{"id":"https://openalex.org/W4399677731","doi":"https://doi.org/10.1007/s40747-024-01494-0","title":"Spatial-temporal memory enhanced multi-level attention network for origin-destination demand prediction","display_name":"Spatial-temporal memory enhanced multi-level attention network for origin-destination demand prediction","publication_year":2024,"publication_date":"2024-06-14","ids":{"openalex":"https://openalex.org/W4399677731","doi":"https://doi.org/10.1007/s40747-024-01494-0"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-024-01494-0","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s40747-024-01494-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01494-0.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01494-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Jiawei Lu","orcid":"https://orcid.org/0009-0004-9048-3743"},"institutions":[{"id":"https://openalex.org/I1300757298","display_name":"Heilongjiang University of Science and Technology","ror":"https://ror.org/030xwyx96","country_code":"CN","type":"education","lineage":["https://openalex.org/I1300757298"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiawei Lu","raw_affiliation_strings":["Department of Computer Science and Technology, Heilongjiang University, Harbin, 150080, China"],"raw_orcid":"https://orcid.org/0009-0004-9048-3743","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Heilongjiang University, Harbin, 150080, China","institution_ids":["https://openalex.org/I1300757298"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033839030","display_name":"Lin Pan","orcid":"https://orcid.org/0009-0000-7240-6040"},"institutions":[{"id":"https://openalex.org/I1300757298","display_name":"Heilongjiang University of Science and Technology","ror":"https://ror.org/030xwyx96","country_code":"CN","type":"education","lineage":["https://openalex.org/I1300757298"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Pan","raw_affiliation_strings":["Department of Computer Science and Technology, Heilongjiang University, Harbin, 150080, China"],"raw_orcid":"https://orcid.org/0009-0000-7240-6040","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Heilongjiang University, Harbin, 150080, China","institution_ids":["https://openalex.org/I1300757298"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101523305","display_name":"Qianqian Ren","orcid":"https://orcid.org/0000-0003-1171-7018"},"institutions":[{"id":"https://openalex.org/I1300757298","display_name":"Heilongjiang University of Science and Technology","ror":"https://ror.org/030xwyx96","country_code":"CN","type":"education","lineage":["https://openalex.org/I1300757298"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianqian Ren","raw_affiliation_strings":["Department of Computer Science and Technology, Heilongjiang University, Harbin, 150080, China"],"raw_orcid":"https://orcid.org/0000-0003-1171-7018","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Heilongjiang University, Harbin, 150080, China","institution_ids":["https://openalex.org/I1300757298"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I1300757298"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":0.7612,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.69208145,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"10","issue":"5","first_page":"6435","last_page":"6448"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":1.0,"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":1.0,"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/T10698","display_name":"Transportation Planning and Optimization","score":0.9991000294685364,"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9973999857902527,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7857956886291504},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5755961537361145},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5728380680084229},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5521900057792664},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.49273231625556946},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.48616573214530945},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.4706370532512665},{"id":"https://openalex.org/keywords/spatial-analysis","display_name":"Spatial analysis","score":0.4680967330932617},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4616957902908325},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.45597848296165466},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.433987557888031},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40900203585624695},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07870152592658997}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7857956886291504},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5755961537361145},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5728380680084229},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5521900057792664},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.49273231625556946},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.48616573214530945},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.4706370532512665},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.4680967330932617},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4616957902908325},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.45597848296165466},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.433987557888031},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40900203585624695},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07870152592658997},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-024-01494-0","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s40747-024-01494-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01494-0.