{"id":"https://openalex.org/W4399375104","doi":"https://doi.org/10.1109/tfuzz.2024.3409894","title":"Deep Spatio-Temporal Fuzzy Model for NDVI Forecasting","display_name":"Deep Spatio-Temporal Fuzzy Model for NDVI Forecasting","publication_year":2024,"publication_date":"2024-06-05","ids":{"openalex":"https://openalex.org/W4399375104","doi":"https://doi.org/10.1109/tfuzz.2024.3409894"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2024.3409894","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2024.3409894","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"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 Fuzzy Systems","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/A5001569417","display_name":"Zhao Su","orcid":"https://orcid.org/0009-0003-4263-9929"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhao Su","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"raw_orcid":"https://orcid.org/0009-0003-4263-9929","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031318875","display_name":"Jun Shen","orcid":"https://orcid.org/0000-0002-9403-7140"},"institutions":[{"id":"https://openalex.org/I204824540","display_name":"University of Wollongong","ror":"https://ror.org/00jtmb277","country_code":"AU","type":"education","lineage":["https://openalex.org/I204824540"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jun Shen","raw_affiliation_strings":["School of Computing and Information Technology, University of Wollongong, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9403-7140","affiliations":[{"raw_affiliation_string":"School of Computing and Information Technology, University of Wollongong, NSW, Australia","institution_ids":["https://openalex.org/I204824540"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yu Sun","orcid":"https://orcid.org/0009-0002-4439-2950"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Sun","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"raw_orcid":"https://orcid.org/0009-0002-4439-2950","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043064566","display_name":"Rizhen Hu","orcid":"https://orcid.org/0009-0000-3812-1252"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rizhen Hu","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"raw_orcid":"https://orcid.org/0009-0000-3812-1252","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100604365","display_name":"Qingguo Zhou","orcid":"https://orcid.org/0000-0001-8054-5446"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingguo Zhou","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-8054-5446","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048124575","display_name":"Binbin Yong","orcid":"https://orcid.org/0000-0002-6460-8950"},"institutions":[{"id":"https://openalex.org/I76214153","display_name":"Lanzhou University","ror":"https://ror.org/01mkqqe32","country_code":"CN","type":"education","lineage":["https://openalex.org/I76214153"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Binbin Yong","raw_affiliation_strings":["School of Information Science and Engineering, Lanzhou University, Lanzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6460-8950","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Lanzhou University, Lanzhou, China","institution_ids":["https://openalex.org/I76214153"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5006,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.90352101,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"33","issue":"1","first_page":"290","last_page":"301"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.7716000080108643,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.7716000080108643,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.7354999780654907,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.7192999720573425,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/normalized-difference-vegetation-index","display_name":"Normalized Difference Vegetation Index","score":0.587363064289093},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4867241680622101},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48281416296958923},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43466493487358093},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4199483096599579},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3368992209434509},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.14576277136802673},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.1146957278251648}],"concepts":[{"id":"https://openalex.org/C1549246","wikidata":"https://www.wikidata.org/wiki/Q718775","display_name":"Normalized Difference Vegetation Index","level":3,"score":0.587363064289093},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4867241680622101},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48281416296958923},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43466493487358093},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4199483096599579},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3368992209434509},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.14576277136802673},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.1146957278251648},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tfuzz.2024.3409894","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2024.3409894","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"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 Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.800000011920929}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W2019207321","https://openalex.org/W2038215949","https://openalex.org/W2046033161","https://openalex.org/W2177403092","https://openalex.org/W2268143634","https://openalex.org/W2305395239","https://openalex.org/W2343036766","https://openalex.org/W2556768542","https://openalex.org/W2557972103","https://openalex.org/W2756203131","https://openalex.org/W2765354512","https://openalex.org/W2787931125","https://openalex.org/W2934379707","https://openalex.org/W2965341826","https://openalex.org/W2971897573","https://openalex.org/W3035016310","https://openalex.org/W3039284495","https://openalex.org/W3080253043","https://openalex.org/W3093496738","https://openalex.org/W3153837358","https://openalex.org/W3170140111","https://openalex.org/W3174022889","https://openalex.org/W4205754567","https://openalex.org/W4206765829","https://openalex.org/W4280641131","https://openalex.org/W4283817628","https://openalex.org/W4290041864","https://openalex.org/W4295768350","https://openalex.org/W4315864818","https://openalex.org/W4386261810","https://openalex.org/W4390603927","https://openalex.org/W4391807505","https://openalex.org/W4403737184","https://openalex.org/W6628877408","https://openalex.org/W6726873649","https://openalex.org/W6735517190","https://openalex.org/W6749825310","https://openalex.org/W6752307458","https://openalex.org/W6772355969","https://openalex.org/W6802504489","https://openalex.org/W6858627970","https://openalex.org/W6930971110"],"related_works":["https://openalex.org/W3207046288","https://openalex.org/W3023446922","https://openalex.org/W4324030030","https://openalex.org/W1980260791","https://openalex.org/W4385533602","https://openalex.org/W3189212133","https://openalex.org/W4382239404","https://openalex.org/W2053086167","https://openalex.org/W4382519838","https://openalex.org/W2526455285"],"abstract_inverted_index":{"The":[0],"normalized":[1],"difference":[2],"vegetation":[3,12],"index":[4],"(NDVI)":[5],"serves":[6],"as":[7,42],"an":[8,85],"essential":[9],"measure":[10],"for":[11,99],"assessment":[13],"and":[14,24,48,125,139],"plays":[15],"a":[16,35,147],"pivotal":[17],"role":[18],"in":[19,65,75,194,197],"environmental":[20],"monitoring,":[21],"ecosystem":[22],"conservation,":[23],"the":[25,60,66,103,109,117,122,128,134,154,161,187,207],"advancement":[26],"of":[27,69,127,136,190],"sustainable":[28],"practices.":[29],"However,":[30],"NDVI":[31,100],"forecasting":[32,196],"typically":[33],"presents":[34],"spatio-temporal":[36,195],"challenge.":[37],"While":[38],"traditional":[39,175],"techniques,":[40],"such":[41],"convolutional":[43,90],"long":[44,93],"short-term":[45,94],"memory":[46,95],"(LSTM)":[47],"graph":[49],"neural":[50,91,171,177],"networks":[51],"(GNNs)":[52],"are":[53,72],"frequently":[54],"utilized":[55],"to":[56,115,141,151,199],"address":[57],"this":[58,80],"issue,":[59],"explicit":[61],"spatial":[62,118,155],"attributes":[63],"inherent":[64],"geographic":[67],"coordinates":[68],"observation":[70,129],"sites":[71],"often":[73],"neglected":[74],"existing":[76],"studies.":[77],"To":[78],"fill":[79],"research":[81],"gap,":[82],"we":[83],"introduce":[84],"innovative":[86],"time-aware":[87],"model,":[88],"fuzzy":[89,172],"network":[92],"(CNN-LSTM),":[96],"designed":[97],"specifically":[98],"prediction":[101],"within":[102],"Chinese":[104],"context.":[105],"This":[106],"model":[107,193,208],"leverages":[108],"adaptive":[110],"neuro-fuzzy":[111],"inference":[112],"system":[113],"(ANFIS)":[114],"encapsulate":[116],"nuances":[119],"presented":[120],"by":[121,158,165],"latitude,":[123],"longitude,":[124],"elevation":[126],"points.":[130],"It":[131],"also":[132,168],"harnesses":[133],"power":[135],"1-D":[137],"convolution":[138],"LSTM":[140],"delineate":[142],"temporal":[143,162,176,184],"patterns.":[144],"We":[145,167],"incorporate":[146],"gate":[148],"control":[149],"mechanism":[150],"effectively":[152],"blend":[153],"intelligence":[156],"rendered":[157],"ANFIS":[159],"with":[160,174],"insights":[163],"captured":[164],"CNN-LSTM.":[166],"combine":[169],"deep":[170],"systems":[173],"networks.":[178],"A":[179],"comparative":[180],"analysis":[181],"spanning":[182],"several":[183],"intervals":[185],"highlights":[186],"superior":[188],"performance":[189],"our":[191],"proposed":[192],"relation":[198],"conventional":[200],"methods.":[201],"Subsequent":[202],"empirical":[203],"evaluations":[204],"confirm":[205],"that":[206],"has":[209],"strong":[210],"generalizability":[211],"across":[212],"diverse":[213],"provinces.":[214]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
