{"id":"https://openalex.org/W3142750162","doi":"https://doi.org/10.3390/s21072386","title":"vis\u2013NIR and XRF Data Fusion and Feature Selection to Estimate Potentially Toxic Elements in Soil","display_name":"vis\u2013NIR and XRF Data Fusion and Feature Selection to Estimate Potentially Toxic Elements in Soil","publication_year":2021,"publication_date":"2021-03-30","ids":{"openalex":"https://openalex.org/W3142750162","doi":"https://doi.org/10.3390/s21072386","mag":"3142750162","pmid":"https://pubmed.ncbi.nlm.nih.gov/33808185"},"language":"en","primary_location":{"id":"doi:10.3390/s21072386","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21072386","pdf_url":"https://www.mdpi.com/1424-8220/21/7/2386/pdf?version=1617938112","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/21/7/2386/pdf?version=1617938112","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, Kamycka 129, Suchdol, 16500 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, Kamycka 129, Suchdol, 16500 Prague, Czech Republic","institution_ids":["https://openalex.org/I205984670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021530302","display_name":"Jo\u00e3o Augusto Coblinski","orcid":"https://orcid.org/0000-0002-8184-5632"},"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":"Jo\u00e3o A. Coblinski","raw_affiliation_strings":["Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kamycka 129, Suchdol, 16500 Prague, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0002-8184-5632","affiliations":[{"raw_affiliation_string":"Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kamycka 129, Suchdol, 16500 Prague, Czech Republic","institution_ids":["https://openalex.org/I205984670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026895527","display_name":"Mohammadmehdi Saberioon","orcid":"https://orcid.org/0000-0003-1627-4957"},"institutions":[{"id":"https://openalex.org/I4210152878","display_name":"GFZ Helmholtz Centre for Geosciences","ror":"https://ror.org/04z8jg394","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I4210152878"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mohammadmehdi Saberioon","raw_affiliation_strings":["Helmholtz Centre Potsdam, GFZ German Research Centre for Geosciences, Telegrafenberg, 14473 Potsdam, Germany"],"raw_orcid":"https://orcid.org/0000-0003-1627-4957","affiliations":[{"raw_affiliation_string":"Helmholtz Centre Potsdam, GFZ German Research Centre for Geosciences, Telegrafenberg, 14473 Potsdam, Germany","institution_ids":["https://openalex.org/I4210152878"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090081227","display_name":"Eyal Ben Dor","orcid":"https://orcid.org/0000-0001-6757-3530"},"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":["Remote Sensing Laboratory, Department of Geography and Human Environment, Porter School of Environment and Earth Science, Tel Aviv University, Tel Aviv 69978, Israel"],"raw_orcid":"https://orcid.org/0000-0001-6757-3530","affiliations":[{"raw_affiliation_string":"Remote Sensing Laboratory, Department of Geography and Human Environment, Porter School of Environment and Earth Science, Tel Aviv University, Tel Aviv 69978, Israel","institution_ids":["https://openalex.org/I16391192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029487366","display_name":"Ond\u0159ej Dr\u00e1bek","orcid":"https://orcid.org/0000-0002-2717-038X"},"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":"Ond\u0159ej Dr\u00e1bek","raw_affiliation_strings":["Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kamycka 129, Suchdol, 16500 Prague, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0002-2717-038X","affiliations":[{"raw_affiliation_string":"Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kamycka 129, Suchdol, 16500 Prague, Czech Republic","institution_ids":["https://openalex.org/I205984670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056213122","display_name":"Jos\u00e9 Alexandre Melo Dematt\u00ea","orcid":"https://orcid.org/0000-0001-5328-0323"},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 A. M. Dematt\u00ea","raw_affiliation_strings":["Department of Soil Science, Luiz de Queiroz College of Agriculture, University of Sao Paulo, Padua Dias Avenue, 11, CP 9, Piracicaba 13418-900, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-5328-0323","affiliations":[{"raw_affiliation_string":"Department of Soil Science, Luiz de Queiroz College of Agriculture, University of Sao Paulo, Padua Dias Avenue, 11, CP 9, Piracicaba 13418-900, Brazil","institution_ids":["https://openalex.org/I17974374"]}]},{"author_position":"middle","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, Kamycka 129, Suchdol, 16500 Prague, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0001-5317-0933","affiliations":[{"raw_affiliation_string":"Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kamycka 129, Suchdol, 16500 Prague, Czech