{"id":"https://openalex.org/W4399027634","doi":"https://doi.org/10.30598/barekengvol18iss2pp0877-0892","title":"IMPLEMENTATION OF MAPPING-BASED MACHINE LEARNING ALGORITHM AS NON-STRUCTURAL DISASTER MITIGATION TO DETECT LANDSLIDE SUSCEPTIBILITY IN TAKARI DISTRICT","display_name":"IMPLEMENTATION OF MAPPING-BASED MACHINE LEARNING ALGORITHM AS NON-STRUCTURAL DISASTER MITIGATION TO DETECT LANDSLIDE SUSCEPTIBILITY IN TAKARI DISTRICT","publication_year":2024,"publication_date":"2024-05-25","ids":{"openalex":"https://openalex.org/W4399027634","doi":"https://doi.org/10.30598/barekengvol18iss2pp0877-0892"},"language":"en","primary_location":{"id":"doi:10.30598/barekengvol18iss2pp0877-0892","doi":"https://doi.org/10.30598/barekengvol18iss2pp0877-0892","is_oa":true,"landing_page_url":"http://dx.doi.org/10.30598/barekengvol18iss2pp0877-0892","pdf_url":null,"source":{"id":"https://openalex.org/S4210230638","display_name":"BAREKENG JURNAL ILMU MATEMATIKA DAN TERAPAN","issn_l":"1978-7227","issn":["1978-7227","2615-3017"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","jufo-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BAREKENG: Jurnal Ilmu Matematika dan Terapan","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://dx.doi.org/10.30598/barekengvol18iss2pp0877-0892","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000742738","display_name":"Sefri Imanuel Fallo","orcid":"https://orcid.org/0009-0005-7849-0139","observed_orcids":["https://orcid.org/0009-0005-7849-0139"]},"institutions":[{"id":"https://openalex.org/I4405276576","display_name":"Universitas San Pedro","ror":"https://ror.org/05q2tp288","country_code":"ID","type":"education","lineage":["https://openalex.org/I4405276576"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Sefri Imanuel Fallo","raw_affiliation_strings":["Mathematics Study Program, Faculty of Mathematics and Natural Sciences, San Pedro University, Indonesia"],"raw_orcid":"https://orcid.org/0009-0005-7849-0139","affiliations":[{"raw_affiliation_string":"Mathematics Study Program, Faculty of Mathematics and Natural Sciences, San Pedro University, Indonesia","institution_ids":["https://openalex.org/I4405276576"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5092211183","display_name":"Lidia Paskalia Nipu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405276576","display_name":"Universitas San Pedro","ror":"https://ror.org/05q2tp288","country_code":"ID","type":"education","lineage":["https://openalex.org/I4405276576"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Lidia Paskalia Nipu","raw_affiliation_strings":["Environmental Engineering Study Program, Faculty of Engineering and Planning, San Pedro University, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Environmental Engineering Study Program, Faculty of Engineering and Planning, San Pedro University, Indonesia","institution_ids":["https://openalex.org/I4405276576"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4405276576"],"apc_list":null,"apc_paid":null,"fwci":0.2751,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.57673141,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"18","issue":"2","first_page":"0877","last_page":"0892"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9990000128746033,"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/T11046","display_name":"Geotechnical Engineering and Analysis","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10889","display_name":"Soil erosion and sediment transport","score":9.999999747378752e-05,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/landslide-susceptibility","display_name":"landslide susceptibility","score":0.8220000267028809},{"id":"https://openalex.org/keywords/landslide-susceptibility-mapping","display_name":"landslide susceptibility mapping","score":0.7599999904632568},{"id":"https://openalex.org/keywords/rainfall-prediction","display_name":"precipitation forecasting","score":0.5109999775886536},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.824999988079071},{"id":"https://openalex.org/keywords/overlay-maps","display_name":"overlay maps","score":0.7160000205039978},{"id":"https://openalex.org/keywords/geological-map","display_name":"geological map","score":0.9670000076293945}],"concepts":[{"id":"https://openalex.org/C186295008","wikidata":"https://www.wikidata.org/wiki/Q167903","display_name":"Landslide","level":2,"score":0.7349464893341064},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4636911153793335},{"id":"https://openalex.org/C2982801203","wikidata":"https://www.wikidata.org/wiki/Q1460420","display_name":"Disaster mitigation","level":2,"score":0.4286000430583954},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35928666591644287},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3588128089904785},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.35093387961387634},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.329506516456604},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3281569480895996},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3276515007019043},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.2234136164188385},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.22244438529014587},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2113419473171234}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.30598/barekengvol18iss2pp0877-0892","doi":"https://doi.org/10.30598/barekengvol18iss2pp0877-0892","is_oa":true,"landing_page_url":"http://dx.doi.org/10.30598/barekengvol18iss2pp0877-0892","pdf_url":null,"source":{"id":"https://openalex.org/S4210230638","display_name":"BAREKENG JURNAL ILMU MATEMATIKA DAN TERAPAN","issn_l":"1978-7227","issn":["1978-7227","2615-3017"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","jufo-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BAREKENG: Jurnal Ilmu Matematika dan