{"id":"https://openalex.org/W4393240942","doi":"https://doi.org/10.1109/jstars.2024.3382136","title":"A Novel Remote Sensing Spatiotemporal Data Fusion Framework Based on the Combination of Deep-Learning Downscaling and Traditional Fusion Algorithm","display_name":"A Novel Remote Sensing Spatiotemporal Data Fusion Framework Based on the Combination of Deep-Learning Downscaling and Traditional Fusion Algorithm","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4393240942","doi":"https://doi.org/10.1109/jstars.2024.3382136"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2024.3382136","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3382136","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/4609444/10480541.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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 Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/4609443/4609444/10480541.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013527857","display_name":"Dunyue Cui","orcid":"https://orcid.org/0009-0007-0159-9229"},"institutions":[{"id":"https://openalex.org/I4210166499","display_name":"Henan Polytechnic University","ror":"https://ror.org/05vr1c885","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210166499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dunyue Cui","raw_affiliation_strings":["School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo, China","School of Surveying and Land information Engineering, Henan Polytechnic University (HPU), Jiaozuo 454003, China"],"raw_orcid":"https://orcid.org/0009-0007-0159-9229","affiliations":[{"raw_affiliation_string":"School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo, China","institution_ids":["https://openalex.org/I4210166499"]},{"raw_affiliation_string":"School of Surveying and Land information Engineering, Henan Polytechnic University (HPU), Jiaozuo 454003, China","institution_ids":["https://openalex.org/I4210166499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107006519","display_name":"Shidong Wang","orcid":"https://orcid.org/0000-0003-3359-6130"},"institutions":[{"id":"https://openalex.org/I4210166499","display_name":"Henan Polytechnic University","ror":"https://ror.org/05vr1c885","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210166499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shidong Wang","raw_affiliation_strings":["School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo, China","School of Surveying and Land information Engineering, Henan Polytechnic University (HPU), Jiaozuo 454003, China"],"raw_orcid":"https://orcid.org/0000-0003-3359-6130","affiliations":[{"raw_affiliation_string":"School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo, China","institution_ids":["https://openalex.org/I4210166499"]},{"raw_affiliation_string":"School of Surveying and Land information Engineering, Henan Polytechnic University (HPU), Jiaozuo 454003, China","institution_ids":["https://openalex.org/I4210166499"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102628296","display_name":"Cunwei Zhao","orcid":"https://orcid.org/0009-0000-1171-607X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cunwei Zhao","raw_affiliation_strings":["Handan Guangkai Land Planning and Design Company Ltd., Handan, China","Handan Guangkai Land Planning & Design Co., Ltd., Handan 056004, China"],"raw_orcid":"https://orcid.org/0009-0000-1171-607X","affiliations":[{"raw_affiliation_string":"Handan Guangkai Land Planning and Design Company Ltd., Handan, China","institution_ids":[]},{"raw_affiliation_string":"Handan Guangkai Land Planning & Design Co., Ltd., Handan 056004, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107005260","display_name":"Hebing Zhang","orcid":"https://orcid.org/0009-0005-4799-8124"},"institutions":[{"id":"https://openalex.org/I4210166499","display_name":"Henan Polytechnic University","ror":"https://ror.org/05vr1c885","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210166499"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hebing Zhang","raw_affiliation_strings":["School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo, China","School of Surveying and Land information Engineering, Henan Polytechnic University (HPU), Jiaozuo 454003, China"],"raw_orcid":"https://orcid.org/0009-0005-4799-8124","affiliations":[{"raw_affiliation_string":"School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo, China","institution_ids":["https://openalex.org/I4210166499"]},{"raw_affiliation_string":"School of Surveying and Land information Engineering, Henan Polytechnic University (HPU), Jiaozuo 454003, China","institution_ids":["https://openalex.org/I4210166499"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1496,"currency":"USD","value_usd":1496},"apc_paid":{"value":1496,"currency":"USD","value_usd":1496},"fwci":2.0113,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.86726567,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"17","issue":null,"first_page":"7957","last_page":"7970"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9882000088691711,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/computer-science","display_name":"Computer science","score":0.7310671806335449},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.7114665508270264},{"id":"https://openalex.org/keywords/downscaling","display_name":"Downscaling","score":0.6529873013496399},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.643130362033844},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5345963835716248},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4554734528064728},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4228770136833191},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34726017713546753},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3300516605377197},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.32396841049194336},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.08601164817810059},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.07609778642654419}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7310671806335449},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.7114665508270264},{"id":"https://openalex.org/C41156917","wikidata":"https://www.wikidata.org/wiki/Q682831","display_name":"Downscaling","level":3,"score":0.6529873013496399},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.643130362033844},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5345963835716248},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4554734528064728},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4228770136833191},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34726017713546753},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3300516605377197},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.32396841049194336},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.08601164817810059},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.07609778642654419},{"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/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2024.3382136","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3382136","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/4609444/10480541.