{"id":"https://openalex.org/W4386361169","doi":"https://doi.org/10.1109/agro-geoinformatics59224.2023.10233466","title":"Prediction of Crop Planting Map Using One-dimensional Convolutional Neural Network and Decision Tree Algorithm","display_name":"Prediction of Crop Planting Map Using One-dimensional Convolutional Neural Network and Decision Tree Algorithm","publication_year":2023,"publication_date":"2023-07-25","ids":{"openalex":"https://openalex.org/W4386361169","doi":"https://doi.org/10.1109/agro-geoinformatics59224.2023.10233466"},"language":"en","primary_location":{"id":"doi:10.1109/agro-geoinformatics59224.2023.10233466","is_oa":false,"landing_page_url":"https://doi.org/10.1109/agro-geoinformatics59224.2023.10233466","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 11th International Conference on Agro-Geoinformatics (Agro-Geoinformatics)","raw_type":"proceedings-article"},"type":"article","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/A5087232179","display_name":"Hui Li","orcid":"https://orcid.org/0000-0002-1846-7958"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Hui Li","raw_affiliation_strings":["George Mason University,Center for Spatial Information Science and Systems (CSISS),Fairfax,VA,USA","Center for Spatial Information Science and Systems (CSISS), George Mason University, Fairfax, VA, USA"],"affiliations":[{"raw_affiliation_string":"George Mason University,Center for Spatial Information Science and Systems (CSISS),Fairfax,VA,USA","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"Center for Spatial Information Science and Systems (CSISS), George Mason University, Fairfax, VA, USA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012116347","display_name":"Liping Di","orcid":"https://orcid.org/0000-0002-3953-9965"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Liping Di","raw_affiliation_strings":["George Mason University,Center for Spatial Information Science and Systems (CSISS),Fairfax,VA,USA","Center for Spatial Information Science and Systems (CSISS), George Mason University, Fairfax, VA, USA"],"affiliations":[{"raw_affiliation_string":"George Mason University,Center for Spatial Information Science and Systems (CSISS),Fairfax,VA,USA","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"Center for Spatial Information Science and Systems (CSISS), George Mason University, Fairfax, VA, USA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069617803","display_name":"Chen Zhang","orcid":"https://orcid.org/0000-0002-8990-2267"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chen Zhang","raw_affiliation_strings":["George Mason University,Center for Spatial Information Science and Systems (CSISS),Fairfax,VA,USA","Center for Spatial Information Science and Systems (CSISS), George Mason University, Fairfax, VA, USA"],"affiliations":[{"raw_affiliation_string":"George Mason University,Center for Spatial Information Science and Systems (CSISS),Fairfax,VA,USA","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"Center for Spatial Information Science and Systems (CSISS), George Mason University, Fairfax, VA, USA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011971882","display_name":"Li Lin","orcid":"https://orcid.org/0000-0002-7753-2270"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Li Lin","raw_affiliation_strings":["George Mason University,Center for Spatial Information Science and Systems (CSISS),Fairfax,VA,USA","Center for Spatial Information Science and Systems (CSISS), George Mason University, Fairfax, VA, USA"],"affiliations":[{"raw_affiliation_string":"George Mason University,Center for Spatial Information Science and Systems (CSISS),Fairfax,VA,USA","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"Center for Spatial Information Science and Systems (CSISS), George Mason University, Fairfax, VA, USA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077156991","display_name":"Liying Guo","orcid":"https://orcid.org/0000-0001-9684-0204"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Liying Guo","raw_affiliation_strings":["George Mason University,Center for Spatial Information Science and Systems (CSISS),Fairfax,VA,USA","Center for Spatial Information Science and Systems (CSISS), George Mason University, Fairfax, VA, USA"],"affiliations":[{"raw_affiliation_string":"George Mason University,Center for Spatial Information Science and Systems (CSISS),Fairfax,VA,USA","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"Center for Spatial Information Science and Systems (CSISS), George Mason University, Fairfax, VA, USA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087749471","display_name":"Haoteng Zhao","orcid":"https://orcid.org/0000-0002-6612-3957"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Haoteng Zhao","raw_affiliation_strings":["George Mason University,Center for Spatial Information Science and Systems (CSISS),Fairfax,VA,USA","Center for Spatial Information Science and Systems (CSISS), George Mason University, Fairfax, VA, USA"],"affiliations":[{"raw_affiliation_string":"George Mason University,Center for Spatial Information Science and Systems (CSISS),Fairfax,VA,USA","institution_ids":["https://openalex.org/I162714631"]},{"raw_affiliation_string":"Center for Spatial Information Science and Systems (CSISS), George Mason