{"id":"https://openalex.org/W3203095355","doi":"https://doi.org/10.1007/s00521-021-06550-1","title":"Hybrid models for suspended sediment prediction: optimized random forest and multi-layer perceptron through genetic algorithm and stochastic gradient descent methods","display_name":"Hybrid models for suspended sediment prediction: optimized random forest and multi-layer perceptron through genetic algorithm and stochastic gradient descent methods","publication_year":2021,"publication_date":"2021-10-07","ids":{"openalex":"https://openalex.org/W3203095355","doi":"https://doi.org/10.1007/s00521-021-06550-1","mag":"3203095355"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-021-06550-1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-021-06550-1","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"Neural Computing and Applications","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/A5044495811","display_name":"Saeed Samadianfard","orcid":"https://orcid.org/0000-0002-6876-7182"},"institutions":[{"id":"https://openalex.org/I41832843","display_name":"University of Tabriz","ror":"https://ror.org/01papkj44","country_code":"IR","type":"education","lineage":["https://openalex.org/I41832843"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Saeed Samadianfard","raw_affiliation_strings":["Department of Water Engineering, Faculty of Agriculture, University of Tabriz, Tabriz, Iran"],"raw_orcid":"https://orcid.org/0000-0002-6876-7182","affiliations":[{"raw_affiliation_string":"Department of Water Engineering, Faculty of Agriculture, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081732187","display_name":"Katayoun Kargar","orcid":"https://orcid.org/0000-0001-6832-5504"},"institutions":[{"id":"https://openalex.org/I530967","display_name":"Toronto Metropolitan University","ror":"https://ror.org/05g13zd79","country_code":"CA","type":"education","lineage":["https://openalex.org/I530967"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Katayoun Kargar","raw_affiliation_strings":["Department of Civil Engineering, Ryerson University, Toronto, ON, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Ryerson University, Toronto, ON, Canada","institution_ids":["https://openalex.org/I530967"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028494169","display_name":"Sadra Shadkani","orcid":"https://orcid.org/0000-0001-9827-6272"},"institutions":[{"id":"https://openalex.org/I41832843","display_name":"University of Tabriz","ror":"https://ror.org/01papkj44","country_code":"IR","type":"education","lineage":["https://openalex.org/I41832843"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Sadra Shadkani","raw_affiliation_strings":["Department of Water Engineering, Faculty of Agriculture, University of Tabriz, Tabriz, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Water Engineering, Faculty of Agriculture, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066631424","display_name":"Sajjad Hashemi","orcid":null},"institutions":[{"id":"https://openalex.org/I41832843","display_name":"University of Tabriz","ror":"https://ror.org/01papkj44","country_code":"IR","type":"education","lineage":["https://openalex.org/I41832843"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Sajjad Hashemi","raw_affiliation_strings":["Department of Water Engineering, Faculty of Agriculture, University of Tabriz, Tabriz, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Water Engineering, Faculty of Agriculture, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033364649","display_name":"Akram Abbaspour","orcid":"https://orcid.org/0000-0002-1864-3608"},"institutions":[{"id":"https://openalex.org/I41832843","display_name":"University of Tabriz","ror":"https://ror.org/01papkj44","country_code":"IR","type":"education","lineage":["https://openalex.org/I41832843"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Akram Abbaspour","raw_affiliation_strings":["Department of Water Engineering, Faculty of Agriculture, University of Tabriz, Tabriz, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Water Engineering, Faculty of Agriculture, University of Tabriz, Tabriz, Iran","institution_ids":["https://openalex.org/I41832843"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011828401","display_name":"Mir Jafar Sadegh Safari","orcid":"https://orcid.org/0000-0003-0559-5261"},"institutions":[{"id":"https://openalex.org/I59944920","display_name":"Ya\u015far University","ror":"https://ror.org/00dz1eb96","country_code":"TR","type":"education","lineage":["https://openalex.org/I59944920"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mir Jafar Sadegh Safari","raw_affiliation_strings":["Department of Civil Engineering, Ya\u015far University, Izmir, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Ya\u015far University, Izmir, Turkey","institution_ids":["https://openalex.org/I59944920"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5044495811"],"corresponding_institution_ids":["https://openalex.org/I41832843"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":1.9425,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.84766501,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"34","issue":"4","first_page":"3033","last_page":"3051"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11490","display_name":"Hydrological