{"id":"https://openalex.org/W4414734757","doi":"https://doi.org/10.1007/978-3-032-02728-3_22","title":"Predicting TiO2 and FeO Concentrations in Lunar Regolith Using Machine Learning Models: A Spectral Reflectance Approach","display_name":"Predicting TiO2 and FeO Concentrations in Lunar Regolith Using Machine Learning Models: A Spectral Reflectance Approach","publication_year":2025,"publication_date":"2025-10-01","ids":{"openalex":"https://openalex.org/W4414734757","doi":"https://doi.org/10.1007/978-3-032-02728-3_22"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-02728-3_22","doi":"https://doi.org/10.1007/978-3-032-02728-3_22","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-02728-3_22","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4414645981","display_name":"Advances in Computational Intelligence"},"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053568351","display_name":"Julia Fern\u00e1ndez","orcid":"https://orcid.org/0009-0007-2419-2405","observed_orcids":["https://orcid.org/0009-0007-2419-2405"]},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Julia Fern\u00e1ndez D\u00edaz","raw_affiliation_strings":["Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain"],"raw_orcid":"https://orcid.org/0009-0007-2419-2405","affiliations":[{"raw_affiliation_string":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]},{"raw_affiliation_string":"Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109897688","display_name":"Francisco Javier de Cos Juez","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Javier de Cos Juez","raw_affiliation_strings":["Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]},{"raw_affiliation_string":"Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101606365","display_name":"Fernando S\u00e1nchez Lasheras","orcid":"https://orcid.org/0000-0002-7052-2811","observed_orcids":["https://orcid.org/0000-0002-7052-2811"]},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Fernando S\u00e1nchez Lasheras","raw_affiliation_strings":["Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]},{"raw_affiliation_string":"Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048124705","display_name":"Javier Gracia Rodr\u00edguez","orcid":"https://orcid.org/0000-0001-9548-7322","observed_orcids":["https://orcid.org/0000-0001-9548-7322"]},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Gracia Rodriguez","raw_affiliation_strings":["Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]},{"raw_affiliation_string":"Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026132233","display_name":"Santiago Iglesias \u00c1lvarez","orcid":"https://orcid.org/0000-0001-5903-9899","observed_orcids":["https://orcid.org/0000-0001-5903-9899"]},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Santiago Iglesias","raw_affiliation_strings":["Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]},{"raw_affiliation_string":"Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008227235","display_name":"Javier Rodr\u00edguez","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Rodriguez","raw_affiliation_strings":["Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]},{"raw_affiliation_string":"Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072458598","display_name":"Sa\u00fal P\u00e9rez","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Saul Perez","raw_affiliation_strings":["Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]},{"raw_affiliation_string":"Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021798545","display_name":"Alejandro Buendia","orcid":"https://orcid.org/0009-0001-6562-9876","observed_orcids":["https://orcid.org/0009-0001-6562-9876"]},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alejandro Buendia","raw_affiliation_strings":["Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Universitario de Ciencias y Tecnolog\u00edas Espaciales de Asturias (ICTEA), Independencia 13, 33004, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]},{"raw_affiliation_string":"Universidad de Oviedo, C. San Francisco, 3, 33003, Oviedo, Asturias, Spain","institution_ids":["https://openalex.org/I165339363"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5053568351"],"corresponding_institution_ids":["https://openalex.org/I165339363"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17847629,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"274","last_page":"288"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10406","display_name":"Planetary Science and Exploration","score":0.6190999746322632,"subfield":{"id":"https://openalex.org/subfields/1912","display_name":"Space and Planetary 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/T10406","display_name":"Planetary Science and Exploration","score":0.6190999746322632,"subfield":{"id":"https://openalex.org/subfields/1912","display_name":"Space and Planetary 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/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.328900009393692,"subfield":{"id":"https://openalex.org/subfields/1906","display_name":"Geochemistry and Petrology"},"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/T10325","display_name":"Astro and Planetary Science","score":0.015699999406933784,"subfield":{"id":"https://openalex.org/subfields/1912","display_name":"Space and Planetary 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"}}],"keywords":[{"id":"https://openalex.org/keywords/lunar-regolith","display_name":"lunar regolith","score":0.9789999723434448},{"id":"https://openalex.org/keywords/titanium-dioxide","display_name":"titanium dioxide","score":0.8410000205039978},{"id":"https://openalex.org/keywords/iron-oxide","display_name":"iron