw_type":"journal-article"},{"id":"pmh:oai:digitalcommons.kennesaw.edu:facpubs-6801","is_oa":false,"landing_page_url":"https://digitalcommons.kennesaw.edu/facpubs/5645","pdf_url":null,"source":{"id":"https://openalex.org/S4377196456","display_name":"DigitalCommons - Kennesaw State University (Kennesaw State University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172980758","host_organization_name":"Kennesaw State University","host_organization_lineage":["https://openalex.org/I172980758"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty Articles","raw_type":"text"},{"id":"pmh:oai:digitalcommons.kennesaw.edu:facpubs-6820","is_oa":false,"landing_page_url":"https://digitalcommons.kennesaw.edu/facpubs/5664","pdf_url":null,"source":{"id":"https://openalex.org/S4377196456","display_name":"DigitalCommons - Kennesaw State University (Kennesaw State University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172980758","host_organization_name":"Kennesaw State University","host_organization_lineage":["https://openalex.org/I172980758"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty Publications","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:7c218defeb934cfb8fc0bfad1161b8a6","is_oa":true,"landing_page_url":"https://doaj.org/article/7c218defeb934cfb8fc0bfad1161b8a6","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Wireless Communications and Mobile Computing, Vol 2021 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2021/6643229","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6643229","pdf_url":"https://downloads.hindawi.com/journals/wcmc/2021/6643229.pdf","source":{"id":"https://openalex.org/S235346","display_name":"Wireless Communications and Mobile Computing","issn_l":"1530-8669","issn":["1530-8669","1530-8677"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Wireless Communications and Mobile Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2071443865","display_name":null,"funder_award_id":"201805","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2082826544","display_name":null,"funder_award_id":"Postdoctoral","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2583735883","display_name":null,"funder_award_id":"2018052","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4020255992","display_name":null,"funder_award_id":"Project","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4053456720","display_name":null,"funder_award_id":"20180520021","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4498736536","display_name":null,"funder_award_id":"20180520021JH","funder_id":"https://openalex.org/F4320313616","funder_display_name":"Youth Science Foundation of Jilin Province"},{"id":"https://openalex.org/G5550178214","display_name":null,"funder_award_id":"61701190","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7321677127","display_name":null,"funder_award_id":"2017YFA0604500","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7570365276","display_name":null,"funder_award_id":"52002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7608752429","display_name":null,"funder_award_id":"Talent","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8218031721","display_name":null,"funder_award_id":"2017YFA","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8590576490","display_name":null,"funder_award_id":"20170519","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320313616","display_name":"Youth Science Foundation of Jilin Province","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322174","display_name":"People's Government of Jilin Province","ror":"https://ror.org/02fzqav45"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3132425133.pdf","grobid_xml":"https://content.openalex.org/works/W3132425133.