{"id":"https://openalex.org/W3205885973","doi":"https://doi.org/10.3390/rs13204147","title":"Remote-Sensing-Based Streamflow Forecasting Using Artificial Neural Network and Support Vector Machine Models","display_name":"Remote-Sensing-Based Streamflow Forecasting Using Artificial Neural Network and Support Vector Machine Models","publication_year":2021,"publication_date":"2021-10-16","ids":{"openalex":"https://openalex.org/W3205885973","doi":"https://doi.org/10.3390/rs13204147","mag":"3205885973"},"language":"en","primary_location":{"id":"doi:10.3390/rs13204147","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13204147","pdf_url":"https://www.mdpi.com/2072-4292/13/20/4147/pdf?version=1634376101","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/2072-4292/13/20/4147/pdf?version=1634376101","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044743814","display_name":"Mohammed Alquraish","orcid":"https://orcid.org/0009-0000-4513-6006"},"institutions":[{"id":"https://openalex.org/I4210136004","display_name":"University of Bisha","ror":"https://ror.org/040548g92","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210136004"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammed M. Alquraish","raw_affiliation_strings":["Department of Mechanical Engineering, College of Engineering, University of Bisha, P.O. Box 001, Bisha 61922, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, College of Engineering, University of Bisha, P.O. Box 001, Bisha 61922, Saudi Arabia","institution_ids":["https://openalex.org/I4210136004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042426059","display_name":"Mosaad Khadr","orcid":"https://orcid.org/0000-0002-8322-061X"},"institutions":[{"id":"https://openalex.org/I21376657","display_name":"Tanta University","ror":"https://ror.org/016jp5b92","country_code":"EG","type":"education","lineage":["https://openalex.org/I21376657"]},{"id":"https://openalex.org/I4210136004","display_name":"University of Bisha","ror":"https://ror.org/040548g92","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210136004"]}],"countries":["EG","SA"],"is_corresponding":true,"raw_author_name":"Mosaad Khadr","raw_affiliation_strings":["Department of Civil Engineering, College of Engineering, University of Bisha, P.O. Box 001, Bisha 61922, Saudi Arabia","Department of Irrigation and Hydraulic Engineering, Faculty of Engineering, Tanta University, Tanat 31733, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, College of Engineering, University of Bisha, P.O. Box 001, Bisha 61922, Saudi Arabia","institution_ids":["https://openalex.org/I4210136004"]},{"raw_affiliation_string":"Department of Irrigation and Hydraulic Engineering, Faculty of Engineering, Tanta University, Tanat 31733, Egypt","institution_ids":["https://openalex.org/I21376657"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5042426059"],"corresponding_institution_ids":["https://openalex.org/I21376657","https://openalex.org/I4210136004"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":3.9781,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.94522763,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"13","issue":"20","first_page":"4147","last_page":"4147"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9995999932289124,"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/T11234","display_name":"Precipitation Measurement and Analysis","score":0.9994999766349792,"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/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/streamflow","display_name":"Streamflow","score":0.8339145183563232},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7453000545501709},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7299363613128662},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5166943073272705},{"id":"https://openalex.org/keywords/precipitation","display_name":"Precipitation","score":0.4434112012386322},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.4391666352748871},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4165857136249542},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.3833928406238556},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.372916579246521},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32673490047454834},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3238644003868103},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1717396080493927},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1106264591217041},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.06614908576011658},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.062289685010910034}],"concepts":[{"id":"https://openalex.org/C53739315","wikidata":"https://www.wikidata.org/wiki/Q29425295","display_name":"Streamflow","level":3,"score":0.8339145183563232},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7453000545501709},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7299363613128662},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5166943073272705},{"id":"https://openalex.org/C107054158","wikidata":"https://www.wikidata.org/wiki/Q25257","display_name":"Precipitation","level":2,"score":0.4434112012386322},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.4391666352748871},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4165857136249542},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.3833928406238556},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.372916579246521},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32673490047454834},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3238644003868103},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1717396080493927},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1106264591217041},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.06614908576011658},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.062289685010910034},{"id":"https://openalex.org/C126645576","wikidata":"https://www.wikidata.org/wiki/Q166620","display_name":"Drainage