oxide","score":0.9459999799728394},{"id":"https://openalex.org/keywords/spectral-reflectance","display_name":"spectral reflectance","score":0.9079999923706055},{"id":"https://openalex.org/keywords/apollo-lunar-samples","display_name":"Apollo samples","score":0.6800000071525574},{"id":"https://openalex.org/keywords/clementine-mission","display_name":"Clementine mission","score":0.8769999742507935},{"id":"https://openalex.org/keywords/in-situ-resource-utilization","display_name":"in-situ resource utilization","score":0.8550000190734863},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.6050000190734863},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"principal component analysis","score":0.8389999866485596},{"id":"https://openalex.org/keywords/wavelength-selection","display_name":"wavelength selection","score":0.5649999976158142},{"id":"https://openalex.org/keywords/lunar-geochemistry","display_name":"lunar geochemistry","score":0.5720000267028809}],"concepts":[{"id":"https://openalex.org/C41642174","wikidata":"https://www.wikidata.org/wiki/Q106551","display_name":"Regolith","level":2,"score":0.9070000052452087},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.5735999941825867},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5684000253677368},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5598000288009644},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.48159998655319214},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.47540000081062317},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4578000009059906},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.4049000144004822},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3986000120639801},{"id":"https://openalex.org/C5675118","wikidata":"https://www.wikidata.org/wiki/Q1648514","display_name":"Geology of the Moon","level":3,"score":0.36809998750686646},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.36419999599456787},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.35109999775886536},{"id":"https://openalex.org/C108597893","wikidata":"https://www.wikidata.org/wiki/Q663650","display_name":"Reflectivity","level":2,"score":0.3416000008583069},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.3294999897480011},{"id":"https://openalex.org/C83260615","wikidata":"https://www.wikidata.org/wiki/Q6773121","display_name":"Mars Exploration Program","level":2,"score":0.31439998745918274},{"id":"https://openalex.org/C2777139587","wikidata":"https://www.wikidata.org/wiki/Q1037499","display_name":"Lunar soil","level":2,"score":0.30970001220703125},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.3052999973297119},{"id":"https://openalex.org/C58142911","wikidata":"https://www.wikidata.org/wiki/Q3863","display_name":"Asteroid","level":2,"score":0.2904999852180481},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2840999960899353},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2800999879837036},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2766000032424927},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.27059999108314514},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.26499998569488525},{"id":"https://openalex.org/C2777593239","wikidata":"https://www.wikidata.org/wiki/Q193521","display_name":"Titanium dioxide","level":2,"score":0.2567000091075897},{"id":"https://openalex.org/C39399123","wikidata":"https://www.wikidata.org/wiki/Q1348989","display_name":"Earth observation","level":3,"score":0.2549000084400177}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-032-02728-3_22","doi":"https://doi.org/10.1007/978-3-032-02728-3_22","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-02728-3_22","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","ki-jl-1","norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:digibuo.uniovi.es:10651/84728","doi":null,"is_oa":false,"landing_page_url":"https://hdl.handle.net/10651/84728","pdf_url":null,"source":{"id":"https://openalex.org/S4306402334","display_name":"Consultation of the Doctoral Thesis Database (TESEO) (Ministerio de Educaci\u00f3n, Cultura y Deporte)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801976130","host_organization_name":"Ministerio de Educaci\u00f3n Cultura y Deporte","host_organization_lineage":["https://openalex.org/I2801976130"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://www.scopus.com/inward/record.uri?eid=2-s2.0-105019643936&doi=10.1007%2F978-3-032-02728-3_22&partnerID=40&md5=d3e469da45bc70de169cdbfaf6f367a8","raw_type":"conference output"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W196417630","https://openalex.org/W1965937155","https://openalex.org/W1970294019","https://openalex.org/W2120870736","https://openalex.org/W2125216406","https://openalex.org/W2135516575","https://openalex.org/W2155261478","https://openalex.org/W2259172958","https://openalex.org/W2261059368","https://openalex.org/W2911964244","https://openalex.org/W2944631576","https://openalex.org/W3046189405","https://openalex.org/W3145546499","https://openalex.org/W4220961555","https://openalex.org/W4242646989","https://openalex.org/W4385296488","https://openalex.org/W4394567260","https://openalex.org/W4399760413"],"related_works":["https://openalex.org/W7118009046","https://openalex.org/W4413881674","https://openalex.org/W4391068011","https://openalex.org/W3212046847","https://openalex.org/W4412779973","https://openalex.org/W2026815561","https://openalex.org/W7119500042","https://openalex.org/W4385296488","https://openalex.org/W2100796951","https://openalex.org/W2153849656"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-10-10T09:11:00.788812","created_date":"2025-10-10T00:00:00"}