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:980d03a6291d42a1b724f49e366f8efe","is_oa":true,"landing_page_url":"https://doaj.org/article/980d03a6291d42a1b724f49e366f8efe","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 10, Iss 5, Pp 6435-6448 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-024-01494-0","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s40747-024-01494-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01494-0.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4399677731.pdf"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W63326460","https://openalex.org/W2047332899","https://openalex.org/W2157331557","https://openalex.org/W2295598076","https://openalex.org/W2949732208","https://openalex.org/W2964319113","https://openalex.org/W2998116985","https://openalex.org/W3080253043","https://openalex.org/W3111535274","https://openalex.org/W3119249947","https://openalex.org/W3119688269","https://openalex.org/W3153465022","https://openalex.org/W4205724101","https://openalex.org/W4205731521","https://openalex.org/W4220932752","https://openalex.org/W4281651051","https://openalex.org/W4285601728","https://openalex.org/W4296188488","https://openalex.org/W4301395451","https://openalex.org/W4308033654","https://openalex.org/W4309731565","https://openalex.org/W4312443924","https://openalex.org/W4313855753","https://openalex.org/W4317384366","https://openalex.org/W4317436033","https://openalex.org/W4317625837","https://openalex.org/W4362689842","https://openalex.org/W4367046748","https://openalex.org/W4377971398","https://openalex.org/W4383172002","https://openalex.org/W4387117982","https://openalex.org/W4389775953","https://openalex.org/W4390979164","https://openalex.org/W4392382537","https://openalex.org/W6604377271","https://openalex.org/W6828894009","https://openalex.org/W7045313712"],"related_works":["https://openalex.org/W2736674626","https://openalex.org/W2973875853","https://openalex.org/W2347703430","https://openalex.org/W3148227991","https://openalex.org/W3147584709","https://openalex.org/W2977677679","https://openalex.org/W3001521712","https://openalex.org/W4210727352","https://openalex.org/W2380470746","https://openalex.org/W1992327129"],"abstract_inverted_index":{"Abstract":[0],"Origin-destination":[1],"demand":[2],"prediction":[3,106,205],"is":[4,83,97,115,148,169],"a":[5,71,109,143,159],"critical":[6],"task":[7],"in":[8],"the":[9,18,65,75,105,120,132,173,176,181,184,200,208],"field":[10],"of":[11,49,88,175,183],"intelligent":[12],"transportation":[13],"systems.":[14],"However,":[15],"accurately":[16],"modeling":[17],"complex":[19],"spatial-temporal":[20],"dependencies":[21,48,122,157],"presents":[22],"significant":[23],"challenges,":[24,70],"which":[25],"arises":[26],"from":[27,139],"various":[28],"factors,":[29],"including":[30],"spatial,":[31],"temporal,":[32],"and":[33,42,51,59,154],"external":[34,94,102],"influences":[35],"such":[36],"as":[37,55,57],"geographical":[38],"features,":[39],"weather":[40],"conditions,":[41],"traffic":[43],"incidents.":[44],"Moreover,":[45],"capturing":[46],"multi-scale":[47,165],"local":[50],"global":[52],"spatial":[53,111,121],"dependencies,":[54,62],"well":[56],"short":[58],"long-term":[60],"temporal":[61,144,156],"further":[63],"complicates":[64],"task.":[66],"To":[67,179],"address":[68],"these":[69],"novel":[72],"framework":[73,86],"called":[74],"Spatial-Temporal":[76],"Memory":[77],"Enhanced":[78],"Multi-Level":[79],"Attention":[80],"Network":[81],"(ST-MEN)":[82],"proposed.":[84],"The":[85,195],"consists":[87],"several":[89],"key":[90],"components.":[91],"Firstly,":[92],"an":[93],"attention":[95],"mechanism":[96],"incorporated":[98,170],"to":[99,171,213],"efficiently":[100],"process":[101],"factors":[103],"into":[104],"process.":[107],"Secondly,":[108],"dynamic":[110],"feature":[112,145],"extraction":[113,146],"module":[114,130,147],"designed":[116],"that":[117,150,199],"effectively":[118],"captures":[119,151],"among":[123],"nodes.":[124,141],"By":[125],"incorporating":[126],"two":[127,192],"skip-connections,":[128],"this":[129],"preserves":[131],"original":[133],"node":[134],"information":[135,138],"while":[136],"aggregating":[137],"other":[140],"Finally,":[142],"proposed":[149,177,185],"both":[152],"continuous":[153],"discrete":[155],"using":[158],"hierarchical":[160],"memory":[161],"network.":[162],"In":[163],"addition,":[164],"features":[166],"cascade":[167],"fusion":[168],"enhance":[172],"performance":[174],"model.":[178],"evaluate":[180],"effectiveness":[182],"model,":[186],"extensively":[187],"experiments":[188],"are":[189],"conducted":[190],"on":[191],"real-world":[193],"datasets.":[194],"experimental":[196],"results":[197],"demonstrate":[198],"ST-MEN":[201],"model":[202],"achieves":[203],"excellent":[204],"accuracy,":[206],"where":[207],"maximum":[209],"improvement":[210],"can":[211],"reach":[212],"19.1%.":[214]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