Forecasting Using AI","score":0.9998000264167786,"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":0.9998000264167786,"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/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.9990000128746033,"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/T10577","display_name":"Hydrology and Sediment Transport Processes","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/random-forest","display_name":"Random forest","score":0.590981125831604},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5643244981765747},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.5622316598892212},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5228386521339417},{"id":"https://openalex.org/keywords/sediment","display_name":"Sediment","score":0.4696207344532013},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.44681432843208313},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.43436408042907715},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.39019033312797546},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2621437907218933},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.23789441585540771},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.23740652203559875},{"id":"https://openalex.org/keywords/geomorphology","display_name":"Geomorphology","score":0.11838105320930481}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.590981125831604},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5643244981765747},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.5622316598892212},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5228386521339417},{"id":"https://openalex.org/C2816523","wikidata":"https://www.wikidata.org/wiki/Q180184","display_name":"Sediment","level":2,"score":0.4696207344532013},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.44681432843208313},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.43436408042907715},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.39019033312797546},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2621437907218933},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.23789441585540771},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.23740652203559875},{"id":"https://openalex.org/C114793014","wikidata":"https://www.wikidata.org/wiki/Q52109","display_name":"Geomorphology","level":1,"score":0.11838105320930481}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00521-021-06550-1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-021-06550-1","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"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":"Neural Computing and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","score":0.6899999976158142,"id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W342359399","https://openalex.org/W932607673","https://openalex.org/W1577071438","https://openalex.org/W1976963256","https://openalex.org/W1985479415","https://openalex.org/W1988594799","https://openalex.org/W1994616650","https://openalex.org/W1995065637","https://openalex.org/W2002328979","https://openalex.org/W2003285345","https://openalex.org/W2029724692","https://openalex.org/W2038644112","https://openalex.org/W2047884674","https://openalex.org/W2070905404","https://openalex.org/W2074346324","https://openalex.org/W2084763635","https://openalex.org/W2100128988","https://openalex.org/W2132424470","https://openalex.org/W2133270423","https://openalex.org/W2161548576","https://openalex.org/W2189059205","https://openalex.org/W2284731747","https://openalex.org/W2421928996","https://openalex.org/W2472100207","https://openalex.org/W2496050832","https://openalex.org/W2517970180","https://openalex.org/W2608079944","https://openalex.org/W2767663224","https://openalex.org/W2783448417","https://openalex.org/W2902965010","https://openalex.org/W2904250082","https://openalex.org/W2911964244","https://openalex.org/W2923977719","https://openalex.org/W2935698198","https://openalex.org/W2947746688","https://openalex.org/W2952538340","https://openalex.org/W2978577426","https://openalex.org/W2993767981","https://openalex.org/W2997280045","https://openalex.org/W2997981891","https://openalex.org/W3001291798","https://openalex.org/W3021265055","https://openalex.org/W3023540311","https://openalex.org/W3048356388","https://openalex.org/W3083743358","https://openalex.org/W3096893347","https://openalex.org/W3105351184","https://openalex.org/W3133360159","https://openalex.org/W3157350426","https://openalex.org/W3158192578","https://openalex.org/W3163085940","https://openalex.org/W4231893760","https://openalex.org/W4250503569","https://openalex.org/W4256060553","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2076543106","https://openalex.org/W2019891950","https://openalex.org/W2085842814","https://openalex.org/W4286643620","https://openalex.org/W2523437662","https://openalex.org/W4387048144","https://openalex.org/W2492135063","https://openalex.org/W2362514456","https://openalex.org/W2766585573","https://openalex.org/W4387490624"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":5}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
