{"id":"https://openalex.org/W296763897","doi":"https://doi.org/10.1201/9780203739273-32","title":"Predicting Sol Carbon In Mollisols Using Neural Networks","display_name":"Predicting Sol Carbon In Mollisols Using Neural Networks","publication_year":2018,"publication_date":"2018-02-06","ids":{"openalex":"https://openalex.org/W296763897","doi":"https://doi.org/10.1201/9780203739273-32","mag":"296763897"},"language":"en","primary_location":{"id":"doi:10.1201/9780203739273-32","doi":"https://doi.org/10.1201/9780203739273-32","is_oa":false,"landing_page_url":"https://doi.org/10.1201/9780203739273-32","pdf_url":null,"source":{"id":"https://openalex.org/S4306463075","display_name":"CRC Press eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310320584","host_organization_name":"CRC Press","host_organization_lineage":["https://openalex.org/P4310320584","https://openalex.org/P4310320547"],"host_organization_lineage_names":["CRC Press","Taylor & Francis"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soil Processes and the Carbon Cycle","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W1784426477","display_name":"Soil Processes and the Carbon Cycle"},"type":"book-chapter","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/A5111670926","display_name":"Elissa R. Levine","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elissa R. Levine","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5108496531","display_name":"DANIEL S. KIMES","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Daniel S. Kimes","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6066,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.68024801,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":93},"biblio":{"volume":null,"issue":null,"first_page":"473","last_page":"484"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10770","display_name":"Soil Geostatistics and Mapping","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10770","display_name":"Soil Geostatistics and Mapping","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10004","display_name":"Soil Carbon and Nitrogen Dynamics","score":0.003800000064074993,"subfield":{"id":"https://openalex.org/subfields/1111","display_name":"Soil Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.0006000000284984708,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/soil-organic-carbon","display_name":"soil organic carbon","score":0.8069999814033508},{"id":"https://openalex.org/keywords/mollisols","display_name":"Mollisols","score":0.9980000257492065},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.8790000081062317},{"id":"https://openalex.org/keywords/soil-carbon-prediction","display_name":"soil carbon prediction","score":0.824999988079071},{"id":"https://openalex.org/keywords/overfitting","display_name":"overfitting","score":0.6679999828338623},{"id":"https://openalex.org/keywords/cation-exchange-capacity","display_name":"cation exchange capacity","score":0.8949999809265137},{"id":"https://openalex.org/keywords/soil-nitrogen","display_name":"soil nitrogen","score":0.9129999876022339},{"id":"https://openalex.org/keywords/soil-survey-data","display_name":"soil survey data","score":0.8230000138282776},{"id":"https://openalex.org/keywords/digital-elevation-data","display_name":"digital elevation data","score":0.8159999847412109},{"id":"https://openalex.org/keywords/forest-cover","display_name":"forest cover","score":0.8019999861717224},{"id":"https://openalex.org/keywords/spot-imagery","display_name":"SPOT satellite imagery","score":0.9649999737739563}],"concepts":[{"id":"https://openalex.org/C67276197","wikidata":"https://www.wikidata.org/wiki/Q1063188","display_name":"Mollisol","level":3,"score":0.5392739772796631},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5206034183502197},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.36031055450439453},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.34138673543930054},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.29074835777282715},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24377340078353882},{"id":"https://openalex.org/C159390177","wikidata":"https://www.wikidata.org/wiki/Q9161265","display_name":"Soil science","level":1,"score":0.12447765469551086},{"id":"https://openalex.org/C159750122","wikidata":"https://www.wikidata.org/wiki/Q96621023","display_name":"Soil water","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1201/9780203739273-32","doi":"https://doi.org/10.1201/9780203739273-32","is_oa":false,"landing_page_url":"https://doi.org/10.1201/9780203739273-32","pdf_url":null,"source":{"id":"https://openalex.org/S4306463075","display_name":"CRC Press eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310320584","host_organization_name":"CRC Press","host_organization_lineage":["https://openalex.org/P4310320584","https://openalex.org/P4310320547"],"host_organization_lineage_names":["CRC Press","Taylor & Francis"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soil Processes and the Carbon Cycle","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life on land","score":0.4390000104904175}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":1,"referenced_works":["https://openalex.org/W2172193502"],"related_works":["https://openalex.org/W2008339194","https://openalex.org/W2958572234","https://openalex.org/W2061609131","https://openalex.org/W2234929136","https://openalex.org/W6903519744","https://openalex.org/W2170624278","https://openalex.org/W1982106773","https://openalex.org/W2770975587","https://openalex.org/W1999730724","https://openalex.org/W2269210280"],"abstract_inverted_index":{"Neural":[0],"networks":[1,114],"provide":[2],"a":[3],"tool":[4],"to":[5,31,51,67,117],"solve":[6],"many":[7],"of":[8,16,72,135],"the":[9,35,42,54,70,119,123],"complex":[10],"data":[11,37,56,85,99],"problems":[12],"and":[13,19,39,75,80,149],"allow":[14],"modeling":[15],"soil":[17,20,102,106,136,140],"carbon":[18,91],"properties":[21],"using":[22,139],"existing":[23],"data.":[24],"The":[25],"\"Predict\"":[26],"software":[27],"package":[28],"was":[29],"used":[30,50],"aid":[32],"in":[33,40],"processing":[34],"large":[36],"sets":[38],"testing":[41],"numerous":[43],"neural":[44,113,132],"network":[45,59],"structures.":[46],"Several":[47],"methods":[48],"were":[49],"avoid":[52],"overfitting":[53],"training":[55,62],"including":[57],"reducing":[58],"structure,":[60],"halting":[61],"when":[63],"test":[64],"performance":[65],"began":[66],"decline,":[68],"decreasing":[69],"number":[71],"input":[73],"variables,":[74],"others.":[76],"If":[77],"%":[78],"nitrogen,":[79],"Cation":[81],"exchange":[82],"capacity/clay":[83],"ratio":[84],"are":[86],"available":[87],"for":[88,100,122],"other":[89,101,105],"Mollisols,":[90],"predictions":[92],"can":[93],"be":[94,115],"made":[95],"with":[96],"reliability.":[97],"With":[98],"orders":[103],"or":[104],"conditions,":[107],"it":[108],"is":[109],"recommended":[110],"that":[111],"additional":[112],"trained":[116],"determine":[118],"best":[120],"model":[121],"specific":[124],"soils.":[125],"Preliminary":[126],"results":[127,130],"show":[128],"good":[129],"from":[131],"net":[133],"classification":[134],"drainage":[137],"class":[138],"survey":[141],"data,":[142,145,148],"digital":[143],"elevation":[144],"forest":[146],"cover":[147],"SPOT":[150],"imagery.":[151]},"counts_by_year":[{"year":2018,"cited_by_count":1}],"updated_date":"2026-10-10T09:11:00.788812","created_date":"2016-06-24T00:00:00"}