Republic","institution_ids":["https://openalex.org/I205984670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087138964","display_name":"Karel N\u011bme\u010dek","orcid":"https://orcid.org/0000-0001-8855-0979"},"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":"Karel N\u011bme\u010dek","raw_affiliation_strings":["Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kamycka 129, Suchdol, 16500 Prague, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0001-8855-0979","affiliations":[{"raw_affiliation_string":"Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kamycka 129, Suchdol, 16500 Prague, Czech Republic","institution_ids":["https://openalex.org/I205984670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071624635","display_name":"Sabine Chabrillat","orcid":"https://orcid.org/0000-0001-8600-5168"},"institutions":[{"id":"https://openalex.org/I4210152878","display_name":"GFZ Helmholtz Centre for Geosciences","ror":"https://ror.org/04z8jg394","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I4210152878"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sabine Chabrillat","raw_affiliation_strings":["Helmholtz Centre Potsdam, GFZ German Research Centre for Geosciences, Telegrafenberg, 14473 Potsdam, Germany"],"raw_orcid":"https://orcid.org/0000-0001-8600-5168","affiliations":[{"raw_affiliation_string":"Helmholtz Centre Potsdam, GFZ German Research Centre for Geosciences, Telegrafenberg, 14473 Potsdam, Germany","institution_ids":["https://openalex.org/I4210152878"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009191259","display_name":"Julie Daj\u010dl","orcid":"https://orcid.org/0000-0001-8816-4517"},"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":"Julie Daj\u010dl","raw_affiliation_strings":["Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kamycka 129, Suchdol, 16500 Prague, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0001-8816-4517","affiliations":[{"raw_affiliation_string":"Department of Soil Science and Soil Protection, Faculty of Agrobiology, Food and Natural Resources, Czech University of Life Sciences Prague, Kamycka 129, Suchdol, 16500 Prague, Czech Republic","institution_ids":["https://openalex.org/I205984670"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5011992634"],"corresponding_institution_ids":["https://openalex.org/I205984670"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":4.3374,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.95134655,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"21","issue":"7","first_page":"2386","last_page":"2386"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.9987999796867371,"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/T10770","display_name":"Soil Geostatistics and Mapping","score":0.996999979019165,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.995199978351593,"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/feature-selection","display_name":"Feature selection","score":0.7099964022636414},{"id":"https://openalex.org/keywords/spectrometer","display_name":"Spectrometer","score":0.5888254046440125},{"id":"https://openalex.org/keywords/univariate","display_name":"Univariate","score":0.5321473479270935},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4747909903526306},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.466288298368454},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.44856733083724976},{"id":"https://openalex.org/keywords/spectroscopy","display_name":"Spectroscopy","score":0.44809889793395996},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.44567161798477173},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42973434925079346},{"id":"https://openalex.org/keywords/near-infrared-spectroscopy","display_name":"Near-infrared spectroscopy","score":0.42727723717689514},{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.4249439537525177},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3869806230068207},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34770387411117554},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.33636853098869324},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.24258407950401306},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.11159515380859375},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10709276795387268},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.10189256072044373}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7099964022636414},{"id":"https://openalex.org/C33390570","wikidata":"https://www.wikidata.org/wiki/Q188463","display_name":"Spectrometer","level":2,"score":0.5888254046440125},{"id":"https://openalex.org/C199163554","wikidata":"https://www.wikidata.org/wiki/Q1681619","display_name":"Univariate","level":3,"score":0.5321473479270935},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4747909903526306},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.466288298368454},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.44856733083724976},{"id":"https://openalex.org/C32891209","wikidata":"https://www.wikidata.org/wiki/Q483666","display_name":"Spectroscopy","level":2,"score":0.44809889793395996},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.44567161798477173},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42973434925079346},{"id":"https://openalex.org/C43571822","wikidata":"https://www.wikidata.org/wiki/Q599037","display_name":"Near-infrared