{"id":"https://openalex.org/W4309455127","doi":"https://doi.org/10.3390/rs14225814","title":"High-Resolution Monitoring of the Snow Cover on the Moroccan Atlas through the Spatio-Temporal Fusion of Landsat and Sentinel-2 Images","display_name":"High-Resolution Monitoring of the Snow Cover on the Moroccan Atlas through the Spatio-Temporal Fusion of Landsat and Sentinel-2 Images","publication_year":2022,"publication_date":"2022-11-17","ids":{"openalex":"https://openalex.org/W4309455127","doi":"https://doi.org/10.3390/rs14225814"},"language":"en","primary_location":{"id":"doi:10.3390/rs14225814","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14225814","pdf_url":"https://www.mdpi.com/2072-4292/14/22/5814/pdf?version=1668687599","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/14/22/5814/pdf?version=1668687599","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075075737","display_name":"Mostafa Bousbaa","orcid":"https://orcid.org/0000-0002-4898-4921"},"institutions":[{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Mostafa Bousbaa","raw_affiliation_strings":["Center for Remote Sensing Applications, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco"],"affiliations":[{"raw_affiliation_string":"Center for Remote Sensing Applications, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco","institution_ids":["https://openalex.org/I4210131560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022162612","display_name":"Abdelaziz Htitiou","orcid":"https://orcid.org/0000-0002-5210-9732"},"institutions":[{"id":"https://openalex.org/I4210119856","display_name":"Universit\u00e9 Sultan Moulay Slimane","ror":"https://ror.org/02m8tb249","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210119856"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdelaziz Htitiou","raw_affiliation_strings":["Data4Earth Laboratory, Sultan Moulay Slimane University, Beni Mellal 23000, Morocco"],"affiliations":[{"raw_affiliation_string":"Data4Earth Laboratory, Sultan Moulay Slimane University, Beni Mellal 23000, Morocco","institution_ids":["https://openalex.org/I4210119856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054406234","display_name":"Abdelghani Boudhar","orcid":"https://orcid.org/0000-0002-4033-9717"},"institutions":[{"id":"https://openalex.org/I4210119856","display_name":"Universit\u00e9 Sultan Moulay Slimane","ror":"https://ror.org/02m8tb249","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210119856"]},{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdelghani Boudhar","raw_affiliation_strings":["Center for Remote Sensing Applications, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco","Data4Earth Laboratory, Sultan Moulay Slimane University, Beni Mellal 23000, Morocco"],"affiliations":[{"raw_affiliation_string":"Center for Remote Sensing Applications, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco","institution_ids":["https://openalex.org/I4210131560"]},{"raw_affiliation_string":"Data4Earth Laboratory, Sultan Moulay Slimane University, Beni Mellal 23000, Morocco","institution_ids":["https://openalex.org/I4210119856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005489738","display_name":"Youssra Eljabiri","orcid":null},"institutions":[{"id":"https://openalex.org/I4210119856","display_name":"Universit\u00e9 Sultan Moulay Slimane","ror":"https://ror.org/02m8tb249","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210119856"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Youssra Eljabiri","raw_affiliation_strings":["Data4Earth Laboratory, Sultan Moulay Slimane University, Beni Mellal 23000, Morocco"],"affiliations":[{"raw_affiliation_string":"Data4Earth Laboratory, Sultan Moulay Slimane University, Beni Mellal 23000, Morocco","institution_ids":["https://openalex.org/I4210119856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034961103","display_name":"Haytam Elyoussfi","orcid":"https://orcid.org/0000-0001-6496-7200"},"institutions":[{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Haytam Elyoussfi","raw_affiliation_strings":["Center for Remote Sensing Applications, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco"],"affiliations":[{"raw_affiliation_string":"Center for Remote Sensing Applications, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco","institution_ids":["https://openalex.org/I4210131560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082219367","display_name":"Hafsa Bouamri","orcid":null},"institutions":[{"id":"https://openalex.org/I4210119856","display_name":"Universit\u00e9 