{"id":"https://openalex.org/W4285224822","doi":"https://doi.org/10.1109/tnsm.2022.3187251","title":"Cellular Traffic Prediction: A Deep Learning Method Considering Dynamic Nonlocal Spatial Correlation, Self-Attention, and Correlation of Spatiotemporal Feature Fusion","display_name":"Cellular Traffic Prediction: A Deep Learning Method Considering Dynamic Nonlocal Spatial Correlation, Self-Attention, and Correlation of Spatiotemporal Feature Fusion","publication_year":2022,"publication_date":"2022-06-29","ids":{"openalex":"https://openalex.org/W4285224822","doi":"https://doi.org/10.1109/tnsm.2022.3187251"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2022.3187251","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2022.3187251","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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 Network and Service Management","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/A5090130570","display_name":"Zheheng Rao","orcid":"https://orcid.org/0000-0003-2913-7732"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210118728","display_name":"State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing","ror":"https://ror.org/02bpap860","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118728"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheheng Rao","raw_affiliation_strings":["State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-2913-7732","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I4210118728","https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009029522","display_name":"Yanyan Xu","orcid":"https://orcid.org/0000-0002-3357-249X"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210118728","display_name":"State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing","ror":"https://ror.org/02bpap860","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118728"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanyan Xu","raw_affiliation_strings":["State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-3357-249X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I4210118728","https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049671371","display_name":"Shaoming Pan","orcid":"https://orcid.org/0000-0001-6789-3876"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210118728","display_name":"State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing","ror":"https://ror.org/02bpap860","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118728"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaoming Pan","raw_affiliation_strings":["State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-6789-3876","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I4210118728","https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040336043","display_name":"Jiabao Guo","orcid":"https://orcid.org/0000-0002-2855-4246"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiabao Guo","raw_affiliation_strings":["School of Cyber Science and Engineering, Wuhan University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005006408","display_name":"Yuejing Yan","orcid":"https://orcid.org/0000-0002-0361-1486"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210118728","display_name":"State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing","ror":"https://ror.org/02bpap860","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118728"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuejing Yan","raw_affiliation_strings":["State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-0361-1486","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I4210118728","https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100655747","display_name":"Zhiheng Wang","orcid":"https://orcid.org/0000-0002-6880-9485"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210118728","display_name":"State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing","ror":"https://ror.org/02bpap860","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118728"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiheng Wang","raw_affiliation_strings":["State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I4210118728","https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.2413,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.91944194,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"20","issue":"1","first_page":"426","last_page":"440"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9825000166893005,"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/T10524","display_name":"Traffic control and management","score":0.9631999731063843,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/correlation","display_name":"Correlation","score":0.754867672920227},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7197297811508179},{"id":"https://openalex.org/keywords/spatial-correlation","display_name":"Spatial correlation","score":0.6399134397506714},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5914287567138672},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.576708197593689},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5547293424606323},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4004276394844055},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3498636782169342},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10924506187438965},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.0873880386352539}],"concepts":[{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.754867672920227},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7197297811508179},{"id":"https://openalex.org/C150060386","wikidata":"https://www.wikidata.org/wiki/Q7574054","display_name":"Spatial