spectroscopy","level":2,"score":0.42727723717689514},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.4249439537525177},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3869806230068207},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34770387411117554},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.33636853098869324},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.24258407950401306},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.11159515380859375},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10709276795387268},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.10189256072044373},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012987","descriptor_name":"Soil","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012987","descriptor_name":"Soil","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012987","descriptor_name":"Soil","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":6,"locations":[{"id":"doi:10.3390/s21072386","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21072386","pdf_url":"https://www.mdpi.com/1424-8220/21/7/2386/pdf?version=1617938112","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},{"id":"pmid:33808185","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33808185","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:gfzpublic.gfz-potsdam.de:item_5006503","is_oa":true,"landing_page_url":"https://gfzpublic.gfz-potsdam.de/pubman/item/item_5006503","pdf_url":"https://gfzpublic.gfz-potsdam.de/pubman/item/item_5006503_1/component/file_5006508/5006503.pdf","source":{"id":"https://openalex.org/S4306401313","display_name":"Publication Database GFZ (GFZ German Research Centre for Geosciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210152878","host_organization_name":"GFZ Helmholtz Centre for Geosciences","host_organization_lineage":["https://openalex.org/I4210152878"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:4a1f9a0021214bad88be06e6489bb74f","is_oa":true,"landing_page_url":"https://doaj.org/article/4a1f9a0021214bad88be06e6489bb74f","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":"Sensors, Vol 21, Iss 7, p 2386 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/21/7/2386/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s21072386","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":"Sensors; Volume 21; Issue 7; Pages: 2386","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:8037398","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8037398","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s21072386","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s21072386","pdf_url":"https://www.mdpi.com/1424-8220/21/7/2386/pdf?version=1617938112","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4014255245","display_name":null,"funder_award_id":"18-28126Y","funder_id":"https://openalex.org/F4320321006","funder_display_name":"Grantov\u00e1 Agentura \u010cesk\u00e9 Republiky"}],"funders":[{"id":"https://openalex.org/F4320321006","display_name":"Grantov\u00e1 Agentura \u010cesk\u00e9 Republiky","ror":"https://ror.org/01pv73b02"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3142750162.pdf"},"referenced_works_count":80,"referenced_works":["https://openalex.org/W40231294","https://openalex.org/W40397213","https://openalex.org/W203089406","https://openalex.org/W638367313","https://openalex.org/W1148445081","https://openalex.org/W1550918981","https://openalex.org/W1592341820","https://openalex.org/W1831050183","https://openalex.org/W1964503221","https://openalex.org/W1980767976","https://openalex.org/W1986756052","https://openalex.org/W1987760411","https://openalex.org/W1992117527","https://openalex.org/W1993163033","https://openalex.org/W1998053851","https://openalex.org/W2001179019","https://openalex.org/W2001569762","https://openalex.org/W2002989254","https://openalex.org/W2008140749","https://openalex.org/W2009118062","https://openalex.org/W2021754455","https://openalex.org/W2025014611","https://openalex.org/W2025857348","https://openalex.org/W2026594876","https://openalex.org/W2038641994","https://openalex.org/W2045858843","https://openalex.org/W2046413990","https://openalex.org/W2047019718","https://openalex.org/W2052903566","https://openalex.org/W2058096965","https://openalex.org/W2073858026","https://openalex.org/W2077689075","https://openalex.org/W2079476441","https://openalex.org/W2082938293","https://openalex.org/W2082950852","https://openalex.org/W2109606373","https://openalex.org/W2