{"id":"https://openalex.org/W2522086230","doi":"https://doi.org/10.1109/jsac.2016.2611958","title":"Reward-to-Reduce: An Incentive Mechanism for Economic Demand Response of Colocation Datacenters","display_name":"Reward-to-Reduce: An Incentive Mechanism for Economic Demand Response of Colocation Datacenters","publication_year":2016,"publication_date":"2016-09-20","ids":{"openalex":"https://openalex.org/W2522086230","doi":"https://doi.org/10.1109/jsac.2016.2611958","mag":"2522086230"},"language":"en","primary_location":{"id":"doi:10.1109/jsac.2016.2611958","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2016.2611958","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","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/A5027558961","display_name":"Nguyen H. Tran","orcid":"https://orcid.org/0000-0001-7323-9213"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Nguyen H. Tran","raw_affiliation_strings":["Department of Computer Science and Engineering, Kyung Hee University, Yongin, South Korea"],"raw_orcid":"https://orcid.org/0000-0001-7323-9213","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Kyung Hee University, Yongin, South Korea","institution_ids":["https://openalex.org/I35928602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021969424","display_name":"Thant Zin Oo","orcid":"https://orcid.org/0000-0001-7644-2866"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Thant Zin Oo","raw_affiliation_strings":["Department of Computer Science and Engineering, Kyung Hee University, Yongin, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Kyung Hee University, Yongin, South Korea","institution_ids":["https://openalex.org/I35928602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000834239","display_name":"Shaolei Ren","orcid":"https://orcid.org/0000-0001-9003-4324"},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shaolei Ren","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of California at Riverside, Riverside, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of California at Riverside, Riverside, CA, USA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063667378","display_name":"Zhu Han","orcid":"https://orcid.org/0000-0002-6606-5822"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhu Han","raw_affiliation_strings":["Electrical and Computer Engineering Department, University of Houston, Houston, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, University of Houston, Houston, TX, USA","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000263913","display_name":"Eui\u2010Nam Huh","orcid":"https://orcid.org/0000-0003-0184-6975"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Eui-Nam Huh","raw_affiliation_strings":["Department of Computer Science and Engineering, Kyung Hee University, Yongin, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Kyung Hee University, Yongin, South Korea","institution_ids":["https://openalex.org/I35928602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034052371","display_name":"Choong Seon Hong","orcid":"https://orcid.org/0000-0003-3484-7333"},"institutions":[{"id":"https://openalex.org/I35928602","display_name":"Kyung Hee University","ror":"https://ror.org/01zqcg218","country_code":"KR","type":"education","lineage":["https://openalex.org/I35928602"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Choong Seon Hong","raw_affiliation_strings":["Department of Computer Science and Engineering, Kyung Hee University, Yongin, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Kyung Hee University, Yongin, South Korea","institution_ids":["https://openalex.org/I35928602"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6742,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.85797908,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"34","issue":"12","first_page":"3941","last_page":"3953"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9984999895095825,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11182","display_name":"Auction Theory and Applications","score":0.9837999939918518,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/stackelberg-competition","display_name":"Stackelberg competition","score":0.8822647333145142},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7855938076972961},{"id":"https://openalex.org/keywords/incentive","display_name":"Incentive","score":0.6910381317138672},{"id":"https://openalex.org/keywords/operator","display_name":"Operator (biology)","score":0.5954011082649231},{"id":"https://openalex.org/keywords/demand-response","display_name":"Demand response","score":0.5741998553276062},{"id":"https://openalex.org/keywords/mechanism-design","display_name":"Mechanism design","score":0.5269173979759216},{"id":"https://openalex.org/keywords/nash-equilibrium","display_name":"Nash equilibrium","score":0.5034675002098083},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.46746328473091125},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4530683159828186},{"id":"https://openalex.org/keywords/private-information-retrieval","display_name":"Private information retrieval","score":0.41991275548934937},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.3894014060497284},{"id":"https://openalex.org/keywords/electricity","display_name":"Electricity","score":0.320698082447052},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.23146048188209534},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.2236253321170807},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.13600122928619385},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.10636401176452637}],"concepts":[{"id":"https://openalex.org/C199510392","wikidata":"https://www.wikidata.org/wiki/Q1184602","display_name":"Stackelberg competition","level":2,"score":0.8822647333145142},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7855938076972961},{"id":"https://openalex.org/C29122968","wikidata":"https://www.wikidata.org/wiki/Q1414816","display_name":"Incentive","level":2,"score":0.6910381317138672},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.5954011082649231},{"id":"https://openalex.org/C2779438525","wikidata":"https://www.wikidata.org/wiki/Q5255048","display_name":"Demand