Terapan","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a705ff00e44c4b92b8b064777287ff89","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/a705ff00e44c4b92b8b064777287ff89","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,"listed_in":[],"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":"Barekeng, Vol 18, Iss 2, Pp 0877-0892 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.30598/barekengvol18iss2pp0877-0892","doi":"https://doi.org/10.30598/barekengvol18iss2pp0877-0892","is_oa":true,"landing_page_url":"http://dx.doi.org/10.30598/barekengvol18iss2pp0877-0892","pdf_url":null,"source":{"id":"https://openalex.org/S4210230638","display_name":"BAREKENG JURNAL ILMU MATEMATIKA DAN TERAPAN","issn_l":"1978-7227","issn":["1978-7227","2615-3017"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","jufo-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BAREKENG: Jurnal Ilmu Matematika dan Terapan","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.5142999887466431}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2042229599","https://openalex.org/W2097712921","https://openalex.org/W2137539029","https://openalex.org/W2299513997","https://openalex.org/W2887129834","https://openalex.org/W2905019064","https://openalex.org/W2944851374","https://openalex.org/W2972356308","https://openalex.org/W2972534151","https://openalex.org/W3010248316","https://openalex.org/W3012761818","https://openalex.org/W3038447340","https://openalex.org/W3133291567","https://openalex.org/W3135780458","https://openalex.org/W3169157623","https://openalex.org/W4205189396","https://openalex.org/W4214741445","https://openalex.org/W4283163653","https://openalex.org/W4307851082","https://openalex.org/W4307950775","https://openalex.org/W4308456712","https://openalex.org/W4309750791","https://openalex.org/W4319067623"],"related_works":["https://openalex.org/W4312224662","https://openalex.org/W4311533665","https://openalex.org/W4380789074","https://openalex.org/W2738420143","https://openalex.org/W4407000867","https://openalex.org/W4402690511","https://openalex.org/W3183441472","https://openalex.org/W4407938770","https://openalex.org/W7221247425","https://openalex.org/W7148554902"],"abstract_inverted_index":{"This":[0],"research":[1,41,282],"is":[2],"primarily":[3],"dedicated":[4],"to":[5,31,95,262,264,274,298],"providing":[6],"a":[7,18,59,131,135,151,268],"comprehensive":[8,216],"exposition":[9],"of":[10,17,28,37,46,54,65,74,102,107,138,144,155,176,182,188,206,244,250,258,267,287,302],"the":[11,15,25,34,38,44,52,63,69,100,119,142,145,160,168,219,224,233,240,245,251,259,265,272,277,288,300,303],"methodology":[12],"applied":[13],"in":[14,51,111,159,276],"deployment":[16],"cartographic-based":[19],"machine":[20,48,75],"learning":[21,49,76],"algorithm":[22,222],"designed":[23],"for":[24,228],"precise":[26],"identification":[27],"areas":[29],"susceptible":[30],"landslides":[32,275],"within":[33,68,99],"geographical":[35,313],"confines":[36],"Takari":[39,70,246,252,260,278],"District.This":[40],"delves":[42],"into":[43],"application":[45],"mapping-based":[47],"algorithms":[50],"domain":[53],"non-structural":[55],"disaster":[56],"mitigation,":[57],"with":[58],"specific":[60],"emphasis":[61],"on":[62],"detection":[64],"landslide":[66,103,229,304],"susceptibility":[67,230,273,305],"District.":[71,279],"A":[72],"range":[73],"algorithms,":[77],"including":[78,198],"Support":[79],"Vector":[80],"Machine,":[81],"Naive":[82],"Bayes":[83],"Classifier,":[84],"Ordinal":[85,120],"Logistic":[86,121],"Regression,":[87],"Random":[88,124,146,169,220],"Forest,":[89],"and":[90,113,123,185,208,254,307],"Decision":[91],"Tree,":[92],"were":[93],"harnessed":[94],"evaluate":[96],"rainfall":[97],"data":[98,297],"context":[101],"susceptibility.":[104],"An":[105],"evaluation":[106],"model":[108,227,289],"performance,":[109],"anchored":[110],"accuracy":[112,301],"Kappa":[114,139,153],"metrics,":[115],"unveiled":[116],"that":[117,167],"both":[118],"Regression":[122],"Forest":[125,147,170,221],"models":[126],"exhibited":[127],"noteworthy":[128],"precision,":[129],"reaching":[130],"commendable":[132],"74.36%.":[133],"Nevertheless,":[134],"meticulous":[136],"examination":[137],"values":[140],"disclosed":[141],"ascendancy":[143],"model,":[148],"which":[149],"achieved":[150],"superior":[152],"value":[154],"0.5397.":[156],"As":[157],"portrayed":[158],"visual":[161],"representation":[162],"provided,":[163],"it":[164],"becomes":[165],"manifest":[166],"algorithm's":[171],"prognostications":[172],"yield":[173],"66":[174],"instances":[175],"cloudy":[177],"atmospheric":[178],"conditions,":[179],"48":[180],"occurrences":[181],"light":[183],"precipitation,":[184],"3":[186],"episodes":[187],"moderate":[189],"rainfall.":[190],"These":[191],"predictions":[192,290],"are":[193],"influenced":[194],"by":[195],"several":[196],"factors,":[197],"average":[199],"temperature,":[200],"humidity":[201],"levels,":[202],"wind":[203,209],"speed,":[204],"duration":[205],"sunlight,":[207],"direction":[210],"at":[211],"maximum":[212],"speed.":[213],"Consequently,":[214],"this":[215],"analysis":[217],"underscores":[218],"as":[223],"most":[225],"efficacious":[226],"prediction.":[231],"Furthermore,":[232,280],"study":[234],"seamlessly":[235],"integrated":[236],"overlay":[237],"maps,":[238],"encompassing":[239],"Slope":[241],"Inclination":[242],"Map":[243,249,257],"District,":[247,253,261],"Geological":[248],"Soil":[255],"Type":[256],"contribute":[263],"formulation":[266],"definitive":[269],"map":[270,306],"delineating":[271],"further":[281],"could":[283],"conduct":[284],"spatial":[285],"validation":[286],"using":[291],"additional":[292],"datasets":[293],"or":[294],"remote":[295],"sensing":[296],"validate":[299],"ensure":[308],"its":[309],"applicability":[310],"across":[311],"different":[312],"regions.":[314]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-05-26T00:00:00"}