correlation","level":2,"score":0.6399134397506714},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5914287567138672},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.576708197593689},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5547293424606323},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4004276394844055},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3498636782169342},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10924506187438965},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0873880386352539},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnsm.2022.3187251","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnsm.2022.3187251","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"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 Network and Service Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.75,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G193207671","display_name":null,"funder_award_id":"91738302","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G339156801","display_name":null,"funder_award_id":"2020CFA001","funder_id":"https://openalex.org/F4320322186","funder_display_name":"Natural Science Foundation of Hubei Province"},{"id":"https://openalex.org/G6226053101","display_name":null,"funder_award_id":"2021YFB2501103","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322186","display_name":"Natural Science Foundation of Hubei Province","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W1497398457","https://openalex.org/W1574447377","https://openalex.org/W1657705823","https://openalex.org/W2012546067","https://openalex.org/W2017807084","https://openalex.org/W2033930722","https://openalex.org/W2077537883","https://openalex.org/W2100495367","https://openalex.org/W2112283825","https://openalex.org/W2117829824","https://openalex.org/W2156387975","https://openalex.org/W2166277028","https://openalex.org/W2172064003","https://openalex.org/W2190432600","https://openalex.org/W2194775991","https://openalex.org/W2212315497","https://openalex.org/W2274750026","https://openalex.org/W2474224785","https://openalex.org/W2519223275","https://openalex.org/W2559655401","https://openalex.org/W2572939427","https://openalex.org/W2612472936","https://openalex.org/W2762605243","https://openalex.org/W2767289262","https://openalex.org/W2789386460","https://openalex.org/W2798405286","https://openalex.org/W2807536558","https://openalex.org/W2890072063","https://openalex.org/W2907228515","https://openalex.org/W2919115771","https://openalex.org/W2921319277","https://openalex.org/W2962914733","https://openalex.org/W2963035276","https://openalex.org/W2963091558","https://openalex.org/W2963389592","https://openalex.org/W2963446712","https://openalex.org/W2963547676","https://openalex.org/W2982355056","https://openalex.org/W2999562137","https://openalex.org/W2999682102","https://openalex.org/W3008996886","https://openalex.org/W3029652632","https://openalex.org/W3045867723","https://openalex.org/W3082989441","https://openalex.org/W3091906496","https://openalex.org/W3093000071","https://openalex.org/W3127084347","https://openalex.org/W3206043672","https://openalex.org/W4241152325","https://openalex.org/W6631190155","https://openalex.org/W6638667902","https://openalex.org/W6678856934","https://openalex.org/W6682889407","https://openalex.org/W6766057927","https://openalex.org/W6774032038"],"related_works":["https://openalex.org/W3147584709","https://openalex.org/W2099421762","https://openalex.org/W2530546662","https://openalex.org/W2967030268","https://openalex.org/W1988032185","https://openalex.org/W2898021863","https://openalex.org/W4320029439","https://openalex.org/W2521335480","https://openalex.org/W3121692546","https://openalex.org/W2611370603"],"abstract_inverted_index":{"Cellular":[0],"traffic":[1,18,46,115,154,183],"prediction":[2,19,30,158,177],"will":[3],"play":[4],"a":[5,79,122,161],"key":[6,141],"role":[7],"in":[8,52,116],"the":[9,16,35,42,65,105,110,117,128,140,149,157,168],"deployment":[10],"of":[11,67,91,112,130,143,151],"future":[12],"smart":[13],"cities.":[14],"Although":[15],"current":[17],"methods":[20,178],"based":[21],"on":[22,156,179],"deep":[23,80],"learning":[24,81],"show":[25],"better":[26,172],"performance":[27,173],"than":[28,174],"traditional":[29],"methods,":[31],"they":[32],"still":[33],"have":[34],"following":[36],"problems:":[37],"(1)":[38],"In":[39,62,97,125],"spatial":[40,59,86,98,106],"domain,":[41,64,99,127],"correlations":[43,129],"between":[44],"cellular":[45,153,182],"features":[47,70,132,146,155],"cannot":[48],"be":[49],"captured":[50],"accurately":[51,103],"non-local":[53,85,118],"(including":[54],"\u201cgeographic":[55],"adjacency\u201d":[56],"and":[57,89,108,147],"long-distance)":[58],"areas.":[60],"(2)":[61],"temporal":[63,126],"correlation":[66,90,107],"different":[68,134,144],"time-grained":[69],"is":[71,95],"failed":[72],"to":[73,138],"consider.":[74],"To":[75],"address":[76],"these":[77],"problems,":[78],"method":[82,101,170],"considering":[83],"dynamic":[84],"correlation,":[87],"self-attention,":[88],"spatio-temporal":[92],"feature":[93],"fusion":[94],"proposed.":[96],"our":[100],"can":[102],"capture":[104],"highlight":[109],"contribution":[111],"more":[113],"relevant":[114],"area":[119],"by":[120,159],"designing":[121,160],"NLG-NLAM":[123],"model.":[124],"time-periodic":[131],"with":[133],"granularities":[135],"are":[136],"considered":[137],"clarify":[139],"roles":[142],"periodic":[145],"eliminate":[148],"influence":[150],"irrelevant":[152],"calibration":[162],"layer.":[163],"Experimental":[164],"results":[165],"indicate":[166],"that":[167],"proposed":[169],"shows":[171],"other":[175],"mainstream":[176],"three":[180],"real-world":[181],"datasets.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":4}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
