{"id":"https://openalex.org/W7127065806","doi":"https://doi.org/10.1051/e3sconf/202565210004/pdf","title":"Forecasting Rice Field Conversion in Boyolali Regency Using CA-ANN and Multitemporal Remote Sensing Data","display_name":"Forecasting Rice Field Conversion in Boyolali Regency Using CA-ANN and Multitemporal Remote Sensing Data","publication_year":2025,"publication_date":"2025-10-15","ids":{"openalex":"https://openalex.org/W7127065806","doi":"https://doi.org/10.1051/e3sconf/202565210004/pdf"},"language":"en","primary_location":{"id":"pmh:oai:edpsciences.org:dkey/10.1051/e3sconf/202565210004","doi":"https://doi.org/10.1051/e3sconf/202565210004/pdf","is_oa":false,"landing_page_url":"https://www.e3s-conferences.org/10.1051/e3sconf/202565210004/pdf","pdf_url":"https://www.e3s-conferences.org/10.1051/e3sconf/202565210004/pdf","source":{"id":"https://openalex.org/S4306400744","display_name":"Springer Link (Chiba Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I8488066","host_organization_name":"Chiba Institute of Technology","host_organization_lineage":["https://openalex.org/I8488066"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1051/e3sconf/202565210004","raw_type":"Text"},"volume":null,"type":"article","indexed_in":[],"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/A5116593417","display_name":"Surya Fathurrahman","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Surya Fathurrahman","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5089475728","display_name":"Dewi Novita Sari","orcid":"https://orcid.org/0000-0003-1012-7614","observed_orcids":["https://orcid.org/0000-0003-1012-7614"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dewi Novita Sari","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":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.4408336,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.8955000042915344,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T10226","display_name":"Land Use and Ecosystem Services","score":0.8955000042915344,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/T13890","display_name":"Remote Sensing and Land Use","score":0.10000000149011612,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric 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/T13203","display_name":"Environmental Changes in China","score":0.0010000000474974513,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"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/rice-field-conversion","display_name":"rice field conversion","score":0.9549999833106995},{"id":"https://openalex.org/keywords/land-use-change","display_name":"land use change","score":0.968999981880188},{"id":"https://openalex.org/keywords/land-use-prediction","display_name":"land use prediction","score":0.7450000047683716},{"id":"https://openalex.org/keywords/cellular-automata-artificial-neural-network","display_name":"cellular automata artificial neural network","score":0.8080000281333923},{"id":"https://openalex.org/keywords/multitemporal-remote-sensing","display_name":"multi-temporal remote sensing","score":0.843999981880188},{"id":"https://openalex.org/keywords/driving-forces","display_name":"driving factors","score":0.7160000205039978},{"id":"https://openalex.org/keywords/distance-to-roads","display_name":"road proximity","score":0.6959999799728394},{"id":"https://openalex.org/keywords/distance-to-river","display_name":"distance to river","score":0.9800000190734863},{"id":"https://openalex.org/keywords/distance-to-settlements","display_name":"distance to settlements","score":0.9290000200271606},{"id":"https://openalex.org/keywords/boyolali-regency","display_name":"Boyolali Regency","score":0.8980000019073486}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.7053999900817871},{"id":"https://openalex.org/C85582077","wikidata":"https://www.wikidata.org/wiki/Q842623","display_name":"Paddy field","level":2,"score":0.6851999759674072},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6316999793052673},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.6021000146865845},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.49219998717308044},{"id":"https://openalex.org/C122690726","wikidata":"https://www.wikidata.org/wiki/Q3348639","display_name":"Land use, land-use change and