{"id":"https://openalex.org/W2766058305","doi":"https://doi.org/10.3390/rs9101078","title":"Agricultural Soil Spectral Response and Properties Assessment: Effects of Measurement Protocol and Data Mining Technique","display_name":"Agricultural Soil Spectral Response and Properties Assessment: Effects of Measurement Protocol and Data Mining Technique","publication_year":2017,"publication_date":"2017-10-23","ids":{"openalex":"https://openalex.org/W2766058305","doi":"https://doi.org/10.3390/rs9101078","mag":"2766058305"},"language":"en","primary_location":{"id":"doi:10.3390/rs9101078","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs9101078","pdf_url":"https://www.mdpi.com/2072-4292/9/10/1078/pdf?version=1508755421","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/2072-4292/9/10/1078/pdf?version=1508755421","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011992634","display_name":"Asa Gholizadeh","orcid":"https://orcid.org/0000-0003-4419-5463"},"institutions":[{"id":"https://openalex.org/I205984670","display_name":"Czech University of Life Sciences Prague","ror":"https://ror.org/0415vcw02","country_code":"CZ","type":"education","lineage":["https://openalex.org/I205984670"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"Asa Gholizadeh","raw_affiliation_strings":["Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kam\u00fdck\u00e1 129, Prague 6, 16521 Prague, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0003-4419-5463","affiliations":[{"raw_affiliation_string":"Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kam\u00fdck\u00e1 129, Prague 6, 16521 Prague, Czech Republic","institution_ids":["https://openalex.org/I205984670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081864359","display_name":"Nimrod Carmon","orcid":"https://orcid.org/0000-0002-9211-2290"},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Nimrod Carmon","raw_affiliation_strings":["The Remote Sensing and GIS Laboratory, Department of Geography and Human Environment, Tel-Aviv University, 69989 Tel-Aviv, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Remote Sensing and GIS Laboratory, Department of Geography and Human Environment, Tel-Aviv University, 69989 Tel-Aviv, Israel","institution_ids":["https://openalex.org/I16391192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051645605","display_name":"Ale\u0161 Klement","orcid":"https://orcid.org/0000-0002-5835-8086"},"institutions":[{"id":"https://openalex.org/I205984670","display_name":"Czech University of Life Sciences Prague","ror":"https://ror.org/0415vcw02","country_code":"CZ","type":"education","lineage":["https://openalex.org/I205984670"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Ale\u0161 Klement","raw_affiliation_strings":["Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kam\u00fdck\u00e1 129, Prague 6, 16521 Prague, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kam\u00fdck\u00e1 129, Prague 6, 16521 Prague, Czech Republic","institution_ids":["https://openalex.org/I205984670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111392166","display_name":"Eyal Ben\u2010Dor","orcid":null},"institutions":[{"id":"https://openalex.org/I16391192","display_name":"Tel Aviv University","ror":"https://ror.org/04mhzgx49","country_code":"IL","type":"education","lineage":["https://openalex.org/I16391192"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Eyal Ben-Dor","raw_affiliation_strings":["The Remote Sensing and GIS Laboratory, Department of Geography and Human Environment, Tel-Aviv University, 69989 Tel-Aviv, Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Remote Sensing and GIS Laboratory, Department of Geography and Human Environment, Tel-Aviv University, 69989 Tel-Aviv, Israel","institution_ids":["https://openalex.org/I16391192"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048563984","display_name":"Lubo\u0161 Bor\u016fvka","orcid":"https://orcid.org/0000-0001-5317-0933"},"institutions":[{"id":"https://openalex.org/I205984670","display_name":"Czech University of Life Sciences Prague","ror":"https://ror.org/0415vcw02","country_code":"CZ","type":"education","lineage":["https://openalex.org/I205984670"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Lubo\u0161 Bor\u016fvka","raw_affiliation_strings":["Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kam\u00fdck\u00e1 129, Prague 6, 16521 Prague, Czech Republic"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kam\u00fdck\u00e1 129, Prague 6, 16521 Prague, Czech Republic","institution_ids":["https://openalex.org/I205984670"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5011992634"],"corresponding_institution_ids":["https://openalex.org/I205984670"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":4.4693,"has_fulltext":true,"cited_by_count":58,"citation_normalized_percentile":{"value":0.94878863,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"9","issue":"10","first_page":"1078","last_page":"1078"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10770","display_name":"Soil