Sultan Moulay Slimane","ror":"https://ror.org/02m8tb249","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210119856"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hafsa Bouamri","raw_affiliation_strings":["Data4Earth Laboratory, Sultan Moulay Slimane University, Beni Mellal 23000, Morocco"],"affiliations":[{"raw_affiliation_string":"Data4Earth Laboratory, Sultan Moulay Slimane University, Beni Mellal 23000, Morocco","institution_ids":["https://openalex.org/I4210119856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009326987","display_name":"Hamza Ouatiki","orcid":"https://orcid.org/0000-0001-5073-1918"},"institutions":[{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hamza Ouatiki","raw_affiliation_strings":["Center for Remote Sensing Applications, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco"],"affiliations":[{"raw_affiliation_string":"Center for Remote Sensing Applications, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco","institution_ids":["https://openalex.org/I4210131560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028809124","display_name":"Abdelghani Chehbouni","orcid":"https://orcid.org/0000-0002-0270-1690"},"institutions":[{"id":"https://openalex.org/I4210131560","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210131560"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdelghani Chehbouni","raw_affiliation_strings":["Center for Remote Sensing Applications, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco","International Water Research Institute, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco"],"affiliations":[{"raw_affiliation_string":"Center for Remote Sensing Applications, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco","institution_ids":["https://openalex.org/I4210131560"]},{"raw_affiliation_string":"International Water Research Institute, Mohammed VI Polytechnic University, Ben Guerir 43150, Morocco","institution_ids":["https://openalex.org/I4210131560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5075075737"],"corresponding_institution_ids":["https://openalex.org/I4210131560"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.6997,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.89988493,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"14","issue":"22","first_page":"5814","last_page":"5814"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10644","display_name":"Cryospheric studies and observations","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10644","display_name":"Cryospheric studies and observations","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10766","display_name":"Urban Heat Island Mitigation","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10029","display_name":"Climate variability and models","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.7424866557121277},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.664501428604126},{"id":"https://openalex.org/keywords/snow","display_name":"Snow","score":0.6342467069625854},{"id":"https://openalex.org/keywords/snowmelt","display_name":"Snowmelt","score":0.5967392921447754},{"id":"https://openalex.org/keywords/temporal-resolution","display_name":"Temporal resolution","score":0.5574855804443359},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.5324797630310059},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.46934330463409424},{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.4549930989742279},{"id":"https://openalex.org/keywords/land-cover","display_name":"Land cover","score":0.418569952249527},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.31627482175827026},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.31276220083236694},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.18313482403755188},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.10405483841896057},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.09031182527542114}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.7424866557121277},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.664501428604126},{"id":"https://openalex.org/C197046000","wikidata":"https://www.wikidata.org/wiki/Q7561","display_name":"Snow","level":2,"score":0.6342467069625854},{"id":"https://openalex.org/C64649846","wikidata":"https://www.wikidata.org/wiki/Q1754697","display_name":"Snowmelt","level":3,"score":0.5967392921447754},{"id":"https://openalex.org/C119666444","wikidata":"https://www.wikidata.org/wiki/Q5977280","display_name":"Temporal