{"id":"https://openalex.org/W2122247095","doi":"https://doi.org/10.3390/rs3061067","title":"Integrated Landsat Image Analysis and Hydrologic Modeling to Detect Impacts of 25-Year Land-Cover Change on Surface Runoff in a Philippine Watershed","display_name":"Integrated Landsat Image Analysis and Hydrologic Modeling to Detect Impacts of 25-Year Land-Cover Change on Surface Runoff in a Philippine Watershed","publication_year":2011,"publication_date":"2011-05-26","ids":{"openalex":"https://openalex.org/W2122247095","doi":"https://doi.org/10.3390/rs3061067","mag":"2122247095"},"language":"en","primary_location":{"id":"doi:10.3390/rs3061067","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs3061067","pdf_url":"https://www.mdpi.com/2072-4292/3/6/1067/pdf?version=1403129277","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/3/6/1067/pdf?version=1403129277","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034170479","display_name":"Jojene R. Santillan","orcid":"https://orcid.org/0000-0002-5895-8647"},"institutions":[{"id":"https://openalex.org/I87074743","display_name":"University of the Philippines Diliman","ror":"https://ror.org/03tbh6y23","country_code":"PH","type":"education","lineage":["https://openalex.org/I103911934","https://openalex.org/I87074743"]}],"countries":["PH"],"is_corresponding":true,"raw_author_name":"Jojene Santillan","raw_affiliation_strings":["Applied Geodesy and Space Technology Research Laboratory, The Training Center forApplied Geodesy and Photogrammetry, College of Engineering, University of the Philippines,Diliman, Quezon City 1101, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Geodesy and Space Technology Research Laboratory, The Training Center forApplied Geodesy and Photogrammetry, College of Engineering, University of the Philippines,Diliman, Quezon City 1101, Philippines","institution_ids":["https://openalex.org/I87074743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032117044","display_name":"Meriam Makinano-Santillan","orcid":"https://orcid.org/0000-0002-5467-6722"},"institutions":[{"id":"https://openalex.org/I210563421","display_name":"Caraga State University","ror":"https://ror.org/00erb5q72","country_code":"PH","type":"education","lineage":["https://openalex.org/I210563421"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Meriam Makinano","raw_affiliation_strings":["College of Engineering and Information Technology, Caraga State University, Ampayon,Butuan City 8600, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering and Information Technology, Caraga State University, Ampayon,Butuan City 8600, Philippines","institution_ids":["https://openalex.org/I210563421"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080870781","display_name":"Enrico C. Paringit","orcid":"https://orcid.org/0000-0002-2239-5870"},"institutions":[{"id":"https://openalex.org/I87074743","display_name":"University of the Philippines Diliman","ror":"https://ror.org/03tbh6y23","country_code":"PH","type":"education","lineage":["https://openalex.org/I103911934","https://openalex.org/I87074743"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Enrico Paringit","raw_affiliation_strings":["Applied Geodesy and Space Technology Research Laboratory, The Training Center forApplied Geodesy and Photogrammetry, College of Engineering, University of the Philippines,Diliman, Quezon City 1101, Philippines"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Geodesy and Space Technology Research Laboratory, The Training Center forApplied Geodesy and Photogrammetry, College of Engineering, University of the Philippines,Diliman, Quezon City 1101, Philippines","institution_ids":["https://openalex.org/I87074743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5034170479"],"corresponding_institution_ids":["https://openalex.org/I87074743"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.0595,"has_fulltext":true,"cited_by_count":33,"citation_normalized_percentile":{"value":0.88311935,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"3","issue":"6","first_page":"1067","last_page":"1087"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"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/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"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/T10889","display_name":"Soil erosion and sediment transport","score":0.9987999796867371,"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/T10930","display_name":"Flood Risk Assessment and Management","score":0.9947999715805054,"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/watershed","display_name":"Watershed","score":0.8660573959350586},{"id":"https://openalex.org/keywords/surface-runoff","display_name":"Surface