{"id":"https://openalex.org/W1968409471","doi":"https://doi.org/10.1109/iccsce.2014.7072758","title":"7 hours flood prediction modeling using NNARX structure: Case study Kedah","display_name":"7 hours flood prediction modeling using NNARX structure: Case study Kedah","publication_year":2014,"publication_date":"2014-11-01","ids":{"openalex":"https://openalex.org/W1968409471","doi":"https://doi.org/10.1109/iccsce.2014.7072758","mag":"1968409471"},"language":"en","primary_location":{"id":"doi:10.1109/iccsce.2014.7072758","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccsce.2014.7072758","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Control System, Computing and Engineering (ICCSCE 2014)","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/A5103998112","display_name":"Ramli Adnan","orcid":null},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Ramli Adnan","raw_affiliation_strings":["Faculty of Electrical Engineering, Universiti Teknologi MARA, Shah Alam, Selangor, Malaysia","Frontier Materials and Industry Application, UiTM-RMI CoRe, Universiti Teknologi MARA, 40450 Shah Alam, Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Universiti Teknologi MARA, Shah Alam, Selangor, Malaysia","institution_ids":["https://openalex.org/I82724352"]},{"raw_affiliation_string":"Frontier Materials and Industry Application, UiTM-RMI CoRe, Universiti Teknologi MARA, 40450 Shah Alam, Selangor, Malaysia","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103721738","display_name":"Abd Manan Samad","orcid":null},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Abd Manan Samad","raw_affiliation_strings":["Dept. of Surveying Science and Geomatics, Universiti Teknologi MARA, Shah Alam, Selangor, Malaysia","Frontier Materials and Industry Application, UiTM-RMI CoRe, Universiti Teknologi MARA, 40450 Shah Alam, Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Dept. of Surveying Science and Geomatics, Universiti Teknologi MARA, Shah Alam, Selangor, Malaysia","institution_ids":["https://openalex.org/I82724352"]},{"raw_affiliation_string":"Frontier Materials and Industry Application, UiTM-RMI CoRe, Universiti Teknologi MARA, 40450 Shah Alam, Selangor, Malaysia","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070425101","display_name":"Zainazlan Md Zain","orcid":null},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Zainazlan Md Zain","raw_affiliation_strings":["Faculty of Electrical Engineering, Universiti Teknologi MARA, Shah Alam, Selangor, Malaysia","[Faculty of Electrical Engineering, Universiti Teknologi MARA, 40450 Shah Alam, Selangor, Malaysia]"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Universiti Teknologi MARA, Shah Alam, Selangor, Malaysia","institution_ids":["https://openalex.org/I82724352"]},{"raw_affiliation_string":"[Faculty of Electrical Engineering, Universiti Teknologi MARA, 40450 Shah Alam, Selangor, Malaysia]","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024692454","display_name":"Fazlina Ahmat Ruslan","orcid":"https://orcid.org/0000-0002-6460-5418"},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Fazlina Ahmat Ruslan","raw_affiliation_strings":["Faculty of Electrical Engineering, Universiti Teknologi MARA, Shah Alam, Selangor, Malaysia","[Faculty of Electrical Engineering, Universiti Teknologi MARA, 40450 Shah Alam, Selangor, Malaysia]"],"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering, Universiti Teknologi MARA, Shah Alam, Selangor, Malaysia","institution_ids":["https://openalex.org/I82724352"]},{"raw_affiliation_string":"[Faculty of Electrical Engineering, Universiti Teknologi MARA, 40450 Shah Alam, Selangor, Malaysia]","institution_ids":["https://openalex.org/I82724352"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5103998112"],"corresponding_institution_ids":["https://openalex.org/I82724352"],"apc_list":null,"apc_paid":null,"fwci":1.2134,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.7825137,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"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/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9990000128746033,"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"}},{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9894999861717224,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9839000105857849,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/flood-myth","display_name":"Flood myth","score":0.6509140133857727},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5180314183235168},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.15190550684928894}],"concepts":[{"id":"https://openalex.org/C74256435","wikidata":"https://www.wikidata.org/wiki/Q134052","display_name":"Flood myth","level":2,"score":0.6509140133857727},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5180314183235168},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.15190550684928894},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccsce.2014.7072758","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccsce.2014.7072758","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Control System, Computing and Engineering (ICCSCE 2014)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.41999998688697815,"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W87443663","https://openalex.org/W1975609594","https://openalex.org/W1978011392","https://openalex.org/W1993840835","https://openalex.org/W1995341919","https://openalex.org/W1998794211","https://openalex.org/W2016470701","https://openalex.org/W2029888179","https://openalex.org/W2039372957","https://openalex.org/W2072809394","https://openalex.org/W2076814278","https://openalex.org/W2080445761","https://openalex.org/W2083011292","https://openalex.org/W2124397266","https://openalex.org/W2145778689","https://openalex.org/W4253667136"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W2530322880"],"abstract_inverted_index":{"Most":[0],"of":[1,148],"the":[2,5,122],"countries":[3],"around":[4],"world":[6],"have":[7],"paid":[8],"great":[9],"attention":[10],"to":[11,41,142],"flood":[12,18,29,43,67,81,117,144],"water":[13,30,44,68,106,112,124,145],"level":[14,31,45,69,107,113,125,146],"prediction":[15,70],"system":[16],"because":[17],"events":[19],"may":[20],"damage":[21],"on":[22],"people's":[23],"life":[24],"and":[25,98,108],"property.":[26],"However,":[27],"since":[28],"fluctuates":[32],"highly":[33],"nonlinear,":[34],"it":[35],"is":[36,51],"a":[37,63],"very":[38],"difficult":[39],"task":[40],"predict":[42,143],"accurately.":[46],"Since":[47],"Artificial":[48],"Neural":[49,73,134],"Network":[50,74,135],"an":[52],"effective":[53],"technique":[54],"for":[55,80],"handling":[56],"nonlinear":[57],"problems,":[58],"thus,":[59],"this":[60],"paper":[61],"proposed":[62],"7":[64],"hours":[65],"ahead":[66,147],"modelling":[71,139],"using":[72,95,132],"Autoregressive":[75],"with":[76],"Exogenous":[77],"Input":[78],"(NNARX)":[79],"prone":[82],"area":[83],"located":[84],"in":[85],"Kedah,":[86],"Malaysia":[87],"as":[88],"case":[89],"study.":[90],"The":[91,119],"model":[92],"was":[93,121,130,140],"developed":[94],"four":[96],"inputs":[97,102],"one":[99,109],"output.":[100],"Three":[101],"were":[103],"upstream":[104],"stations":[105],"input":[110],"from":[111],"differences":[114],"at":[115,126],"downstream":[116,127],"location.":[118],"output":[120],"predicted":[123],"station.":[128],"Simulation":[129],"done":[131],"Matlab":[133],"Toolbox.":[136],"Results":[137],"showNNARX":[138],"able":[141],"time.":[149]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}