{"id":"https://openalex.org/W4386879283","doi":"https://doi.org/10.3390/rs15184623","title":"Impact of Spectral Resolution and Signal-to-Noise Ratio in Vis\u2013NIR Spectrometry on Soil Organic Matter Estimation","display_name":"Impact of Spectral Resolution and Signal-to-Noise Ratio in Vis\u2013NIR Spectrometry on Soil Organic Matter Estimation","publication_year":2023,"publication_date":"2023-09-20","ids":{"openalex":"https://openalex.org/W4386879283","doi":"https://doi.org/10.3390/rs15184623"},"language":"en","primary_location":{"id":"doi:10.3390/rs15184623","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15184623","pdf_url":"https://www.mdpi.com/2072-4292/15/18/4623/pdf?version=1695220084","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/2072-4292/15/18/4623/pdf?version=1695220084","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100435031","display_name":"Bo Yu","orcid":"https://orcid.org/0000-0002-4851-2174"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I4210088164","display_name":"Changchun Institute of Optics, Fine Mechanics and Physics","ror":"https://ror.org/012rct222","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Yu","raw_affiliation_strings":["Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China","University of Chinese Academy of Sciences, Beijing 100049, China"],"affiliations":[{"raw_affiliation_string":"Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China","institution_ids":["https://openalex.org/I4210088164","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101783970","display_name":"Jing Yuan","orcid":"https://orcid.org/0000-0002-4262-4116"},"institutions":[{"id":"https://openalex.org/I4210088164","display_name":"Changchun Institute of Optics, Fine Mechanics and Physics","ror":"https://ror.org/012rct222","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jing Yuan","raw_affiliation_strings":["Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China"],"affiliations":[{"raw_affiliation_string":"Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China","institution_ids":["https://openalex.org/I4210088164","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100622955","display_name":"Changxiang Yan","orcid":"https://orcid.org/0000-0002-3342-6361"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210088164","display_name":"Changchun Institute of Optics, Fine Mechanics and Physics","ror":"https://ror.org/012rct222","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changxiang Yan","raw_affiliation_strings":["Center of Materials Science and Optoelectrics Engineering, University of Chinese Academy of Sciences, Beijing 100049, China","Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China"],"affiliations":[{"raw_affiliation_string":"Center of Materials Science and Optoelectrics Engineering, University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China","institution_ids":["https://openalex.org/I4210088164","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063714346","display_name":"Jiawei Xu","orcid":"https://orcid.org/0000-0001-7555-5631"},"institutions":[{"id":"https://openalex.org/I4210088164","display_name":"Changchun Institute of Optics, Fine Mechanics and Physics","ror":"https://ror.org/012rct222","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiawei Xu","raw_affiliation_strings":["Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China","University of Chinese Academy of Sciences, Beijing 100049, China"],"affiliations":[{"raw_affiliation_string":"Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China","institution_ids":["https://openalex.org/I4210088164","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102626873","display_name":"Chaoran Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210088164","display_name":"Changchun Institute of Optics, Fine Mechanics and Physics","ror":"https://ror.org/012rct222","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210088164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaoran Ma","raw_affiliation_strings":["Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China","University of Chinese Academy of Sciences, Beijing 100049, China"],"affiliations":[{"raw_affiliation_string":"Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China","institution_ids":["https://openalex.org/I4210088164","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing 100049, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101087555","display_name":"Hu Dai","orcid":null},"institutions":[{"id":"https://openalex.org/I4210159876","display_name":"Institute of Physics","ror":"https://ror.org/05cvf7v30","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210159876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hu Dai","raw_affiliation_strings":["National Key Laboratory of Science and Technology on Vacuum Technology