runoff","score":0.7592836022377014},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.7066032290458679},{"id":"https://openalex.org/keywords/land-cover","display_name":"Land cover","score":0.6519386768341064},{"id":"https://openalex.org/keywords/hydrology","display_name":"Hydrology (agriculture)","score":0.6290411949157715},{"id":"https://openalex.org/keywords/deforestation","display_name":"Deforestation (computer science)","score":0.6228792071342468},{"id":"https://openalex.org/keywords/afforestation","display_name":"Afforestation","score":0.5710101127624512},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.4938243329524994},{"id":"https://openalex.org/keywords/time-of-concentration","display_name":"Time of concentration","score":0.49136415123939514},{"id":"https://openalex.org/keywords/runoff-curve-number","display_name":"Runoff curve number","score":0.45681747794151306},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3736215829849243},{"id":"https://openalex.org/keywords/agroforestry","display_name":"Agroforestry","score":0.24713528156280518},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.18985134363174438},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.11725693941116333},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.06873905658721924}],"concepts":[{"id":"https://openalex.org/C150547873","wikidata":"https://www.wikidata.org/wiki/Q947851","display_name":"Watershed","level":2,"score":0.8660573959350586},{"id":"https://openalex.org/C50477045","wikidata":"https://www.wikidata.org/wiki/Q1444790","display_name":"Surface runoff","level":2,"score":0.7592836022377014},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.7066032290458679},{"id":"https://openalex.org/C2780648208","wikidata":"https://www.wikidata.org/wiki/Q3001793","display_name":"Land cover","level":3,"score":0.6519386768341064},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.6290411949157715},{"id":"https://openalex.org/C2777399953","wikidata":"https://www.wikidata.org/wiki/Q2155658","display_name":"Deforestation (computer science)","level":2,"score":0.6228792071342468},{"id":"https://openalex.org/C56095865","wikidata":"https://www.wikidata.org/wiki/Q2384419","display_name":"Afforestation","level":2,"score":0.5710101127624512},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.4938243329524994},{"id":"https://openalex.org/C37826468","wikidata":"https://www.wikidata.org/wiki/Q3983324","display_name":"Time of concentration","level":3,"score":0.49136415123939514},{"id":"https://openalex.org/C124203675","wikidata":"https://www.wikidata.org/wiki/Q320048","display_name":"Runoff curve number","level":3,"score":0.45681747794151306},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3736215829849243},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.24713528156280518},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.18985134363174438},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.11725693941116333},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.06873905658721924},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.0},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs3061067","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs3061067","pdf_url":"https://www.mdpi.com/2072-4292/3/6/1067/pdf?version=1403129277","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.206.1745","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.206.1745","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://map.upd.edu.ph/agstlab/publications/Santillan-et-al_RemoteSensing_2011_Vol3-Number6_pp1067-1087.pdf","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:1a31816547014ce8b0c3daa8bbb5c64b","is_oa":true,"landing_page_url":"https://doaj.org/article/1a31816547014ce8b0c3daa8bbb5c64b","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,"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":"Remote Sensing, Vol 3, Iss 6, Pp 1067-1087 (2011)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/3/6/1067/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs3061067","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 3; Issue 6; Pages: 1067-1087","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs3061067","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs3061067","pdf_url":"https://www.mdpi.com/2072-4292/3/6/1067/pdf?version=1403129277","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","score":0.7300000190734863,"display_name":"Life in Land"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320324410","display_name":"University of the Philippines","ror":"https://ror.org/02hqkr514"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2122247095.pdf","grobid_xml":"https://content.openalex.org/works/W2122247095.