115473362","https://openalex.org/W2126611570","https://openalex.org/W2165993842","https://openalex.org/W2170514496","https://openalex.org/W2216636650","https://openalex.org/W2217791129","https://openalex.org/W2244958296","https://openalex.org/W2326266029","https://openalex.org/W2339216980","https://openalex.org/W2394786463","https://openalex.org/W2425993113","https://openalex.org/W2472855564","https://openalex.org/W2590486621","https://openalex.org/W2597095173","https://openalex.org/W2754473040","https://openalex.org/W2782072844","https://openalex.org/W2788220685","https://openalex.org/W2793911617","https://openalex.org/W2800441203","https://openalex.org/W2802370160","https://openalex.org/W2883891091","https://openalex.org/W2888610957","https://openalex.org/W2893324711","https://openalex.org/W2894980471","https://openalex.org/W2911627187","https://openalex.org/W2912648180","https://openalex.org/W2955980286","https://openalex.org/W2968204211","https://openalex.org/W2972164833","https://openalex.org/W2977218533","https://openalex.org/W2981438556","https://openalex.org/W2997975120","https://openalex.org/W3000594489","https://openalex.org/W3002209846","https://openalex.org/W3018021150","https://openalex.org/W3036822607","https://openalex.org/W3083277533","https://openalex.org/W3103589903","https://openalex.org/W3153716337","https://openalex.org/W4232202009","https://openalex.org/W4248941179","https://openalex.org/W4399271987","https://openalex.org/W6734430374","https://openalex.org/W6870084398"],"related_works":["https://openalex.org/W2072166414","https://openalex.org/W3209970181","https://openalex.org/W2060875994","https://openalex.org/W3034375524","https://openalex.org/W4230131218","https://openalex.org/W2404757046","https://openalex.org/W2044184146","https://openalex.org/W2070598848","https://openalex.org/W2019190440","https://openalex.org/W3034864990"],"abstract_inverted_index":{"Soil":[0],"contamination":[1],"by":[2],"potentially":[3],"toxic":[4],"elements":[5],"(PTEs)":[6],"is":[7,20,54,63],"intensifying":[8],"under":[9],"increasing":[10],"industrialization.":[11],"Thus,":[12],"the":[13,40,45,57,76,82,99,113,119,141,147,159,162,196,203,208,211,217,223,227,232,242,258],"ability":[14],"to":[15,139,157],"efficiently":[16],"delineate":[17],"contaminated":[18],"sites":[19],"crucial.":[21],"Visible-near":[22],"infrared":[23],"(vis-NIR:":[24],"350-2500":[25],"nm)":[26],"and":[27,50,87,90,122,127,133,164,170,187,238,240,246],"X-ray":[28],"fluorescence":[29],"(XRF:":[30],"0.02-41.08":[31],"keV)":[32],"spectroscopic":[33],"techniques":[34],"have":[35],"attracted":[36],"tremendous":[37],"attention":[38],"for":[39,98,146,191,252],"assessment":[41,100],"of":[42,47,60,84,101,112,118,143,167,193,244,257],"PTEs.":[43,104,194,260],"Recently,":[44],"application":[46],"fused":[48,88,188,204],"vis-NIR":[49,89,126,186,219,245],"XRF":[51,91,128,177,234,247],"spectroscopy,":[52],"which":[53],"based":[55],"on":[56],"complementary":[58],"effect":[59],"data":[61,68,190,205],"fusion,":[62],"also":[64],"increasing.":[65],"Moreover,":[66,195],"different":[67],"manipulation":[69],"methods,":[70],"including":[71],"feature":[72,95],"selection":[73,96],"approaches,":[74],"affect":[75],"prediction":[77,197],"performance.":[78],"This":[79],"study":[80],"investigated":[81],"feasibility":[83],"using":[85,124,161],"single":[86,168,185,218,233],"spectra":[92,166,178,229],"while":[93],"exploring":[94],"algorithms":[97],"key":[102],"soil":[103,106],"The":[105],"samples":[107],"were":[108,137,200],"collected":[109],"from":[110,202,231,241],"one":[111],"most":[114],"heavily":[115],"polluted":[116],"areas":[117],"Czech":[120],"Republic":[121],"scanned":[123],"laboratory":[125],"spectrometers.":[129],"Univariate":[130],"filter":[131],"(UF)":[132],"genetic":[134],"algorithm":[135],"(GA)":[136],"used":[138,156],"select":[140],"bands":[142],"greater":[144],"importance":[145],"PTE":[148],"prediction.":[149],"Support":[150],"vector":[151],"machine":[152],"(SVM)":[153],"was":[154,174],"then":[155],"train":[158],"models":[160,198],"full-range":[163],"feature-selected":[165],"sensors":[169],"their":[171],"fusion.":[172],"It":[173],"found":[175],"that":[176,199,226],"alone":[179],"(primarily":[180],"GA-selected)":[181,209],"performed":[182],"better":[183],"than":[184],"spectral":[189],"predictions":[192],"derived":[201],"set":[206],"(particularly":[207],"enhanced":[210],"models'":[212],"accuracies":[213],"as":[214],"compared":[215],"with":[216],"spectra.":[220],"In":[221],"general,":[222],"results":[224],"suggest":[225],"GA-selected":[228],"obtained":[230],"spectrometer":[235],"(for":[236,248],"As":[237],"Pb)":[239,249],"fusion":[243],"are":[250],"promising":[251],"accurate":[253],"quantitative":[254],"estimation":[255],"detection":[256],"mentioned":[259]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":2}],"updated_date":"2026-05-26T13:28:51.108037","created_date":"2025-10-10T00:00:00"}