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1553085258","https://openalex.org/W2006974280","https://openalex.org/W2049896260","https://openalex.org/W2119717200","https://openalex.org/W2172041433","https://openalex.org/W2324695044","https://openalex.org/W2473536663","https://openalex.org/W2473808492","https://openalex.org/W2492435958","https://openalex.org/W2516948806","https://openalex.org/W2526910689","https://openalex.org/W2595182104","https://openalex.org/W2622090745","https://openalex.org/W2734506410","https://openalex.org/W2766447205","https://openalex.org/W2790916389","https://openalex.org/W2800806089","https://openalex.org/W2885682716","https://openalex.org/W2887985735","https://openalex.org/W2888912055","https://openalex.org/W2889895804","https://openalex.org/W2896479483","https://openalex.org/W2936436865","https://openalex.org/W2943584607","https://openalex.org/W2945100954","https://openalex.org/W2962866453","https://openalex.org/W2963775138","https://openalex.org/W2966491009","https://openalex.org/W2973889821","https://openalex.org/W2975469738","https://openalex.org/W2978945627","https://openalex.org/W2982407593","https://openalex.org/W2982544537","https://openalex.org/W2996899616","https://openalex.org/W2997848713","https://openalex.org/W3012539654","https://openalex.org/W3016819671","https://openalex.org/W3031324346","https://openalex.org/W3031631102","https://openalex.org/W3032306785","https://openalex.org/W3042557051","https://openalex.org/W3084869987","https://openalex.org/W3089956757"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"The":[0,15,100,174,271],"IoT":[1,45],"era":[2],"observes":[3],"the":[4,24,58,76,84,97,106,118,137,153,164,178,187,199,206,213,221,259,278,282],"increasing":[5],"demand":[6],"for":[7,41,104],"data":[8,40],"to":[9,35,74,90,95,116,135,147,152,190,211,234],"support":[10,267],"various":[11,275],"applications":[12],"and":[13,29,54,80,110,123,219],"services.":[14],"Mobile":[16],"Crowdsensing":[17],"(MCS)":[18],"system":[19,81,124,188,244,261],"then":[20],"emerged.":[21],"By":[22],"utilizing":[23],"hybrid":[25],"intelligence":[26],"of":[27,44,61,121,127,194,236,241,281],"humans":[28],"sensors,":[30],"it":[31],"is":[32,103,254],"significantly":[33],"beneficial":[34],"keep":[36],"collecting":[37],"high\u2010quality":[38],"sensing":[39,179,215],"all":[42],"kinds":[43],"applications,":[46],"such":[47],"as":[48],"environmental":[49],"monitoring,":[50],"intelligent":[51],"healthcare":[52],"services,":[53],"traffic":[55],"management.":[56],"However,":[57],"service":[59],"quality":[60],"MCS":[62,237,260],"systems":[63],"relies":[64],"on":[65,181,274],"a":[66,92,143,192,224,228,247],"dedicated":[67],"designed":[68],"task":[69,111,131,159,252],"allocation":[70,132,160],"framework,":[71],"which":[72,256],"needs":[73],"consider":[75,136,186],"participant":[77,107,175,222],"resource":[78],"bottleneck":[79],"utility":[82,125,200,269],"at":[83],"same":[85],"time.":[86],"Recent":[87],"studies":[88],"tend":[89],"use":[91,205],"different":[93,268],"solution":[94,146,232],"solve":[96],"two":[98],"challenges.":[99],"incentive":[101],"mechanism":[102],"resolving":[105],"shortage":[108],"problem,":[109],"assignment":[112,253],"methods":[113],"are":[114],"studied":[115],"find":[117],"best":[119],"match":[120],"participants":[122,165,195],"goal":[126],"MCS.":[128],"Thus,":[129],"existing":[130],"frameworks":[133],"fail":[134],"participant\u2019s":[138],"expectations":[139],"deeply.":[140],"We":[141,184],"propose":[142],"semiopportunistic":[144],"concept\u2010based":[145],"overcome":[148],"this":[149],"issue.":[150],"Similar":[151],"\u201cshared":[154],"mobility\u201d":[155],"concept,":[156],"our":[157,231],"proposed":[158,283],"framework":[161],"can":[162,176,197,257],"offer":[163],"routing":[166],"advice":[167],"without":[168],"disturbing":[169],"their":[170],"original":[171],"travel":[172],"plan.":[173],"accomplish":[177],"request":[180],"his":[182],"route.":[183,226],"further":[185],"constraints":[189],"determine":[191],"subgroup":[193],"that":[196],"obtain":[198],"optimization":[201],"goal.":[202],"Specifically,":[203],"we":[204],"Graph":[207],"Attention":[208],"Network":[209],"(GAT)":[210],"produce":[212],"target":[214],"area\u2019s":[216],"virtual":[217],"representation":[218],"provide":[220],"with":[223],"payoff\u2010maximized":[225],"Such":[227],"method":[229],"makes":[230],"adapt":[233],"most":[235],"scenarios\u2019":[238],"conditions":[239,276],"instead":[240],"using":[242],"fixed":[243],"settings.":[245],"Then,":[246],"reinforcement":[248],"learning\u2010":[249],"(RL\u2010)":[250],"based":[251],"adopted,":[255],"help":[258],"towards":[262],"better":[263],"performance":[264,280],"improvements":[265],"while":[266],"functions.":[270],"simulation":[272],"results":[273],"demonstrate":[277],"superior":[279],"solution.":[284]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}