response","level":3,"score":0.5741998553276062},{"id":"https://openalex.org/C153517567","wikidata":"https://www.wikidata.org/wiki/Q26090","display_name":"Mechanism design","level":2,"score":0.5269173979759216},{"id":"https://openalex.org/C46814582","wikidata":"https://www.wikidata.org/wiki/Q23389","display_name":"Nash equilibrium","level":2,"score":0.5034675002098083},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.46746328473091125},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4530683159828186},{"id":"https://openalex.org/C99221444","wikidata":"https://www.wikidata.org/wiki/Q1532069","display_name":"Private information retrieval","level":2,"score":0.41991275548934937},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3894014060497284},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.320698082447052},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.23146048188209534},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.2236253321170807},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.13600122928619385},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.10636401176452637},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C158448853","wikidata":"https://www.wikidata.org/wiki/Q425218","display_name":"Repressor","level":4,"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/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C86339819","wikidata":"https://www.wikidata.org/wiki/Q407384","display_name":"Transcription factor","level":3,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jsac.2016.2611958","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2016.2611958","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"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 Journal on Selected Areas in Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W240410933","https://openalex.org/W1541527977","https://openalex.org/W1603765807","https://openalex.org/W1947078470","https://openalex.org/W1969353386","https://openalex.org/W1979085078","https://openalex.org/W1995587272","https://openalex.org/W2036001459","https://openalex.org/W2064038243","https://openalex.org/W2064262155","https://openalex.org/W2082034273","https://openalex.org/W2084949550","https://openalex.org/W2102626318","https://openalex.org/W2124170404","https://openalex.org/W2134408282","https://openalex.org/W2136721322","https://openalex.org/W2139041001","https://openalex.org/W2157672420","https://openalex.org/W2222085488","https://openalex.org/W2276924220","https://openalex.org/W3006237738","https://openalex.org/W3033868844","https://openalex.org/W4247165901","https://openalex.org/W6671518312","https://openalex.org/W6689028692","https://openalex.org/W6694996559"],"related_works":["https://openalex.org/W2123795915","https://openalex.org/W4214821558","https://openalex.org/W2733656312","https://openalex.org/W2704982056","https://openalex.org/W2976114880","https://openalex.org/W2328458106","https://openalex.org/W2901356298","https://openalex.org/W3135704163","https://openalex.org/W1492718469","https://openalex.org/W3123600988"],"abstract_inverted_index":{"Even":[0],"though":[1],"demand":[2,59,70,106],"response":[3,71,83],"of":[4,43,68,148,160,243],"data":[5],"centers":[6],"has":[7],"attracted":[8],"many":[9],"studies,":[10],"there":[11],"are":[12],"very":[13],"limited":[14,219],"attempts":[15],"on":[16],"an":[17,99,110,178,183,215],"important":[18],"segment:":[19],"colocation":[20,27,118,122],"datacenters.":[21],"Unlike":[22],"large-scale":[23],"(Google-type)":[24],"datacenters,":[25],"the":[26,48,55,66,69,113,117,121,149,153,162,168,174,189,200,227,232,236,247,257,265],"operator":[28,49,123,150],"lacks":[29],"control":[30],"over":[31],"its":[32],"tenant":[33,220],"servers,":[34],"which":[35,108,256],"entails":[36],"a":[37,41,79,86,137,144,157,195,240],"special":[38],"interest":[39],"in":[40,152,167,239],"design":[42,182],"incentive":[44,100],"mechanisms,":[45],"such":[46],"that":[47,128,185,226],"can":[50,186,203,230,251],"coordinate":[51],"tenants":[52],"to":[53,116,125,207],"reduce":[54],"power":[56],"usage":[57],"for":[58,81,88,103],"response.":[60],"However,":[61],"most":[62],"previous":[63],"studies":[64,224,245],"ignore":[65],"role":[67],"provider":[72],"(DRP),":[73],"who":[74],"uses":[75],"pricing":[76],"signals":[77],"as":[78,85,235],"guide":[80],"customer":[82],"and":[84,120,156,181,246],"compensation":[87,115,165],"their":[89],"cutting":[90],"electricity":[91],"usage.":[92],"To":[93],"address":[94],"this":[95,129],"oversight,":[96],"we":[97,134,142,212],"propose":[98,214],"mechanism":[101],"Reward-to-Reduce":[102],"colocation's":[104],"economic":[105],"response,":[107],"shows":[109],"interaction":[111,130],"between":[112],"DRP":[114,164,192,249,259],"operator,":[119],"reward":[124],"tenants.":[126],"Observing":[127],"contains":[131],"strategic":[132],"behaviors,":[133],"first":[135,169],"formulate":[136],"two-stage":[138],"Stackelberg":[139],"game,":[140],"where":[141],"show":[143,225],"unique":[145],"competitive":[146],"equilibrium":[147,176],"strategy":[151],"second":[154],"stage,":[155],"nonconvex":[158],"problem":[159],"finding":[161],"optimal":[163,191,248],"price":[166,193,250],"stage.":[170],"We":[171],"next":[172],"analyze":[173],"second-stage":[175],"using":[177],"exact":[179,201,237],"analysis":[180,202,238],"algorithm":[184],"efficiently":[187],"search":[188,197],"first-stage":[190],"with":[194,218,255,264],"reduced":[196],"space.":[198],"Since":[199],"be":[204,252],"impractical":[205],"due":[206],"required":[208],"tenants'":[209],"private":[210],"information,":[211],"also":[213],"approximate":[216,228],"approach":[217,229],"information.":[221],"Extensive":[222],"case":[223,244],"have":[231],"same":[233],"performance":[234],"wide":[241],"array":[242],"determined":[253],"effectively,":[254],"corresponding":[258],"individual":[260],"cost":[261],"is":[262],"compared":[263],"social":[266],"cost.":[267]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