Geostatistics and Mapping","score":0.9998000264167786,"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":0.9998000264167786,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9932000041007996,"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"}},{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.6376090049743652},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.5708467960357666},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.49505510926246643},{"id":"https://openalex.org/keywords/soil-test","display_name":"Soil test","score":0.45836788415908813},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4238392114639282},{"id":"https://openalex.org/keywords/partial-least-squares-regression","display_name":"Partial least squares regression","score":0.419842392206192},{"id":"https://openalex.org/keywords/soil-science","display_name":"Soil science","score":0.3623282313346863},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.289287805557251},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2272987961769104},{"id":"https://openalex.org/keywords/soil-water","display_name":"Soil water","score":0.15855464339256287},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.11084985733032227}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6376090049743652},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.5708467960357666},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.49505510926246643},{"id":"https://openalex.org/C50516716","wikidata":"https://www.wikidata.org/wiki/Q877107","display_name":"Soil test","level":3,"score":0.45836788415908813},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4238392114639282},{"id":"https://openalex.org/C22354355","wikidata":"https://www.wikidata.org/wiki/Q422009","display_name":"Partial least squares regression","level":2,"score":0.419842392206192},{"id":"https://openalex.org/C159390177","wikidata":"https://www.wikidata.org/wiki/Q9161265","display_name":"Soil science","level":1,"score":0.3623282313346863},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.289287805557251},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2272987961769104},{"id":"https://openalex.org/C159750122","wikidata":"https://www.wikidata.org/wiki/Q96621023","display_name":"Soil water","level":2,"score":0.15855464339256287},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.11084985733032227},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs9101078","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs9101078","pdf_url":"https://www.mdpi.com/2072-4292/9/10/1078/pdf?version=1508755421","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:61573b6546da416581cb9f2e65110160","is_oa":true,"landing_page_url":"https://doaj.org/article/61573b6546da416581cb9f2e65110160","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":"Remote Sensing, Vol 9, Iss 10, p 1078 (2017)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs9101078","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs9101078","pdf_url":"https://www.mdpi.com/2072-4292/9/10/1078/pdf?version=1508755421","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":"Responsible consumption and production","score":0.4399999976158142,"id":"https://metadata.un.org/sdg/12"}],"awards":[{"id":"https://openalex.org/G7935909061","display_name":null,"funder_award_id":"17-27726S","funder_id":"https://openalex.org/F4320321006","funder_display_name":"Grantov\u00e1 Agentura \u010cesk\u00e9 Republiky"},{"id":"https://openalex.org/G8640340564","display_name":null,"funder_award_id":"QJ1230319","funder_id":"https://openalex.org/F4320323938","funder_display_name":"Ministerstvo Zem\u011bd\u011blstv\u00ed"}],"funders":[{"id":"https://openalex.org/F4320321006","display_name":"Grantov\u00e1 Agentura \u010cesk\u00e9 Republiky","ror":"https://ror.org/01pv73b02"},{"id":"https://openalex.org/F4320323938","display_name":"Ministerstvo Zem\u011bd\u011blstv\u00ed","ror":"https://ror.org/049wftm75"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2766058305.pdf","grobid_xml":"https://content.openalex.org/works/W2766058305.grobid-xml"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W3644042","https://openalex.org/W1190219959","https://openalex.org/W1744548635","https://openalex.org/W1965619562","https://openalex.org/W1973273412","https://openalex.org/W1975813392","https://openalex.org/W1991039337","https://openalex.org/W1992800046","https://openalex.org/W1993654269","https://openalex.org/W1993971389","https://openalex.org/W2001804870","https://openalex.org/W2002975722","https://openalex.org/W2005460036","https://openalex.org/W2021117478","https://openalex.org/W2025014611","https://openalex.org/W2027368520","https://openalex.org/W2035777719","https://openalex.org/W2043246222","https://openalex.org/W2043359577","https://openalex.org/W2044915022","https://openalex.org/W2045858843","https://openalex.org/W2051703974","https://openalex.org/W2052903566","https://openalex.org/W2054603652","https://openalex.org/W2059414143","https://openalex.org/W2064345732","https://openalex.org/W2067558695","https://openalex.org/W2073503722","https://openalex.org/W2077033502","https://openalex.org/W2077076389","https://openalex.org/W2079586129","https://openalex.org/W2081681770","https://openalex.org/W2082950852","https://openalex.org/W2084366347","https://openalex.org/W2089752283","https://openalex.org/W2095157870","https://openalex.org/W2099790289","https://openalex.org/W2132531242","https://openalex.org/W2157839728","https://openalex.org/W2161313304","https://openalex.org/W2180637001","https://openalex.org/W2292439029","https://openalex.org/W2339216980","https://openalex.org/W2439347252","https://openalex.org/W2464502523","https://openalex.org/W2485066594","https://openalex.org/W2499223189","https://openalex.org/W2997076044","https://openalex.org/W4253210064","https://openalex.org/W6718788823"],"related_works":["https://openalex.org/W1989457222","https://openalex.org/W2158863190","https://openalex.org/W2770989956","https://openalex.org/W2359803370","https://openalex.org/W4386765169","https://openalex.org/W4395700389","https://openalex.org/W2380916892","https://openalex.org/W2229792849","https://openalex.org/W2356011625","https://openalex.org/W2795115232"],"abstract_inverted_index":{"Soil":[0,17],"spectroscopy":[1],"has":[2],"shown":[3],"to":[4,48,53,60,93,118,231,268,286,305],"be":[5,269],"a":[6,37,76,152,167,202,270,284],"fast,":[7],"cost-effective,":[8],"environmentally":[9],"friendly,":[10],"non-destructive,":[11],"reproducible":[12],"and":[13,33,52,69,87,98,103,111,227,298,300],"repeatable":[14],"analytical":[15,34],"technique.":[16],"components,":[18],"as":[19,21,196,198],"well":[20,197],"types":[22],"of":[23,82,101,130,240,290,311],"instruments,":[24],"protocols,":[25,185,262],"sampling":[26],"methods,":[27],"sample":[28],"preparation,":[29],"spectral":[30,108,156,180,312],"acquisition":[31],"techniques":[32,115],"algorithms":[35],"have":[36],"combined":[38],"influence":[39],"on":[40,150,217],"the":[41,62,131,160,173,199,218,232,238,243,251,263],"final":[42],"performance.":[43],"Therefore,":[44],"it":[45],"is":[46,281],"important":[47],"characterize":[49],"these":[50],"differences":[51],"introduce":[54],"an":[55],"effective":[56],"approach":[57],"in":[58,127,308],"order":[59],"minimize":[61],"technical":[63],"factors":[64],"that":[65,214,258],"alter":[66],"reflectance":[67,228],"spectra":[68,215],"consequent":[70],"prediction.":[71],"To":[72],"quantify":[73],"this":[74],"alteration,":[75],"joint":[77],"project":[78],"between":[79],"Czech":[80,132],"University":[81,89],"Life":[83],"Sciences":[84],"Prague":[85],"(CULS)":[86],"Tel-Aviv":[88],"(TAU)":[90],"was":[91,148,163,246],"conducted":[92],"estimate":[94],"Cox,":[95],"pH-H2O,":[96],"pH-KCl":[97],"selected":[99],"forms":[100],"Fe":[102],"Mn.":[104],"Two":[105,179],"different":[106,128,142,184],"soil":[107,121,175,291],"measurement":[109,157,169,261],"protocols":[110],"two":[112],"data":[113,204],"mining":[114,205],"were":[116,139,186],"used":[117],"examine":[119],"seventy-eight":[120],"samples":[122],"from":[123,183],"five":[124],"agricultural":[125],"areas":[126],"parts":[129],"Republic.":[133],"Spectral":[134],"measurements":[135],"at":[136],"both":[137,187,260],"laboratories":[138],"made":[140],"using":[141,166,189,242],"ASD":[143],"spectroradiometers.":[144],"The":[145,211,254],"CULS":[146,219,252],"protocol":[147,162,245],"based":[149,216],"employing":[151],"contact":[153],"probe":[154],"(CP)":[155],"scheme,":[158],"while":[159],"TAU":[161,233,244],"carried":[164],"out":[165],"CP":[168],"method,":[170],"accompanied":[171],"with":[172,235],"internal":[174],"standard":[176],"(ISS)":[177],"procedure.":[178],"datasets,":[181],"acquired":[182],"analyzed":[188],"partial":[190],"least":[191],"square":[192],"regression":[193],"(PLSR)":[194],"technique":[195],"PARACUDA":[200,264],"II\u00ae,":[201],"new":[203],"engine":[206,266],"for":[207,273],"optimizing":[208],"PLSR":[209],"models.":[210,313],"results":[212,276],"showed":[213],"setup":[220,234],"(non-ISS)":[221],"demonstrated":[222],"significantly":[223],"higher":[224],"albedo":[225],"intensity":[226],"values":[229],"relative":[230],"ISS.":[236],"However,":[237],"majority":[239],"statistics":[241],"not":[247,282],"noticeably":[248],"better":[249,275],"than":[250,277],"spectra.":[253],"paper":[255],"also":[256,294],"highlighted":[257],"under":[259],"II\u00ae":[265],"proved":[267],"powerful":[271],"tool":[272],"providing":[274],"PLSR.":[278],"Such":[279],"initiative":[280],"only":[283],"way":[285],"unlock":[287],"current":[288],"limitations":[289],"spectroscopy,":[292],"but":[293],"offers":[295],"considerable":[296],"efficiency":[297],"cost-":[299],"time-saving":[301],"possibilities,":[302],"which":[303],"lead":[304],"further":[306],"improvements":[307],"prediction":[309],"performance":[310]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":10},{"year":2018,"cited_by_count":7},{"year":2017,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2017-11-10T00:00:00"}
