{"id":"https://openalex.org/W3000643118","doi":"https://doi.org/10.1016/j.flowmeasinst.2019.101689","title":"Artificial Neural Network (ANN) model development for predicting just suspension speed in solid-liquid mixing system","display_name":"Artificial Neural Network (ANN) model development for predicting just suspension speed in solid-liquid mixing system","publication_year":2020,"publication_date":"2020-01-07","ids":{"openalex":"https://openalex.org/W3000643118","doi":"https://doi.org/10.1016/j.flowmeasinst.2019.101689","mag":"3000643118"},"language":"en","primary_location":{"id":"doi:10.1016/j.flowmeasinst.2019.101689","doi":"https://doi.org/10.1016/j.flowmeasinst.2019.101689","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.flowmeasinst.2019.101689","pdf_url":null,"source":{"id":"https://openalex.org/S46058507","display_name":"Flow Measurement and Instrumentation","issn_l":"0955-5986","issn":["0955-5986","1873-6998"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-2","norway-1","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Flow Measurement and Instrumentation","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5024141388","display_name":"Choe Earn Choong","orcid":"https://orcid.org/0000-0002-3921-778X","observed_orcids":["https://orcid.org/0000-0002-3921-778X"]},"institutions":[{"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":["MY"],"is_corresponding":true,"raw_author_name":"Choe Earn Choong","raw_affiliation_strings":["Department of Civil Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, 50603, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, 50603, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017465474","display_name":"Shaliza Binti Ibrahim","orcid":"https://orcid.org/0000-0001-9413-957X","observed_orcids":["https://orcid.org/0000-0001-9413-957X"]},"institutions":[{"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":["MY"],"is_corresponding":false,"raw_author_name":"Shaliza Ibrahim","raw_affiliation_strings":["Department of Civil Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, 50603, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, 50603, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008179908","display_name":"Ahmed El\u2010Shafie","orcid":"https://orcid.org/0000-0001-5018-8505","observed_orcids":["https://orcid.org/0000-0001-5018-8505"]},"institutions":[{"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":["MY"],"is_corresponding":true,"raw_author_name":"Ahmed El-Shafie","raw_affiliation_strings":["Department of Civil Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, 50603, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Faculty of Engineering, University of Malaya, Kuala Lumpur, 50603, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5008179908","https://openalex.org/A5024141388"],"corresponding_institution_ids":["https://openalex.org/I33849332"],"apc_list":{"value":2500,"currency":"USD","value_usd":2500},"apc_paid":null,"fwci":1.5984,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.80594629,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"71","issue":null,"first_page":"101689","last_page":"101689"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10864","display_name":"Fluid Dynamics and Mixing","score":0.9502000212669373,"subfield":{"id":"https://openalex.org/subfields/1507","display_name":"Fluid Flow and Transfer Processes"},"field":{"id":"https://openalex.org/fields/15","display_name":"Chemical Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10864","display_name":"Fluid Dynamics and Mixing","score":0.9502000212669373,"subfield":{"id":"https://openalex.org/subfields/1507","display_name":"Fluid Flow and Transfer Processes"},"field":{"id":"https://openalex.org/fields/15","display_name":"Chemical Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.03840000182390213,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.00139999995008111,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/solid-liquid-mixing","display_name":"solid-liquid mixing","score":0.9589999914169312},{"id":"https://openalex.org/keywords/agitator-design","display_name":"agitator design","score":0.9670000076293945},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.7590000033378601},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"multilayer perceptron","score":0.9179999828338623},{"id":"https://openalex.org/keywords/genetic-algorithm-optimization","display_name":"genetic algorithm optimization","score":0.7620000243186951},{"id":"https://openalex.org/keywords/impeller-geometry","display_name":"impeller geometry","score":0.7490000128746033},{"id":"https://openalex.org/keywords/solids-concentration","display_name":"solid loading","score":0.5619999766349792},{"id":"https://openalex.org/keywords/feedforward-backpropagation-neural-network","display_name":"feedforward backpropagation neural network","score":0.6549999713897705}],"concepts":[{"id":"https://openalex.org/C153005164","wikidata":"https://www.wikidata.org/wiki/Q1698700","display_name":"Impeller","level":2,"score":0.8346448540687561},{"id":"https://openalex.org/C105341887","wikidata":"https://www.wikidata.org/wiki/Q1307987","display_name":"Suspension (topology)","level":3,"score":0.7244876027107239},{"id":"https://openalex.org/C81388566","wikidata":"https://www.wikidata.org/wiki/Q526668","display_name":"Sigmoid function","level":3,"score":0.7183303236961365},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7023123502731323},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5430329442024231},{"id":"https://openalex.org/C81063470","wikidata":"https://www.wikidata.org/wiki/Q1256787","display_name":"Rotational speed","level":2,"score":0.5085655450820923},{"id":"https://openalex.org/C138777275","wikidata":"https://www.wikidata.org/wiki/Q6884054","display_name":"Mixing (physics)","level":2,"score":0.48993319272994995},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.45862171053886414},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.4553516209125519},{"id":"https://openalex.org/C2776132848","wikidata":"https://www.wikidata.org/wiki/Q3045036","display_name":"Blade (archaeology)","level":2,"score":0.4551144242286682},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.43958359956741333},{"id":"https://openalex.org/C98856871","wikidata":"https://www.wikidata.org/wiki/Q1588488","display_name":"Radial basis function","level":3,"score":0.42099636793136597},{"id":"https://openalex.org/C122383733","wikidata":"https://www.wikidata.org/wiki/Q865920","display_name":"Approximation error","level":2,"score":0.41423875093460083},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.41149741411209106},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3873146176338196},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.3390766382217407},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.33547714352607727},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.27069348096847534},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2559952139854431},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25351959466934204},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24776872992515564},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.20768621563911438},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1114378273487091},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0},{"id":"https://openalex.org/C5961521","wikidata":"https://www.wikidata.org/wiki/Q746083","display_name":"Homotopy","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.flowmeasinst.2019.101689","doi":"https://doi.org/10.1016/j.flowmeasinst.2019.101689","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.flowmeasinst.2019.101689","pdf_url":null,"source":{"id":"https://openalex.org/S46058507","display_name":"Flow Measurement and Instrumentation","issn_l":"0955-5986","issn":["0955-5986","1873-6998"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-2","norway-1","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Flow Measurement and Instrumentation","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G6246966055","display_name":null,"funder_award_id":"57-02-03-1038","funder_id":"https://openalex.org/F4320322604","funder_display_name":"Universiti Malaya"},{"id":"https://openalex.org/G7996626258","display_name":null,"funder_award_id":"RK005-2016","funder_id":"https://openalex.org/F4320322604","funder_display_name":"Universiti Malaya"}],"funders":[{"id":"https://openalex.org/F4320322604","display_name":"Universiti Malaya","ror":"https://ror.org/00rzspn62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1556412610","https://openalex.org/W1866429230","https://openalex.org/W1868749716","https://openalex.org/W1996229603","https://openalex.org/W2002917389","https://openalex.org/W2020531565","https://openalex.org/W2022993793","https://openalex.org/W2030510219","https://openalex.org/W2032055592","https://openalex.org/W2037030069","https://openalex.org/W2039839991","https://openalex.org/W2046032914","https://openalex.org/W2052657342","https://openalex.org/W2065556401","https://openalex.org/W2074907313","https://openalex.org/W2077169875","https://openalex.org/W2080524637","https://openalex.org/W2081469992","https://openalex.org/W2087993575","https://openalex.org/W2088420466","https://openalex.org/W2105107744","https://openalex.org/W2109437443","https://openalex.org/W2137356002","https://openalex.org/W2148138104","https://openalex.org/W2155837945","https://openalex.org/W2155881146","https://openalex.org/W2305077326","https://openalex.org/W2332541867","https://openalex.org/W2341875330","https://openalex.org/W2549882901","https://openalex.org/W2585975294","https://openalex.org/W2593232722","https://openalex.org/W2605201892","https://openalex.org/W2800012308","https://openalex.org/W2810873300","https://openalex.org/W2980736376"],"related_works":["https://openalex.org/W2912996601","https://openalex.org/W7217810661","https://openalex.org/W2143322006","https://openalex.org/W2034249271","https://openalex.org/W3193186501","https://openalex.org/W4210255629","https://openalex.org/W2072932343","https://openalex.org/W2023838704","https://openalex.org/W2020815011","https://openalex.org/W3101748794"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":5}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2020-01-23T00:00:00"}