{"id":"https://openalex.org/W4293237374","doi":"https://doi.org/10.1007/s10489-022-04029-7","title":"Forecasting multi-step-ahead reservoir monthly and daily inflow using machine learning models based on different scenarios","display_name":"Forecasting multi-step-ahead reservoir monthly and daily inflow using machine learning models based on different scenarios","publication_year":2022,"publication_date":"2022-08-26","ids":{"openalex":"https://openalex.org/W4293237374","doi":"https://doi.org/10.1007/s10489-022-04029-7"},"language":"en","primary_location":{"id":"doi:10.1007/s10489-022-04029-7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10489-022-04029-7","pdf_url":null,"source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-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/A5101539277","display_name":"Karim Ibrahim","orcid":"https://orcid.org/0000-0002-3511-5532"},"institutions":[{"id":"https://openalex.org/I931681460","display_name":"Universiti Tunku Abdul Rahman","ror":"https://ror.org/050pq4m56","country_code":"MY","type":"education","lineage":["https://openalex.org/I931681460"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Karim Sherif Mostafa Hassan Ibrahim","raw_affiliation_strings":["Lee Kong Chian Faculty of Engineering & Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Bandar Sungai Long, 43200, Kajang, Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Lee Kong Chian Faculty of Engineering & Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Bandar Sungai Long, 43200, Kajang, Selangor, Malaysia","institution_ids":["https://openalex.org/I931681460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081710674","display_name":"Yuk Feng Huang","orcid":"https://orcid.org/0000-0001-6565-947X"},"institutions":[{"id":"https://openalex.org/I931681460","display_name":"Universiti Tunku Abdul Rahman","ror":"https://ror.org/050pq4m56","country_code":"MY","type":"education","lineage":["https://openalex.org/I931681460"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Yuk Feng Huang","raw_affiliation_strings":["Lee Kong Chian Faculty of Engineering & Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Bandar Sungai Long, 43200, Kajang, Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Lee Kong Chian Faculty of Engineering & Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Bandar Sungai Long, 43200, Kajang, Selangor, Malaysia","institution_ids":["https://openalex.org/I931681460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010789167","display_name":"Ali Najah Ahmed","orcid":"https://orcid.org/0000-0002-5618-6663"},"institutions":[{"id":"https://openalex.org/I79156528","display_name":"Universiti Tenaga Nasional","ror":"https://ror.org/03kxdn807","country_code":"MY","type":"education","lineage":["https://openalex.org/I79156528","https://openalex.org/I874769580"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Ali Najah Ahmed","raw_affiliation_strings":["Institute of Energy Infrastructure, Universiti Tenaga Nasional, 43000, Kajang, Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Institute of Energy Infrastructure, Universiti Tenaga Nasional, 43000, Kajang, Selangor, Malaysia","institution_ids":["https://openalex.org/I79156528"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069455833","display_name":"Chai Hoon Koo","orcid":"https://orcid.org/0000-0001-7287-3394"},"institutions":[{"id":"https://openalex.org/I931681460","display_name":"Universiti Tunku Abdul Rahman","ror":"https://ror.org/050pq4m56","country_code":"MY","type":"education","lineage":["https://openalex.org/I931681460"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Chai Hoon Koo","raw_affiliation_strings":["Lee Kong Chian Faculty of Engineering & Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Bandar Sungai Long, 43200, Kajang, Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Lee Kong Chian Faculty of Engineering & Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Bandar Sungai Long, 43200, Kajang, Selangor, Malaysia","institution_ids":["https://openalex.org/I931681460"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008179908","display_name":"Ahmed El\u2010Shafie","orcid":"https://orcid.org/0000-0001-5018-8505"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]},{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["AE","MY"],"is_corresponding":false,"raw_author_name":"Ahmed El-Shafie","raw_affiliation_strings":["Department of Civil Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia","National Water and Energy Center, United Arab Emirates University, P.O. Box 15551, Al Ain, United Arab Emirates"],"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]},{"raw_affiliation_string":"National Water and Energy Center, United Arab Emirates University, P.O. Box 15551, Al Ain, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5081710674"],"corresponding_institution_ids":["https://openalex.org/I931681460"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":1.6419,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.81267671,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"53","issue":"9","first_page":"10893","last_page":"10916"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9995999932289124,"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":0.9995999932289124,"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/T10969","display_name":"Water resources management and optimization","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.9922000169754028,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/inflow","display_name":"Inflow","score":0.8023431301116943},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7776504755020142},{"id":"https://openalex.org/keywords/adaptive-neuro-fuzzy-inference-system","display_name":"Adaptive neuro fuzzy inference system","score":0.7711728811264038},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.5986462831497192},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5954541563987732},{"id":"https://openalex.org/keywords/inference-system","display_name":"Inference system","score":0.5740235447883606},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5229076743125916},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4917750656604767},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.483859658241272},{"id":"https://openalex.org/keywords/extreme-learning-machine","display_name":"Extreme learning