forestry","level":3,"score":0.47760000824928284},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.46459999680519104},{"id":"https://openalex.org/C502990516","wikidata":"https://www.wikidata.org/wiki/Q3395383","display_name":"Agricultural land","level":3,"score":0.3991999924182892},{"id":"https://openalex.org/C2777382242","wikidata":"https://www.wikidata.org/wiki/Q6017816","display_name":"Index (typography)","level":2,"score":0.3465000092983246},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2969000041484833},{"id":"https://openalex.org/C16678853","wikidata":"https://www.wikidata.org/wiki/Q486972","display_name":"Human settlement","level":2,"score":0.26750001311302185},{"id":"https://openalex.org/C61703769","wikidata":"https://www.wikidata.org/wiki/Q9350471","display_name":"Land information system","level":4,"score":0.2630000114440918},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.25949999690055847},{"id":"https://openalex.org/C17206440","wikidata":"https://www.wikidata.org/wiki/Q6484056","display_name":"Land development","level":3,"score":0.25920000672340393},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.2567000091075897}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:edpsciences.org:dkey/10.1051/e3sconf/202565210004","doi":"https://doi.org/10.1051/e3sconf/202565210004/pdf","is_oa":false,"landing_page_url":"https://www.e3s-conferences.org/10.1051/e3sconf/202565210004/pdf","pdf_url":"https://www.e3s-conferences.org/10.1051/e3sconf/202565210004/pdf","source":{"id":"https://openalex.org/S4306400744","display_name":"Springer Link (Chiba Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I8488066","host_organization_name":"Chiba Institute of Technology","host_organization_lineage":["https://openalex.org/I8488066"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1051/e3sconf/202565210004","raw_type":"Text"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.875,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"},{"score":0.8518999814987183,"display_name":"Life on land","id":"https://metadata.un.org/sdg/15"},{"score":0.4399999976158142,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"sustainable_development_goals_aurora":[{"score":0.8288348913192749,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Land":[0],"conversion":[1],"or":[2],"land":[3,13,29,71,87,92,122,143,156,165,174,189,197],"use":[4,16,30,72,88,144,157,166,190,198],"change":[5,8,20,80],"is":[6,108],"a":[7,19,61,183,211,217],"in":[9,21,28,63,81,112,121,146,153,186],"the":[10,22,25,64,79,82,97,109,179],"function":[11],"of":[12,24,66,84,142,158,178,191,214,219],"to":[14,33,48,70,77,89,116],"another":[15],"caused":[17],"by":[18,168,200],"value":[23],"land.":[26],"Changes":[27],"occur":[31],"due":[32,69],"various":[34],"factors,":[35],"such":[36,126],"as":[37,127],"population":[38],"growth,":[39],"urbanization,":[40],"and":[41,93,118,134,148,216],"infrastructure":[42],"expansion,":[43],"which":[44],"cause":[45],"rice":[46,67,85,163,195],"fields":[47,68],"be":[49],"converted":[50],"into":[51],"non-rice":[52,90,154,187],"fields.":[53],"In":[54],"recent":[55],"years,":[56],"Boyolali":[57],"Regency":[58],"has":[59],"experienced":[60],"decline":[62],"area":[65,83],"change.":[73],"This":[74],"study":[75],"aims":[76],"analyze":[78,117],"field":[86,91,155,164,188,196],"predict":[94,119],"changes":[95,120,145],"over":[96],"next":[98],"10":[99],"years.":[100],"Cellular":[101],"Automata":[102],"-":[103],"Artificial":[104],"Neural":[105],"Network":[106],"(CA-ANN)":[107],"method":[110],"used":[111],"this":[113],"analysis.":[114],"Additionally,":[115],"use,":[123],"driving":[124],"factors":[125],"distance":[128,131,135],"from":[129,132,136],"roads,":[130],"rivers,":[133],"settlements":[137],"are":[138],"required.":[139],"The":[140,176],"results":[141,177],"2014":[147],"2024":[149],"show":[150],"an":[151],"increase":[152,185],"9,846.29":[159],"ha":[160,170],"(16.15%),":[161],"while":[162,194],"decreased":[167,199],"9,846.9":[169],"(20.26%),":[171],"indicating":[172],"substantial":[173],"changes.":[175],"prediction":[180],"modeling":[181],"showed":[182,206],"significant":[184],"72,774.03":[192],"ha,":[193],"36,818.45":[201],"ha.":[202],"Modeling":[203],"with":[204,210],"CA-ANN":[205],"strong":[207],"accuracy":[208],"results,":[209],"Kappa":[212],"index":[213],"0.73350":[215],"correction":[218],"87.94264%.":[220]},"counts_by_year":[],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2026-02-03T00:00:00"}