resolution","level":2,"score":0.5574855804443359},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.5324797630310059},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.46934330463409424},{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.4549930989742279},{"id":"https://openalex.org/C2780648208","wikidata":"https://www.wikidata.org/wiki/Q3001793","display_name":"Land cover","level":3,"score":0.418569952249527},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.31627482175827026},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.31276220083236694},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.18313482403755188},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.10405483841896057},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.09031182527542114},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs14225814","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14225814","pdf_url":"https://www.mdpi.com/2072-4292/14/22/5814/pdf?version=1668687599","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3d636bd85eb94d609e10dacda0e3d13d","is_oa":true,"landing_page_url":"https://doaj.org/article/3d636bd85eb94d609e10dacda0e3d13d","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":"Remote Sensing, Vol 14, Iss 22, p 5814 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/22/5814/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14225814","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 14; Issue 22; Pages: 5814","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14225814","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14225814","pdf_url":"https://www.mdpi.com/2072-4292/14/22/5814/pdf?version=1668687599","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6","score":0.8299999833106995}],"awards":[],"funders":[{"id":"https://openalex.org/F4320316682","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68"},{"id":"https://openalex.org/F4320332183","display_name":"U.S. Geological Survey","ror":"https://ror.org/035a68863"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4309455127.pdf","grobid_xml":"https://content.openalex.org/works/W4309455127.grobid-xml"},"referenced_works_count":81,"referenced_works":["https://openalex.org/W1752626349","https://openalex.org/W1937299890","https://openalex.org/W1969732328","https://openalex.org/W1973689240","https://openalex.org/W1982956952","https://openalex.org/W1987927366","https://openalex.org/W1988944681","https://openalex.org/W2015345826","https://openalex.org/W2015599720","https://openalex.org/W2022106079","https://openalex.org/W2024339093","https://openalex.org/W2030345151","https://openalex.org/W2031160750","https://openalex.org/W2044119682","https://openalex.org/W2045827465","https://openalex.org/W2047023911","https://openalex.org/W2051686063","https://openalex.org/W2056435747","https://openalex.org/W2056811372","https://openalex.org/W2061422248","https://openalex.org/W2063907334","https://openalex.org/W2064860806","https://openalex.org/W2066362997","https://openalex.org/W2072650154","https://openalex.org/W2078619499","https://openalex.org/W2087837963","https://openalex.org/W2088603520","https://openalex.org/W2103497845","https://openalex.org/W2118823101","https://openalex.org/W2119546029","https://openalex.org/W2125979803","https://openalex.org/W2127218421","https://openalex.org/W2157868404","https://openalex.org/W2160434086","https://openalex.org/W2164453447","https://openalex.org/W2171761316","https://openalex.org/W2200350976","https://openalex.org/W2234018419","https://openalex.org/W2291349597","https://openalex.org/W2507428124","https://openalex.org/W2523182979","https://openalex.org/W2531213996","https://openalex.org/W2552805558","https://openalex.org/W2554764988","https://openalex.org/W2574160848","https://openalex.org/W2725897987","https://openalex.org/W2765470939","https://openalex.org/W2791592925","https://openalex.org/W2793445582","https://openalex.org/W2794423204","https://openalex.org/W2799403837","https://openalex.org/W2899482475","https://openalex.org/W2902730476","https://openalex.org/W2905951992","https://openalex.org/W2931894371","https://openalex.org/W2938854198","https://openalex.org/W2950069140","https://openalex.org/W2965670583","https://openalex.org/W2996052411","https://openalex.org/W3007850788","https://openalex.org/W3008666314","https://openalex.org/W3034422010","https://openalex.org/W3043213779","https://openalex.org/W3