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W121901878","https://openalex.org/W1482289351","https://openalex.org/W1516003271","https://openalex.org/W1536340909","https://openalex.org/W1578368825","https://openalex.org/W1895891432","https://openalex.org/W1971240982","https://openalex.org/W1974790686","https://openalex.org/W1976196166","https://openalex.org/W1982317067","https://openalex.org/W2001490708","https://openalex.org/W2017696691","https://openalex.org/W2026498535","https://openalex.org/W2033904036","https://openalex.org/W2038156569","https://openalex.org/W2041427159","https://openalex.org/W2045491940","https://openalex.org/W2047684746","https://openalex.org/W2055336334","https://openalex.org/W2058998445","https://openalex.org/W2060435895","https://openalex.org/W2061779593","https://openalex.org/W2064175617","https://openalex.org/W2068509151","https://openalex.org/W2070697721","https://openalex.org/W2071289649","https://openalex.org/W2078619499","https://openalex.org/W2079876133","https://openalex.org/W2086321501","https://openalex.org/W2090362565","https://openalex.org/W2093287009","https://openalex.org/W2105536892","https://openalex.org/W2111975408","https://openalex.org/W2122073491","https://openalex.org/W2124706543","https://openalex.org/W2126821297","https://openalex.org/W2140023211","https://openalex.org/W2167347143","https://openalex.org/W2171074980","https://openalex.org/W2262808739","https://openalex.org/W2496925580","https://openalex.org/W3001709215","https://openalex.org/W3015384695","https://openalex.org/W4214564766","https://openalex.org/W6643089521","https://openalex.org/W6724044444"],"related_works":["https://openalex.org/W1791351088","https://openalex.org/W1617155318","https://openalex.org/W352798910","https://openalex.org/W3188910807","https://openalex.org/W4294869292","https://openalex.org/W2181963482","https://openalex.org/W3205289310","https://openalex.org/W4240283404","https://openalex.org/W3034477078","https://openalex.org/W3196713135"],"abstract_inverted_index":{"Landsat":[0,71,123,239],"MSS":[1],"and":[2,42,49,90,103,137,155,160,167,209,250],"ETM+":[3,124],"images":[4,72,240],"were":[5,186],"analyzed":[6],"to":[7,33,46,75,92,129,163,184,189,215],"detect":[8],"25-year":[9],"land-cover":[10,31,61,66,106,111,145,181,243],"change":[11,62],"(1976\u20132001)":[12],"in":[13,18,39,52,99,180,193,207,241,245,251,263],"the":[14,34,40,53,58,70,94,97,114,119,122,149,165,169,173,190,204,217,235],"critical":[15],"Taguibo":[16],"Watershed":[17],"Mindanao":[19],"Island,":[20],"Southern":[21],"Philippines.":[22],"This":[23],"watershed":[24,64,98,120,150],"has":[25],"experienced":[26],"historical":[27],"modifications":[28],"of":[29,36,60,96,110,118,148,152,157,172,203,219,223,230,237,257],"its":[30,100,261],"due":[32,45],"presence":[35],"logging":[37,48],"industries":[38],"1950s,":[41],"continuous":[43],"deforestation":[44],"illegal":[47],"slash-and-burn":[50],"agriculture":[51],"present":[54],"time.":[55],"To":[56],"estimate":[57],"impacts":[59],"on":[63,113],"runoff,":[65],"information":[67,112],"derived":[68],"from":[69,121,182],"was":[73,83],"utilized":[74],"parameterize":[76,164],"a":[77,143,200,220],"GIS-based":[78],"hydrologic":[79,264],"model.":[80],"The":[81,108,228],"model":[82,166],"then":[84,141],"calibrated":[85],"with":[86],"field-measured":[87],"discharge":[88],"data":[89],"used":[91,161],"simulate":[93],"responses":[95,171],"year":[101,104],"2001":[102,185],"1976":[105,183],"conditions.":[107],"availability":[109],"most":[115],"recent":[116],"state":[117],"image":[125],"made":[126],"it":[127,162],"possible":[128],"locate":[130],"areas":[131,154,247],"for":[132,248,255],"rehabilitation":[133,202,253],"such":[134],"as":[135],"barren":[136,158,208],"logged-over":[138,153,210],"areas.":[139],"We":[140],"created":[142],"\u201crehabilitated\u201d":[144],"condition":[146],"map":[147],"(re-forestation":[151],"agro-forestation":[156],"areas)":[159],"predict":[168],"runoff":[170,224],"watershed.":[174],"Model":[175],"results":[176,229],"showed":[177,198],"that":[178,199],"changes":[179],"directly":[187],"related":[188],"significant":[191],"increase":[192],"surface":[194],"runoff.":[195],"Runoff":[196],"predictions":[197],"full":[201],"watershed,":[205],"especially":[206],"areas,":[211],"will":[212],"be":[213],"likely":[214],"reduce":[216],"generation":[218],"huge":[221],"volume":[222],"during":[225],"rainfall":[226],"events.":[227],"this":[231],"study":[232],"have":[233],"demonstrated":[234],"usefulness":[236],"multi-temporal":[238],"detecting":[242],"change,":[244],"identifying":[246],"rehabilitation,":[249],"evaluating":[252],"strategies":[254],"management":[256],"tropical":[258],"watersheds":[259],"through":[260],"use":[262],"modeling.":[265]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":4},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}