and Physics, Lanzhou Institute of Physics, Lanzhou 730000, China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Science and Technology on Vacuum Technology and Physics, Lanzhou Institute of Physics, Lanzhou 730000, China","institution_ids":["https://openalex.org/I4210159876"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101783970"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210088164"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":1.6809,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.82245058,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"15","issue":"18","first_page":"4623","last_page":"4623"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10770","display_name":"Soil Geostatistics and Mapping","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10770","display_name":"Soil Geostatistics and Mapping","score":0.9997000098228455,"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/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.9965999722480774,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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":0.6451244950294495},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5672353506088257},{"id":"https://openalex.org/keywords/spectral-resolution","display_name":"Spectral resolution","score":0.49773290753364563},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.4835216999053955},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4521035850048065},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.4437289535999298},{"id":"https://openalex.org/keywords/signal-to-noise-ratio","display_name":"Signal-to-noise ratio (imaging)","score":0.44007137417793274},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4280281662940979},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2809840440750122},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24242046475410461},{"id":"https://openalex.org/keywords/spectral-line","display_name":"Spectral line","score":0.18096858263015747},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1491893231868744},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11779829859733582},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10360696911811829},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.08324569463729858}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6451244950294495},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5672353506088257},{"id":"https://openalex.org/C124967146","wikidata":"https://www.wikidata.org/wiki/Q3457898","display_name":"Spectral resolution","level":3,"score":0.49773290753364563},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.4835216999053955},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4521035850048065},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.4437289535999298},{"id":"https://openalex.org/C13944312","wikidata":"https://www.wikidata.org/wiki/Q7512748","display_name":"Signal-to-noise ratio (imaging)","level":2,"score":0.44007137417793274},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4280281662940979},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2809840440750122},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24242046475410461},{"id":"https://openalex.org/C4839761","wikidata":"https://www.wikidata.org/wiki/Q212111","display_name":"Spectral line","level":2,"score":0.18096858263015747},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1491893231868744},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11779829859733582},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10360696911811829},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.08324569463729858},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs15184623","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15184623","pdf_url":"https://www.mdpi.com/2072-4292/15/18/4623/pdf?version=1695220084","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:1497ceb2f3df4976ae23648bc1c23099","is_oa":true,"landing_page_url":"https://doaj.org/article/1497ceb2f3df4976ae23648bc1c23099","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 15, Iss 18, p 4623 