University, Fairfax, VA, USA","institution_ids":["https://openalex.org/I162714631"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5087232179"],"corresponding_institution_ids":["https://openalex.org/I162714631"],"apc_list":null,"apc_paid":null,"fwci":1.1951,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.84774249,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.978600025177002,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant 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/T10616","display_name":"Smart Agriculture and AI","score":0.978600025177002,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant 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/T13058","display_name":"Soil and Land Suitability Analysis","score":0.9617000222206116,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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":0.9498999714851379,"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/computer-science","display_name":"Computer science","score":0.6843740344047546},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6537758708000183},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6279699206352234},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5049944519996643},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44621166586875916},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.4412786662578583},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3339877724647522},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1832268238067627}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6843740344047546},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6537758708000183},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6279699206352234},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5049944519996643},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44621166586875916},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.4412786662578583},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3339877724647522},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1832268238067627},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/agro-geoinformatics59224.2023.10233466","is_oa":false,"landing_page_url":"https://doi.org/10.1109/agro-geoinformatics59224.2023.10233466","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 11th International Conference on Agro-Geoinformatics (Agro-Geoinformatics)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7799999713897705,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1971683018","https://openalex.org/W1975442495","https://openalex.org/W1976129996","https://openalex.org/W1985052030","https://openalex.org/W1992470233","https://openalex.org/W2008085934","https://openalex.org/W2219864509","https://openalex.org/W2444638493","https://openalex.org/W2527417112","https://openalex.org/W2527659823","https://openalex.org/W2805142011","https://openalex.org/W2810429881","https://openalex.org/W2897482667","https://openalex.org/W2901803013","https://openalex.org/W2912466506","https://openalex.org/W2971890297","https://openalex.org/W2981186177","https://openalex.org/W2981691152","https://openalex.org/W2984521939","https://openalex.org/W3018158283","https://openalex.org/W3020885311","https://openalex.org/W3046918937","https://openalex.org/W3048168082","https://openalex.org/W3079760979","https://openalex.org/W3121715254","https://openalex.org/W3159863195","https://openalex.org/W3182299891","https://openalex.org/W3200017662","https://openalex.org/W3201149224","https://openalex.org/W4210392349","https://openalex.org/W4214866155","https://openalex.org/W4220946071","https://openalex.org/W4288987532","https://openalex.org/W4292794316","https://openalex.org/W4292794356"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W4293226380","https://openalex.org/W2053286651","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2377198601","https://openalex.org/W2381980924","https://openalex.org/W2353774927","https://openalex.org/W2081026125"],"abstract_inverted_index":{"The":[0,103,122],"crop":[1,24,34,83,105,124,138],"type":[2,35],"planting":[3,25,84,140],"prediction":[4,36,92,112],"map":[5,85],"is":[6],"an":[7,133],"essential":[8],"agro-geoinformation":[9],"data":[10],"source":[11],"to":[12,77,135],"explore":[13],"and":[14,45,57,99,108,118],"quantify":[15],"agriculture":[16],"cultivation":[17],"distribution":[18],"in":[19,86],"the":[20,31,51,59,73,78,81,91,143],"coming":[21],"year,":[22],"implying":[23],"change":[26],"tendency.":[27],"This":[28,130],"paper":[29],"validates":[30],"feasibility":[32],"of":[33,89],"using":[37],"a":[38,66],"one-dimensional":[39],"convolutional":[40],"neural":[41],"network":[42],"(1D":[43],"CNN)":[44],"decision":[46],"tree":[47],"algorithm.":[48],"To":[49],"construct":[50],"ID":[52],"CNN":[53],"model,":[54],"we":[55],"encode":[56],"stack":[58],"historical":[60],"Cropland":[61],"Data":[62],"Layer":[63],"(CDL)":[64],"into":[65],"3D":[67],"time":[68],"series":[69],"location":[70],"matrix":[71],"as":[72],"training":[74],"dataset.":[75],"According":[76],"validation":[79],"for":[80,142],"2021":[82],"Cass":[87],"County":[88],"Iowa,":[90],"result":[93],"owns":[94],"high":[95,111],"overall":[96],"accuracy":[97,114,120,128],"(0.927)":[98],"kappa":[100],"coefficient":[101],"(0.857).":[102],"major":[104,137],"types,":[106],"corn":[107],"soybean,":[109],"have":[110],"producer":[113],"(0.9":[115],"\u2013":[116],"0.95)":[117],"user":[119],"(0.91-0.94).":[121],"minor":[123],"alfalfa":[125],"has":[126],"lower":[127],"(0.55-0.73).":[129],"approach":[131],"provides":[132],"option":[134],"predict":[136],"type\u2019s":[139],"maps":[141],"next":[144],"year.":[145]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}