{"id":"https://openalex.org/W4394619944","doi":"https://doi.org/10.1142/s0218127424500482","title":"An Integrated Reservoir Predictor Based on Spatiotemporal Information Transformation","display_name":"An Integrated Reservoir Predictor Based on Spatiotemporal Information Transformation","publication_year":2024,"publication_date":"2024-03-30","ids":{"openalex":"https://openalex.org/W4394619944","doi":"https://doi.org/10.1142/s0218127424500482"},"language":"en","primary_location":{"id":"doi:10.1142/s0218127424500482","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218127424500482","pdf_url":null,"source":{"id":"https://openalex.org/S81011612","display_name":"International Journal of Bifurcation and Chaos","issn_l":"0218-1274","issn":["0218-1274","1793-6551"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Bifurcation and Chaos","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/A5019062042","display_name":"N. Yang","orcid":"https://orcid.org/0009-0004-0995-0149"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Na Yang","raw_affiliation_strings":["School of Mathematics, South China University of Technology, Guangzhou 510640, P. R. China"],"raw_orcid":"https://orcid.org/0009-0004-0995-0149","affiliations":[{"raw_affiliation_string":"School of Mathematics, South China University of Technology, Guangzhou 510640, P. R. China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029866827","display_name":"Renhao Hong","orcid":"https://orcid.org/0000-0003-0565-927X"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renhao Hong","raw_affiliation_strings":["School of Mathematics, South China University of Technology, Guangzhou 510640, P. R. China"],"raw_orcid":"https://orcid.org/0000-0003-0565-927X","affiliations":[{"raw_affiliation_string":"School of Mathematics, South China University of Technology, Guangzhou 510640, P. R. China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100326679","display_name":"Pei Chen","orcid":"https://orcid.org/0000-0002-2017-576X"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Pei Chen","raw_affiliation_strings":["School of Mathematics, South China University of Technology, Guangzhou 510640, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-2017-576X","affiliations":[{"raw_affiliation_string":"School of Mathematics, South China University of Technology, Guangzhou 510640, P. R. China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101651858","display_name":"Zhengrong Liu","orcid":"https://orcid.org/0000-0001-9709-0425"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhengrong liu","raw_affiliation_strings":["School of Mathematics, South China University of Technology, Guangzhou 510640, P. R. China"],"raw_orcid":"https://orcid.org/0000-0001-9709-0425","affiliations":[{"raw_affiliation_string":"School of Mathematics, South China University of Technology, Guangzhou 510640, P. R. China","institution_ids":["https://openalex.org/I90610280"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100326679","https://openalex.org/A5101651858"],"corresponding_institution_ids":["https://openalex.org/I90610280"],"apc_list":null,"apc_paid":null,"fwci":0.61,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.59959697,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"34","issue":"04","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.8916000127792358,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.8916000127792358,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/transformation","display_name":"Transformation (genetics)","score":0.6553179025650024},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.40064334869384766},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3398614525794983},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.102958083152771}],"concepts":[{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.6553179025650024},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.40064334869384766},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3398614525794983},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.102958083152771},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218127424500482","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218127424500482","pdf_url":null,"source":{"id":"https://openalex.org/S81011612","display_name":"International Journal of Bifurcation and Chaos","issn_l":"0218-1274","issn":["0218-1274","1793-6551"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Bifurcation and