092887208","https://openalex.org/W3109007223","https://openalex.org/W3121267273","https://openalex.org/W3125724044","https://openalex.org/W3127511452","https://openalex.org/W3132908999","https://openalex.org/W3138833442","https://openalex.org/W3158458671","https://openalex.org/W3171274236","https://openalex.org/W3212196169","https://openalex.org/W3212229793","https://openalex.org/W4226407732","https://openalex.org/W4244474802","https://openalex.org/W4282017615","https://openalex.org/W4285792639","https://openalex.org/W4292241111","https://openalex.org/W6663473949","https://openalex.org/W6689729100"],"related_works":["https://openalex.org/W277764685","https://openalex.org/W786988240","https://openalex.org/W294487563","https://openalex.org/W1550223836","https://openalex.org/W4309718285","https://openalex.org/W1968967173","https://openalex.org/W4234694767","https://openalex.org/W3139757586","https://openalex.org/W2353299047","https://openalex.org/W2615806692"],"abstract_inverted_index":{"Mapping":[0],"seasonal":[1],"snow":[2,49,99,151,178,187,290,300],"cover":[3,50,152,301],"dynamics":[4,179],"provides":[5,146,286],"essential":[6],"information":[7,17],"to":[8,38,96,143,149,161,231,258],"predict":[9],"snowmelt":[10],"during":[11],"spring":[12],"and":[13,24,41,45,67,77,113,133,180,183,203,217,229,234,253,271,293],"early":[14],"summer.":[15],"Such":[16],"is":[18,60,94,107,160],"vital":[19],"for":[20,176],"water":[21],"supply":[22],"management":[23],"regulation":[25],"by":[26],"national":[27],"stakeholders.":[28],"Recent":[29],"advances":[30],"in":[31,102,110],"remote":[32],"sensing":[33],"have":[34],"made":[35],"it":[36],"possible":[37],"reliably":[39],"estimate":[40],"quantify":[42],"the":[43,64,82,118,122,130,155,163,166,200,210,218,241,246,259,263,272,282,296],"spatial":[44,68,138,202,255],"temporal":[46,204],"variability":[47],"of":[48,56,70,84,121,125,157,165,169,298],"at":[51],"different":[52,197],"scales.":[53],"However,":[54],"because":[55],"technological":[57],"constraints,":[58],"there":[59],"a":[61,91,137,193,287],"compromise":[62],"between":[63],"temporal,":[65],"spectral,":[66],"resolutions":[69],"available":[71],"satellites.":[72],"In":[73],"addition,":[74],"atmospheric":[75],"conditions":[76],"cloud":[78],"contamination":[79],"may":[80],"increase":[81],"number":[83],"missing":[85],"satellite":[86,93],"observations.":[87],"Therefore,":[88],"data":[89,128,213,222],"from":[90,129,141],"single":[92],"insufficient":[95],"accurately":[97],"capture":[98],"dynamics,":[100],"especially":[101],"semi-arid":[103,194],"areas":[104],"where":[105],"snowfall":[106],"extremely":[108],"variable":[109],"both":[111],"time":[112,190,291],"space.":[114],"Considering":[115],"these":[116],"limitations,":[117],"combined":[119,167],"use":[120,168],"next":[123],"generation":[124],"multispectral":[126],"sensor":[127],"Landsat-8":[131],"(L8)":[132],"Sentinel-2":[134],"(S2),":[135],"with":[136,262],"resolution":[139],"ranging":[140],"10":[142],"30":[144],"m,":[145],"unprecedented":[147],"opportunities":[148],"enhance":[150],"mapping.":[153],"Hence,":[154],"purpose":[156],"this":[158],"study":[159],"examine":[162],"effectiveness":[164],"optical":[170],"sensors":[171],"through":[172],"image":[173],"fusion":[174,207,214,223],"techniques":[175],"capturing":[177],"producing":[181],"detailed":[182],"dense":[184],"normalized":[185],"difference":[186],"index":[188],"(NDSI)":[189],"series":[191,292],"within":[192],"context.":[195],"Three":[196],"models":[198],"include":[199],"enhanced":[201],"adaptive":[205],"reflectance":[206],"model":[208,215,224,244,285],"(ESTARFM),":[209],"flexible":[211,220],"spatio-temporal":[212,221],"(FSDAF),":[216],"pre-classification":[219,242,283],"(pre-classification":[225],"FSDAF)":[226],"were":[227],"tested":[228],"compared":[230,257],"merge":[232],"L8":[233],"S2":[235],"data.":[236,302],"The":[237],"results":[238,279],"showed":[239],"that":[240],"FSDAF":[243,284],"generates":[245],"most":[247],"accurate":[248],"precise":[249],"fused":[250],"NDSI":[251],"images":[252],"retains":[254],"detail":[256],"other":[260],"models,":[261],"root":[264],"mean":[265],"square":[266],"error":[267],"(RMSE":[268],"=":[269,276],"0.12)":[270],"correlation":[273],"coefficient":[274],"(R":[275],"0.96).":[277],"Our":[278],"reveal":[280],"that,":[281],"high-resolution":[288],"merged":[289],"can":[294],"compensate":[295],"lack":[297],"ground-based":[299]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2022-11-28T00:00:00"}