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs15184623","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15184623","pdf_url":"https://www.mdpi.com/2072-4292/15/18/4623/pdf?version=1695220084","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":[{"score":0.7099999785423279,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[{"id":"https://openalex.org/G5496503582","display_name":null,"funder_award_id":"020103","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6839728418","display_name":null,"funder_award_id":"62105331","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8521772365","display_name":null,"funder_award_id":"62275114","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":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4386879283.pdf"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W1964549775","https://openalex.org/W1970361125","https://openalex.org/W1973273412","https://openalex.org/W1986530877","https://openalex.org/W2005884775","https://openalex.org/W2026946351","https://openalex.org/W2073858026","https://openalex.org/W2118005277","https://openalex.org/W2136619430","https://openalex.org/W2142606975","https://openalex.org/W2158863190","https://openalex.org/W2292439029","https://openalex.org/W2293040502","https://openalex.org/W2313339984","https://openalex.org/W2322799392","https://openalex.org/W2324622337","https://openalex.org/W2351141817","https://openalex.org/W2353267094","https://openalex.org/W2425919963","https://openalex.org/W2555930296","https://openalex.org/W2556587018","https://openalex.org/W2593397548","https://openalex.org/W2767899554","https://openalex.org/W2795380993","https://openalex.org/W2890674048","https://openalex.org/W2990529511","https://openalex.org/W3003919802","https://openalex.org/W3004482624","https://openalex.org/W3015787370","https://openalex.org/W3031948869","https://openalex.org/W3164105866","https://openalex.org/W3183280063","https://openalex.org/W4200583178","https://openalex.org/W4210763428","https://openalex.org/W4234698323","https://openalex.org/W4243863038","https://openalex.org/W4280641525","https://openalex.org/W4281661120","https://openalex.org/W4381336982","https://openalex.org/W6734407556"],"related_works":["https://openalex.org/W2102148524","https://openalex.org/W2314720829","https://openalex.org/W4385074335","https://openalex.org/W2626189183","https://openalex.org/W2626268514","https://openalex.org/W324331621","https://openalex.org/W2621951291","https://openalex.org/W4226285110","https://openalex.org/W2765248831","https://openalex.org/W3109702176"],"abstract_inverted_index":{"Recently,":[0],"considerable":[1],"efforts":[2],"have":[3],"been":[4],"devoted":[5],"to":[6,33,46,61,95,109,131,139,234],"the":[7,41,64,74,87,110,118,141,151,159,165,174,187,205,215,226,239],"estimation":[8,194],"of":[9,38,43,57,71,76,102,122,184,241],"soil":[10,79,89,98],"properties":[11],"using":[12],"optical":[13,47,243],"payloads":[14,50,246],"mounted":[15],"on":[16,24,51,158],"drones":[17],"or":[18],"satellites.":[19],"Nevertheless,":[20],"many":[21],"studies":[22],"focus":[23],"diverse":[25],"pretreatments":[26],"and":[27,67,113,120,145,161,212],"modeling":[28],"techniques,":[29],"while":[30],"there":[31],"continues":[32],"be":[34],"a":[35],"conspicuous":[36],"absence":[37],"research":[39],"examining":[40],"impact":[42],"parameters":[44],"related":[45],"remote":[48,244],"sensing":[49,245],"predictive":[52,202,228],"performance.":[53,229],"The":[54],"main":[55],"aim":[56],"this":[58,85],"study":[59,231],"is":[60,232],"evaluate":[62],"how":[63],"spectral":[65,90,99,111,143,191,206],"resolution":[66,144,207],"signal-to-noise":[68],"ratio":[69],"(SNR)":[70],"spectrometers":[72],"affect":[73,225],"precision":[75],"predictions":[77],"for":[78,238],"organic":[80],"matter":[81],"(SOM)":[82],"content.":[83],"For":[84],"purpose,":[86],"initial":[88],"library":[91],"was":[92],"partitioned":[93],"into":[94],"two":[96],"simulated":[97],"libraries,":[100],"each":[101],"which":[103],"were":[104,186],"individually":[105],"adjusted":[106],"with":[107],"respect":[108],"resolutions":[112,192],"SNR":[114,146,188,216],"levels.":[115],"To":[116],"verify":[117],"consistency":[119],"generality":[121],"our":[123],"results,":[124],"we":[125,154],"employed":[126],"four":[127],"multiple":[128],"regression":[129],"models":[130],"develop":[132],"multivariate":[133],"calibration":[134],"models.":[135],"Subsequently,":[136],"in":[137,181,201],"order":[138,183],"determine":[140],"minimum":[142],"level":[147],"without":[148],"significantly":[149,176],"affecting":[150,177],"prediction":[152,179],"accuracy,":[153],"conducted":[155],"ANOVA":[156],"tests":[157],"RMSE":[160],"R2":[162],"obtained":[163],"from":[164],"independent":[166],"validation":[167],"dataset.":[168],"Our":[169],"results":[170],"revealed":[171],"that":[172],"(i)":[173],"factors":[175],"SOM":[178,227,251],"performance,":[180],"descending":[182],"magnitude,":[185],"levels":[189,217],"&gt;":[190,193],"models,":[195],"(ii)":[196],"no":[197],"substantial":[198],"difference":[199],"existed":[200],"performance":[203],"when":[204,214],"fell":[208],"within":[209],"100":[210],"nm,":[211],"(iii)":[213],"exceeded":[218],"15%,":[219],"altering":[220],"them":[221],"did":[222],"not":[223],"notably":[224],"This":[230],"expected":[233],"provide":[235],"valuable":[236],"insights":[237],"design":[240],"future":[242],"aimed":[247],"at":[248],"monitoring":[249],"large-scale":[250],"dynamics.":[252]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2023-09-21T00:00:00"}
