{"id":"https://openalex.org/W4404611716","doi":"https://doi.org/10.1145/3678717.3691312","title":"Regional Features Conditioned Diffusion Models for 5G Network Traffic Generation","display_name":"Regional Features Conditioned Diffusion Models for 5G Network Traffic Generation","publication_year":2024,"publication_date":"2024-10-29","ids":{"openalex":"https://openalex.org/W4404611716","doi":"https://doi.org/10.1145/3678717.3691312"},"language":"en","primary_location":{"id":"doi:10.1145/3678717.3691312","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3678717.3691312","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Advances in Geographic Information Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3678717.3691312","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112370350","display_name":"Xin-Kun Qi","orcid":"https://orcid.org/0009-0007-2416-7138"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoqian Qi","raw_affiliation_strings":["Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0007-2416-7138","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037855353","display_name":"Haoye Chai","orcid":"https://orcid.org/0000-0002-6215-6671"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoye Chai","raw_affiliation_strings":["Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6215-6671","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053169627","display_name":"Li Yu","orcid":"https://orcid.org/0009-0006-2152-0234"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Yu","raw_affiliation_strings":["China Mobile Research Institute, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0006-2152-0234","affiliations":[{"raw_affiliation_string":"China Mobile Research Institute, Beijing, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100355277","display_name":"Yong Li","orcid":"https://orcid.org/0000-0001-5617-1659"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Li","raw_affiliation_strings":["Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5617-1659","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102023049","display_name":"Zhaocheng Wang","orcid":"https://orcid.org/0000-0002-6150-3846"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaocheng Wang","raw_affiliation_strings":["Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6150-3846","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9271,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.72075977,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"396","last_page":"409"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9936000108718872,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9936000108718872,"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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9681000113487244,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9416999816894531,"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":0.6210975050926208},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5753365755081177},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3876853585243225},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10430443286895752}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6210975050926208},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5753365755081177},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3876853585243225},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10430443286895752},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3678717.3691312","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3678717.3691312","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Advances in Geographic Information Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3678717.3691312","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3678717.3691312","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd ACM International Conference on Advances in Geographic Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1984113680","https://openalex.org/W1985851592","https://openalex.org/W2061779556","https://openalex.org/W2106869861","https://openalex.org/W2163857553","https://openalex.org/W2262889796","https://openalex.org/W2995006815","https://openalex.org/W2995790272","https://openalex.org/W3080252065","https://openalex.org/W3092477593","https://openalex.org/W3129311377","https://openalex.org/W3158238516","https://openalex.org/W3158278422","https://openalex.org/W3158906227","https://openalex.org/W3162926177","https://openalex.org/W3174773560","https://openalex.org/W3184593429","https://openalex.org/W3189393289","https://openalex.org/W3197040406","https://openalex.org/W3198373439","https://openalex.org/W3212867051","https://openalex.org/W3216866735","https://openalex.org/W4220705833","https://openalex.org/W4221167097","https://openalex.org/W4224322255","https://openalex.org/W4225856922","https://openalex.org/W4240085721","https://openalex.org/W4253514344","https://openalex.org/W4283024458","https://openalex.org/W4286908845","https://openalex.org/W4287207696","https://openalex.org/W4306763689","https://openalex.org/W4307346070","https://openalex.org/W4310413558","https://openalex.org/W4323044852","https://openalex.org/W4379874920","https://openalex.org/W4383314076","https://openalex.org/W4385299065","https://openalex.org/W4385562623","https://openalex.org/W4385568020","https://openalex.org/W4385783183","https://openalex.org/W4385955311","https://openalex.org/W4386412368","https://openalex.org/W4387389767","https://openalex.org/W4388037816","https://openalex.org/W4390100479","https://openalex.org/W4390547984"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0],"fifth-generation":[1],"(5G)":[2],"mobile":[3,120,193],"network":[4,54,95,107,149,180,194,249],"has":[5,64],"significantly":[6],"enhanced":[7],"people's":[8],"lives":[9],"with":[10,125,206],"faster":[11],"internet":[12],"speed":[13],"and":[14,56,129,160,170,182,234],"more":[15,33,75,225],"reliable":[16],"connections.":[17],"However,":[18,109],"there":[19],"is":[20,51,70,84],"still":[21],"insufficient":[22,126,207],"coverage":[23,128],"of":[24,118],"5G":[25,63,119,127,132,148,158,200,208,254],"networks":[26,173],"worldwide,":[27],"requiring":[28],"telecom":[29],"operators":[30,90],"to":[31,36,91,105,175,252],"deploy":[32],"base":[34,77,255],"stations":[35],"meet":[37],"the":[38,155,177,189,218],"increasing":[39],"demand":[40],"for":[41,72,147],"5G's":[42],"further":[43],"commercialization.":[44],"In":[45],"this":[46,137,187],"regard,":[47],"a":[48,74,85,141,165,248],"major":[49],"challenge":[50],"understanding":[52],"user":[53,94],"behaviors":[55],"traffic":[57,82,133,150,159,181,195,201,250],"demands":[58,96],"in":[59,97,114,123,203],"target":[60,98,204],"areas":[61,124],"where":[62],"not":[65],"yet":[66],"been":[67],"deployed,":[68],"which":[69],"crucial":[71],"developing":[73],"efficient":[76],"station":[78,256],"deployment":[79,103,257],"strategy.":[80],"Mobile":[81],"generation":[83,202,231],"potential":[86],"approach":[87],"that":[88,217],"enables":[89],"preemptively":[92],"estimate":[93],"areas,":[99],"thereby":[100,197],"specifying":[101],"corresponding":[102],"strategies":[104],"enhance":[106],"performance.":[108],"existing":[110,161],"methods":[111],"have":[112,215,238],"limitations":[113],"capturing":[115],"spatio-temporal":[116],"features":[117],"traffic,":[121,163],"particularly":[122],"limited":[130],"historical":[131],"data.":[134],"To":[135],"fill":[136],"gap,":[138],"we":[139,237],"introduce":[140],"regional":[142,183],"feature":[143],"conditioned":[144],"diffusion":[145],"framework":[146,190],"generation.":[151],"Our":[152],"models":[153],"explore":[154],"relationship":[156],"between":[157,179],"4G":[162],"utilizing":[164],"customized":[166],"cross":[167],"attention":[168],"mechanism":[169],"graph":[171],"convolutional":[172],"(GCN)":[174],"capture":[176],"correlation":[178],"features.":[184],"Based":[185],"on":[186,212,242],"relationship,":[188],"can":[191],"characterize":[192],"demands,":[196],"achieving":[198],"high-fidelity":[199,230],"regions":[205],"coverage.":[209],"Extensive":[210],"experiments":[211],"real-world":[213],"datasets":[214],"shown":[216],"proposed":[219],"scheme":[220,241],"outperforms":[221],"state-of-the-art":[222],"baselines":[223],"by":[224],"than":[226],"10%,":[227],"demonstrating":[228],"its":[229],"capability,":[232],"controllability,":[233],"generalizability.":[235],"Moreover,":[236],"deployed":[239],"our":[240],"China":[243],"Mobile's":[244],"Jiutian":[245],"Platform":[246],"as":[247],"simulator":[251],"improve":[253],"strategies.":[258]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}