Chaos","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3754337363","display_name":null,"funder_award_id":"62172164","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6119021020","display_name":null,"funder_award_id":"\uff08T2341022\uff09","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G644031208","display_name":null,"funder_award_id":"12322119","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G877715084","display_name":"\u51e0\u7c7b\u975e\u7ebf\u6027\u65b9\u7a0b\u7684\u5b9a\u6027\u7814\u7a76","funder_award_id":"11971176","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8939384554","display_name":null,"funder_award_id":"12271180","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1549386224","https://openalex.org/W1689711448","https://openalex.org/W1969524524","https://openalex.org/W1980933792","https://openalex.org/W2006487144","https://openalex.org/W2033412785","https://openalex.org/W2056020341","https://openalex.org/W2117014758","https://openalex.org/W2135591260","https://openalex.org/W2136250054","https://openalex.org/W2169384417","https://openalex.org/W2596585349","https://openalex.org/W2614221804","https://openalex.org/W2745385143","https://openalex.org/W2782714865","https://openalex.org/W2784207258","https://openalex.org/W2788403524","https://openalex.org/W2885195348","https://openalex.org/W2889450888","https://openalex.org/W2895043543","https://openalex.org/W2944851425","https://openalex.org/W2964347220","https://openalex.org/W3005619874","https://openalex.org/W3020878652","https://openalex.org/W3049310425","https://openalex.org/W3049633943","https://openalex.org/W3086494447","https://openalex.org/W3097999286","https://openalex.org/W3105919389","https://openalex.org/W3119282703","https://openalex.org/W3124293414","https://openalex.org/W3126004264","https://openalex.org/W3164798785","https://openalex.org/W3214007446","https://openalex.org/W4212812220","https://openalex.org/W4239340087","https://openalex.org/W4245276699","https://openalex.org/W4312221828","https://openalex.org/W4386452973"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2324615561","https://openalex.org/W2086120259","https://openalex.org/W2390279801","https://openalex.org/W2245170124","https://openalex.org/W2076393078","https://openalex.org/W2358668433","https://openalex.org/W3186982001","https://openalex.org/W1984402782"],"abstract_inverted_index":{"Multistep":[0],"prediction":[1,121],"of":[2,38,54,61,83,106,110,185],"high-dimensional":[3,31,55],"time":[4,32],"series":[5],"is":[6,43],"an":[7,17,93],"essential":[8],"and":[9,24,65,103,131,150,154,160,176],"challenging":[10],"task.":[11],"In":[12],"this":[13],"study,":[14],"we":[15],"propose":[16],"integrated":[18,97,115],"reservoir":[19,71,98,116,124],"predictor":[20,99,117],"for":[21],"making":[22],"accurate":[23],"robust":[25,104],"multistep-ahead":[26,108],"forecasts":[27],"based":[28],"on":[29],"short-term":[30],"series.":[33],"Initially,":[34],"a":[35],"conjugated":[36],"pair":[37],"Spatiotemporal":[39],"Information":[40],"(STI)":[41],"equations":[42,75],"derived":[44],"using":[45],"Takens\u2019":[46],"embedding":[47],"theory":[48],"to":[49,78,137],"transform":[50],"the":[51,62,84,96,107,183],"spatial":[52],"information":[53,60],"variables":[56],"into":[57],"one-dimensional":[58],"temporal":[59],"target":[63,85,112],"variable":[64],"vice":[66],"versa.":[67],"Next,":[68],"by":[69,166],"exploiting":[70],"networks,":[72],"reservoir-based":[73],"STI":[74],"are":[76],"established":[77],"efficiently":[79],"capture":[80],"nonlinear":[81],"dynamics":[82],"system":[86],"with":[87],"only":[88],"linear":[89],"optimization.":[90],"Then,":[91],"through":[92],"integration":[94],"phase,":[95],"can":[100],"output":[101],"precise":[102],"predictions":[105],"states":[109],"any":[111],"variable.":[113],"The":[114],"outperforms":[118],"some":[119],"other":[120],"methods":[122],"(including":[123],"computing,":[125],"long-short-term-memory":[126],"network,":[127],"convolutional":[128],"neural":[129],"network":[130],"support":[132],"vector":[133],"regression),":[134],"when":[135],"applied":[136],"classical":[138],"dynamic":[139],"systems":[140],"(e.g.":[141],"60D":[142,151],"double":[143],"scroll":[144],"model,":[145,149],"40D":[146],"Lorenz":[147],"96":[148],"R\u00f6ssler":[152],"model)":[153],"real-world":[155],"datasets":[156],"(solar":[157],"generation":[158],"data":[159],"PM2.5":[161],"concentration":[162],"records),":[163],"as":[164,170],"indicated":[165],"evaluation":[167],"metrics":[168],"such":[169],"Pearson":[171],"correlation":[172],"coefficients":[173],"exceeding":[174],"0.9":[175],"root-mean-square":[177],"errors":[178],"below":[179],"0.3,":[180],"even":[181],"in":[182,187],"presence":[184],"noise":[186],"training":[188],"data.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-08-06T08:24:18.245995","created_date":"2025-10-10T00:00:00"}