{"id":"https://openalex.org/W7164413024","doi":"https://doi.org/10.1007/s10489-026-07325-8","title":"STA-HRNN-BiGRU: a spatiotemporal sequence multivariate forecasting model integrating spatiotemporal information","display_name":"STA-HRNN-BiGRU: a spatiotemporal sequence multivariate forecasting model integrating spatiotemporal information","publication_year":2026,"publication_date":"2026-06-01","ids":{"openalex":"https://openalex.org/W7164413024","doi":"https://doi.org/10.1007/s10489-026-07325-8"},"language":"en","primary_location":{"id":"doi:10.1007/s10489-026-07325-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10489-026-07325-8","pdf_url":null,"source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","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/A5126946565","display_name":"Junyan Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junyan Sun","raw_affiliation_strings":["Gansu Center for Fundamental Research in Complex Systems Analysis and Control, Lanzhou Jiaotong University, 88 Anning West Road, Lanzhou, 730070, Gansu Province, China","School of Mathematics and Physics, Lanzhou Jiaotong University, 88 Anning West Road, Lanzhou, 730070, Gansu Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gansu Center for Fundamental Research in Complex Systems Analysis and Control, Lanzhou Jiaotong University, 88 Anning West Road, Lanzhou, 730070, Gansu Province, China","institution_ids":["https://openalex.org/I3133134087"]},{"raw_affiliation_string":"School of Mathematics and Physics, Lanzhou Jiaotong University, 88 Anning West Road, Lanzhou, 730070, Gansu Province, China","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125599580","display_name":"Zhongrong Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhongrong Zhang","raw_affiliation_strings":["Gansu Center for Fundamental Research in Complex Systems Analysis and Control, Lanzhou Jiaotong University, 88 Anning West Road, Lanzhou, 730070, Gansu Province, China","School of Mathematics and Physics, Lanzhou Jiaotong University, 88 Anning West Road, Lanzhou, 730070, Gansu Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gansu Center for Fundamental Research in Complex Systems Analysis and Control, Lanzhou Jiaotong University, 88 Anning West Road, Lanzhou, 730070, Gansu Province, China","institution_ids":["https://openalex.org/I3133134087"]},{"raw_affiliation_string":"School of Mathematics and Physics, Lanzhou Jiaotong University, 88 Anning West Road, Lanzhou, 730070, Gansu Province, China","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126892094","display_name":"Yulin Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210088494","display_name":"Gansu Province Computing Center","ror":"https://ror.org/003wq4h14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210088494"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yulin Shen","raw_affiliation_strings":["Key Laboratory of Advanced Computing of Gansu Province, 42 Qingyang Road, Chengguan District, Lanzhou, 730070, Gansu Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Advanced Computing of Gansu Province, 42 Qingyang Road, Chengguan District, Lanzhou, 730070, Gansu Province, China","institution_ids":["https://openalex.org/I4210088494"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075867809","display_name":"Kang Lin","orcid":"https://orcid.org/0000-0002-2338-6175"},"institutions":[{"id":"https://openalex.org/I12615008","display_name":"Beijing Normal-Hong Kong Baptist University","ror":"https://ror.org/04snvc712","country_code":"CN","type":"education","lineage":["https://openalex.org/I12615008"]},{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Kang Lin","raw_affiliation_strings":["Faculty of Science and Technology, Beijing Normal University-Hong Kong Baptist University United International College, 2000 Jintong Road, Tangjiawan, Xiangzhou District, Zhuhai, 519087, Guangdong Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Science and Technology, Beijing Normal University-Hong Kong Baptist University United International College, 2000 Jintong Road, Tangjiawan, Xiangzhou District, Zhuhai, 519087, Guangdong Province, China","institution_ids":["https://openalex.org/I12615008","https://openalex.org/I141568987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138482173","display_name":"Zeyu Duan","orcid":null},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeyu Duan","raw_affiliation_strings":["Gansu Center for Fundamental Research in Complex Systems Analysis and Control, Lanzhou Jiaotong University, 88 Anning West Road, Lanzhou, 730070, Gansu Province, China","School of Mathematics and Physics, Lanzhou Jiaotong University, 88 Anning West Road, Lanzhou, 730070, Gansu Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gansu Center for Fundamental Research in Complex Systems Analysis and Control, Lanzhou Jiaotong University, 88 Anning West Road, Lanzhou, 730070, Gansu Province, China","institution_ids":["https://openalex.org/I3133134087"]},{"raw_affiliation_string":"School of Mathematics and Physics, Lanzhou Jiaotong University, 88 Anning West Road, Lanzhou, 730070, Gansu Province, China","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5138471933","display_name":"Jisheng Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111792","display_name":"Guizhou Water Conservancy and Hydropower Survey and Design Institute","ror":"https://ror.org/026z6mp76","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210111792"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jisheng Li","raw_affiliation_strings":["Gansu Wuwei Hydrological and Water Resources Survey Center, 73 Xuefu Road, Liangzhou District, Wuwei, 733000, Gansu Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gansu Wuwei Hydrological and Water Resources Survey Center, 73 Xuefu Road, Liangzhou District, Wuwei, 733000, Gansu Province, China","institution_ids":["https://openalex.org/I4210111792"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5125599580","https://openalex.org/A5126892094"],"corresponding_institution_ids":["https://openalex.org/I3133134087","https://openalex.org/I4210088494"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.95715967,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":"56","issue":"8","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.43479999899864197,"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"}},"topics":[{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.43479999899864197,"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"}},{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.08160000294446945,"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"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.07819999754428864,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.6743000149726868},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.6098999977111816},{"id":"https://openalex.org/keywords/time-sequence","display_name":"Time sequence","score":0.4097000062465668},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39100000262260437}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8633999824523926},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.6743000149726868},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.6098999977111816},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5408999919891357},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47909998893737793},{"id":"https://openalex.org/C3020136221","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time sequence","level":2,"score":0.4097000062465668},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39100000262260437},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2892000079154968},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.262800008058548},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.23759999871253967}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10489-026-07325-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10489-026-07325-8","pdf_url":null,"source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.47920137643814087,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1496090722","https://openalex.org/W2027486666","https://openalex.org/W2064675550","https://openalex.org/W2069257995","https://openalex.org/W2088123298","https://openalex.org/W2110485445","https://openalex.org/W2112796928","https://openalex.org/W2317942309","https://openalex.org/W2526511911","https://openalex.org/W2750213292","https://openalex.org/W2756203131","https://openalex.org/W2788134583","https://openalex.org/W2903871660","https://openalex.org/W2907492528","https://openalex.org/W2919115771","https://openalex.org/W2997350038","https://openalex.org/W2997848713","https://openalex.org/W3048507808","https://openalex.org/W3069857557","https://openalex.org/W3200585477","https://openalex.org/W4281936363","https://openalex.org/W4282940995","https://openalex.org/W4285606318","https://openalex.org/W4292963524","https://openalex.org/W4294556228","https://openalex.org/W4300402905","https://openalex.org/W4307516694","https://openalex.org/W4377826839","https://openalex.org/W4381250019","https://openalex.org/W4384823929","https://openalex.org/W4386643799","https://openalex.org/W4392473837","https://openalex.org/W4394062855","https://openalex.org/W4409474007","https://openalex.org/W7124458840"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2026-06-12T00:00:00"}