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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 Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:7b564f4f047f4f728aaf3d5e64cde961","is_oa":true,"landing_page_url":"https://doaj.org/article/7b564f4f047f4f728aaf3d5e64cde961","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 17, Pp 7957-7970 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2024.3382136","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3382136","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/4609444/10480541.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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 Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1316827267","display_name":null,"funder_award_id":"U22A20620","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4275557508","display_name":null,"funder_award_id":"U21A20108","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4669667314","display_name":null,"funder_award_id":"U21A20108","funder_id":"https://openalex.org/F4320321954","funder_display_name":"Henan Polytechnic University"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321954","display_name":"Henan Polytechnic University","ror":"https://ror.org/05vr1c885"},{"id":"https://openalex.org/F4320336593","display_name":"Henan Provincial Science and Technology Research Project","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4393240942.pdf","grobid_xml":"https://content.openalex.org/works/W4393240942.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1885185971","https://openalex.org/W1982956952","https://openalex.org/W2031596845","https://openalex.org/W2056811372","https://openalex.org/W2061929982","https://openalex.org/W2088603520","https://openalex.org/W2164943663","https://openalex.org/W2200350976","https://openalex.org/W2349307078","https://openalex.org/W2357844350","https://openalex.org/W2412588858","https://openalex.org/W2793445582","https://openalex.org/W2795018073","https://openalex.org/W2843468165","https://openalex.org/W2866634454","https://openalex.org/W2983046434","https://openalex.org/W2989531848","https://openalex.org/W2992343265","https://openalex.org/W2997785864","https://openalex.org/W3011782621","https://openalex.org/W3033239110","https://openalex.org/W3043719198","https://openalex.org/W3096444413","https://openalex.org/W3099608030","https://openalex.org/W3123173184","https://openalex.org/W3198244815","https://openalex.org/W3207918547","https://openalex.org/W4213425069","https://openalex.org/W4220986393","https://openalex.org/W4285294545","https://openalex.org/W4312491716","https://openalex.org/W4322097768","https://openalex.org/W4382371065","https://openalex.org/W4384159725","https://openalex.org/W4385532245"],"related_works":["https://openalex.org/W2394436593","https://openalex.org/W3013458534","https://openalex.org/W3010558748","https://openalex.org/W2526815458","https://openalex.org/W4220911053","https://openalex.org/W2132659060","https://openalex.org/W2031992971","https://openalex.org/W4380075502","https://openalex.org/W3214791684","https://openalex.org/W2152662039"],"abstract_inverted_index":{"Traditional":[0],"remote":[1],"sensing":[2],"spatio-temporal":[3,59,93],"data":[4,196,224],"fusion":[5,41,60,94,225],"algorithms":[6],"generally":[7],"use":[8],"up-sampled":[9],"low-resolution":[10,33,64,73],"images":[11,18,23,65,74,88],"(MODIS)":[12],"to":[13,112,118,150,219],"be":[14,217],"fused":[15,91],"with":[16,57,75,83],"high-resolution":[17,84],"(Landsat),":[19],"this":[20,45,97,123,214],"makes":[21],"both":[22],"less":[24],"spatially":[25],"consistent":[26],"and":[27,79,106,156,163,175,183,192,222],"many":[28],"hybrid":[29],"image":[30,68,170],"elements":[31,171],"in":[32,185,213],"images,":[34],"so":[35],"uncertainty":[36],"errors":[37],"propagate":[38],"into":[39],"the":[40,120,139,199,202],"results.":[42],"To":[43],"address":[44],"issue,":[46],"we":[47,71,99],"propose":[48],"a":[49,115,129],"framework":[50,211],"for":[51],"combining":[52],"deep":[53],"learning-based":[54],"super-resolution":[55,67],"techniques":[56],"traditional":[58],"methods.":[61,95],"By":[62],"reconstructing":[63],"using":[66,92],"reconstruction":[69],"techniques,":[70],"obtain":[72],"more":[76,176,208],"spatial":[77,81,191,221],"details":[78],"better":[80,168],"consistency":[82],"images.":[85],"These":[86],"reconstructed":[87],"are":[89,207],"then":[90],"In":[96],"study,":[98],"selected":[100],"Flexible":[101],"Spatio-Temporal":[102],"Data":[103],"Fusion":[104],"(FSDAF)":[105],"Residual":[107],"Channel":[108],"Attention":[109],"Network":[110],"(RCAN)":[111],"carry":[113],"out":[114],"detailed":[116],"study":[117,215],"prove":[119],"effectiveness":[121],"of":[122,125,201,205],"kind":[124],"framework.":[126],"That":[127],"is,":[128],"new":[130],"RCAN-FSDAF":[131,137,147,167,206],"model":[132],"is":[133,148],"developed.":[134],"After":[135],"testing,":[136],"has":[138],"following":[140],"advantages::(1)":[141],"The":[142,210],"band":[143],"reflectance":[144,152],"predicted":[145],"by":[146,160,198],"closer":[149],"base":[151],"than":[153],"FSDAF,":[154],"DMNet,":[155],"GAN-STFM,":[157],"as":[158],"shown":[159],"greater":[161],"correlation":[162],"smaller":[164],"error.":[165],"(2)":[166],"decomposes":[169],"among":[172],"heterogeneous":[173],"features":[174,182],"accurately":[177],"identifies":[178],"boundaries":[179],"between":[180],"different":[181],"changes":[184],"land":[186],"cover":[187],"type.":[188],"(3)":[189],"High":[190],"temporal":[193,223],"resolution":[194],"NDVI":[195],"obtained":[197],"inversion":[200],"prediction":[203],"results":[204],"accurate.":[209],"developed":[212],"can":[216],"extended":[218],"other":[220],"applications.":[226]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2025-10-10T00:00:00"}