machine","score":0.4803951382637024},{"id":"https://openalex.org/keywords/reservoir-computing","display_name":"Reservoir computing","score":0.42222893238067627},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.20999997854232788},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.20462855696678162},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.1412225365638733},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.06496772170066833}],"concepts":[{"id":"https://openalex.org/C2776132308","wikidata":"https://www.wikidata.org/wiki/Q11070850","display_name":"Inflow","level":2,"score":0.8023431301116943},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7776504755020142},{"id":"https://openalex.org/C186108316","wikidata":"https://www.wikidata.org/wiki/Q352530","display_name":"Adaptive neuro fuzzy inference system","level":4,"score":0.7711728811264038},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5986462831497192},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5954541563987732},{"id":"https://openalex.org/C2988105877","wikidata":"https://www.wikidata.org/wiki/Q1341685","display_name":"Inference system","level":5,"score":0.5740235447883606},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5229076743125916},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4917750656604767},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.483859658241272},{"id":"https://openalex.org/C2780150128","wikidata":"https://www.wikidata.org/wiki/Q21948731","display_name":"Extreme learning machine","level":3,"score":0.4803951382637024},{"id":"https://openalex.org/C135796866","wikidata":"https://www.wikidata.org/wiki/Q7315328","display_name":"Reservoir computing","level":4,"score":0.42222893238067627},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.20999997854232788},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.20462855696678162},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.1412225365638733},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.06496772170066833},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10489-022-04029-7","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10489-022-04029-7","pdf_url":null,"source":{"id":"https://openalex.org/S74726891","display_name":"Applied Intelligence","issn_l":"0924-669X","issn":["0924-669X","1573-7497"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8600000143051147,"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6"}],"awards":[{"id":"https://openalex.org/G1943474663","display_name":null,"funder_award_id":"FRGS/1/2018/TK01/UTAR/02/1","funder_id":"https://openalex.org/F4320321709","funder_display_name":"Ministry of Higher Education, Malaysia"},{"id":"https://openalex.org/G2966710572","display_name":null,"funder_award_id":"6235/H02","funder_id":"https://openalex.org/F4320321398","funder_display_name":"Universiti Tunku Abdul Rahman"}],"funders":[{"id":"https://openalex.org/F4320321398","display_name":"Universiti Tunku Abdul Rahman","ror":"https://ror.org/050pq4m56"},{"id":"https://openalex.org/F4320321709","display_name":"Ministry of Higher Education, Malaysia","ror":"https://ror.org/05mcs2t73"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":77,"referenced_works":["https://openalex.org/W286182551","https://openalex.org/W575847903","https://openalex.org/W1543335190","https://openalex.org/W1543501224","https://openalex.org/W1586335931","https://openalex.org/W1589475696","https://openalex.org/W1663792126","https://openalex.org/W1693700910","https://openalex.org/W1907316133","https://openalex.org/W1976157385","https://openalex.org/W1977664222","https://openalex.org/W1984428848","https://openalex.org/W2005161317","https://openalex.org/W2024395892","https://openalex.org/W2029888179","https://openalex.org/W2036483698","https://openalex.org/W2036828504","https://openalex.org/W2051005757","https://openalex.org/W2052851219","https://openalex.org/W2055412520","https://openalex.org/W2057018326","https://openalex.org/W2061744608","https://openalex.org/W2067061718","https://openalex.org/W2071272611","https://openalex.org/W2071554915","https://openalex.org/W2072697915","https://openalex.org/W2077011856","https://openalex.org/W2077831453","https://openalex.org/W2090692095","https://openalex.org/W2093840468","https://openalex.org/W2102017823","https://openalex.org/W2132995696","https://openalex.org/W2138515907","https://openalex.org/W2159164703","https://openalex.org/W2172147742","https://openalex.org/W2295598076","https://openalex.org/W2312135541","https://openalex.org/W2328012335","https://openalex.org/W2366000905","https://openalex.org/W2560103205","https://openalex.org/W2560477908","https://openalex.org/W2562452523","https://openalex.org/W2569985737","https://openalex.org/W2580596970","https://openalex.org/W2583672379","https://openalex.org/W2593080009","https://openalex.org/W2605547578","https://openalex.org/W2606580569","https://openalex.org/W2613854425","https://openalex.org/W2750393159","https://openalex.org/W2752411646","https://openalex.org/W2754332904","https://openalex.org/W2763752180","https://openalex.org/W2765692959","https://openalex.org/W2766485183","https://openalex.org/W2792986592","https://openalex.org/W2796238239","https://openalex.org/W2889226858","https://openalex.org/W2917104794","https://openalex.org/W2924868743","https://openalex.org/W2946998124","https://openalex.org/W2949562060","https://openalex.org/W2959057279","https://openalex.org/W2976353133","https://openalex.org/W2981332902","https://openalex.org/W2983361008","https://openalex.org/W3037634329","https://openalex.org/W3039409383","https://openalex.org/W3095647844","https://openalex.org/W3109756910","https://openalex.org/W3136420364","https://openalex.org/W3144841829","https://openalex.org/W3166587882","https://openalex.org/W3176013279","https://openalex.org/W4214818878","https://openalex.org/W4252229481","https://openalex.org/W4293369995"],"related_works":["https://openalex.org/W4319296131","https://openalex.org/W2389800468","https://openalex.org/W3207731800","https://openalex.org/W1972110671","https://openalex.org/W2008638559","https://openalex.org/W3144388600","https://openalex.org/W2912901340","https://openalex.org/W2905122356","https://openalex.org/W2766816807","https://openalex.org/W4384948736"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":6}],"updated_date":"2026-03-29T08:15:47.926485","created_date":"2025-10-10T00:00:00"}