basin","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs13204147","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13204147","pdf_url":"https://www.mdpi.com/2072-4292/13/20/4147/pdf?version=1634376101","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:doaj.org/article:6e565dc456384436a2180d3b71596156","is_oa":true,"landing_page_url":"https://doaj.org/article/6e565dc456384436a2180d3b71596156","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 13, Iss 20, p 4147 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/20/4147/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13204147","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 13; Issue 20; Pages: 4147","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs13204147","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13204147","pdf_url":"https://www.mdpi.com/2072-4292/13/20/4147/pdf?version=1634376101","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3205885973.pdf","grobid_xml":"https://content.openalex.org/works/W3205885973.grobid-xml"},"referenced_works_count":56,"referenced_works":["https://openalex.org/W1479862749","https://openalex.org/W1491668003","https://openalex.org/W1589475696","https://openalex.org/W1938057060","https://openalex.org/W1984509278","https://openalex.org/W1985479415","https://openalex.org/W1998579371","https://openalex.org/W1999285260","https://openalex.org/W2003623399","https://openalex.org/W2017999054","https://openalex.org/W2021678276","https://openalex.org/W2027554150","https://openalex.org/W2033904036","https://openalex.org/W2061360200","https://openalex.org/W2061671048","https://openalex.org/W2071455200","https://openalex.org/W2082919174","https://openalex.org/W2083856799","https://openalex.org/W2129347636","https://openalex.org/W2177311576","https://openalex.org/W2184543991","https://openalex.org/W2185358055","https://openalex.org/W2225353478","https://openalex.org/W2256767201","https://openalex.org/W2300217830","https://openalex.org/W2336999896","https://openalex.org/W2419546494","https://openalex.org/W2494221381","https://openalex.org/W2508213427","https://openalex.org/W2518675717","https://openalex.org/W2553250517","https://openalex.org/W2560840182","https://openalex.org/W2581205918","https://openalex.org/W2605127432","https://openalex.org/W2748601836","https://openalex.org/W2755142806","https://openalex.org/W2782676795","https://openalex.org/W2796238239","https://openalex.org/W2797707900","https://openalex.org/W2800749255","https://openalex.org/W2808339852","https://openalex.org/W2891486263","https://openalex.org/W2903418807","https://openalex.org/W2907238701","https://openalex.org/W2946998124","https://openalex.org/W2969425215","https://openalex.org/W2974247245","https://openalex.org/W3020744812","https://openalex.org/W3025637297","https://openalex.org/W3036507363","https://openalex.org/W3047292562","https://openalex.org/W3121604086","https://openalex.org/W6628579883","https://openalex.org/W6686456631","https://openalex.org/W6744567524","https://openalex.org/W6996113799"],"related_works":["https://openalex.org/W2439644404","https://openalex.org/W3174343427","https://openalex.org/W2000979301","https://openalex.org/W98325756","https://openalex.org/W2061279527","https://openalex.org/W105199006","https://openalex.org/W4213385761","https://openalex.org/W2335811955","https://openalex.org/W2804771885","https://openalex.org/W3183229010"],"abstract_inverted_index":{"In":[0],"this":[1],"study,":[2],"we":[3],"aimed":[4],"to":[5,81,132],"investigate":[6],"the":[7,39,52,74,102,105,110,124,133,140],"hydrological":[8,49],"performance":[9,50,70,79],"of":[10,51,104,118],"three":[11],"gridded":[12],"precipitation":[13],"products\u2014CHIRPS,":[14],"RFE,":[15],"and":[16,32,67,84,87,112,142],"TRMM3B42V7\u2014in":[17],"monthly":[18,25,40],"streamflow":[19,26],"forecasting.":[20],"After":[21],"statistical":[22,61],"evaluation,":[23],"two":[24],"forecasting":[27,54,99,106,121],"models\u2014support":[28],"vector":[29],"machine":[30],"(SVM)":[31],"artificial":[33],"neural":[34],"network":[35],"(ANN)\u2014were":[36],"developed":[37,53],"using":[38,59],"temporal":[41],"resolution":[42],"data":[43],"derived":[44],"from":[45],"these":[46],"products.":[47],"The":[48,69],"models":[55,107],"was":[56,127],"then":[57],"evaluated":[58],"several":[60],"indices,":[62],"including":[63],"NSE,":[64],"MAE,":[65],"RMSE,":[66],"R2.":[68],"measures":[71],"confirmed":[72,108],"that":[73,109],"CHIRPS":[75],"product":[76],"has":[77],"superior":[78,128],"compared":[80],"RFE":[82],"2.0":[83],"TRMM":[85],"data,":[86],"it":[88],"could":[89],"provide":[90],"reliable":[91],"rainfall":[92],"estimates":[93],"for":[94,120],"use":[95],"as":[96],"input":[97],"in":[98,138],"models.":[100],"Likewise,":[101],"results":[103],"ANN":[111,125],"SVM":[113,134],"both":[114,139],"achieved":[115],"acceptable":[116],"levels":[117],"accuracy":[119],"streamflow;":[122],"however,":[123],"model":[126],"(R2":[129,135],"=":[130,136],"0.898\u20130.735)":[131],"0.742\u20130.635)":[137],"training":[141],"testing":[143],"periods.":[144]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2021-10-25T00:00:00"}
