{"id":"https://openalex.org/W2883438604","doi":"https://doi.org/10.1515/jisys-2018-0206","title":"Modeling and Optimization of a Liquid Flow Process using an Artificial Neural Network-Based Flower Pollination Algorithm","display_name":"Modeling and Optimization of a Liquid Flow Process using an Artificial Neural Network-Based Flower Pollination Algorithm","publication_year":2018,"publication_date":"2018-07-17","ids":{"openalex":"https://openalex.org/W2883438604","doi":"https://doi.org/10.1515/jisys-2018-0206","mag":"2883438604"},"language":"en","primary_location":{"id":"doi:10.1515/jisys-2018-0206","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2018-0206","pdf_url":"http://www.degruyter.com/downloadpdf/j/jisys.2020.29.issue-1/jisys-2018-0206/jisys-2018-0206.xml","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"http://www.degruyter.com/downloadpdf/j/jisys.2020.29.issue-1/jisys-2018-0206/jisys-2018-0206.xml","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072656786","display_name":"Pijush Dutta","orcid":"https://orcid.org/0000-0001-5144-315X"},"institutions":[{"id":"https://openalex.org/I49702814","display_name":"Mewar University","ror":"https://ror.org/01qva9798","country_code":"IN","type":"education","lineage":["https://openalex.org/I49702814"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Pijush Dutta","raw_affiliation_strings":["Research Scholar, Department of Electronics and Communication Engineering, Mewar University , Rajasthan , India"],"affiliations":[{"raw_affiliation_string":"Research Scholar, Department of Electronics and Communication Engineering, Mewar University , Rajasthan , India","institution_ids":["https://openalex.org/I49702814"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103733200","display_name":"Asok Kumar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Asok Kumar","raw_affiliation_strings":["Department of Electronics and Communication Engineering, Asansol Engineering College , Asansol, West Bengal, Pin 713305 , India"],"affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering, Asansol Engineering College , Asansol, West Bengal, Pin 713305 , India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5072656786"],"corresponding_institution_ids":["https://openalex.org/I49702814"],"apc_list":{"value":1000,"currency":"EUR","value_usd":1078},"apc_paid":{"value":1000,"currency":"EUR","value_usd":1078},"fwci":1.8616,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.89090769,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"29","issue":"1","first_page":"787","last_page":"798"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9887999892234802,"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"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9887999892234802,"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/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9745000004768372,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9724000096321106,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/maxima-and-minima","display_name":"Maxima and minima","score":0.7414740324020386},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6510424613952637},{"id":"https://openalex.org/keywords/volumetric-flow-rate","display_name":"Volumetric flow rate","score":0.6076433658599854},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.5849696397781372},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5507873892784119},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.5446559190750122},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5394635200500488},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.4922298491001129},{"id":"https://openalex.org/keywords/rate-of-convergence","display_name":"Rate of convergence","score":0.48076173663139343},{"id":"https://openalex.org/keywords/two-phase-flow","display_name":"Two-phase flow","score":0.45903635025024414},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45634210109710693},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4112805724143982},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.4062359035015106},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.4017460346221924},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.3717251420021057},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2261723279953003},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.21535074710845947},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1912810504436493},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18100464344024658},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.1406133770942688},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12996900081634521},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.09481847286224365}],"concepts":[{"id":"https://openalex.org/C186633575","wikidata":"https://www.wikidata.org/wiki/Q845060","display_name":"Maxima and minima","level":2,"score":0.7414740324020386},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6510424613952637},{"id":"https://openalex.org/C172120300","wikidata":"https://www.wikidata.org/wiki/Q1134348","display_name":"Volumetric flow rate","level":2,"score":0.6076433658599854},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.5849696397781372},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5507873892784119},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.5446559190750122},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5394635200500488},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4922298491001129},{"id":"https://openalex.org/C57869625","wikidata":"https://www.wikidata.org/wiki/Q1783502","display_name":"Rate of convergence","level":3,"score":0.48076173663139343},{"id":"https://openalex.org/C144308804","wikidata":"https://www.wikidata.org/wiki/Q232997","display_name":"Two-phase flow","level":3,"score":0.45903635025024414},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45634210109710693},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4112805724143982},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.4062359035015106},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.4017460346221924},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3717251420021057},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2261723279953003},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.21535074710845947},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1912810504436493},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18100464344024658},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.1406133770942688},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12996900081634521},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.09481847286224365},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1515/jisys-2018-0206","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2018-0206","pdf_url":"http://www.degruyter.com/downloadpdf/j/jisys.2020.29.issue-1/jisys-2018-0206/jisys-2018-0206.xml","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ef2ce075f1f7454c8fcb24411c86fee7","is_oa":true,"landing_page_url":"https://doaj.org/article/ef2ce075f1f7454c8fcb24411c86fee7","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":"Journal of Intelligent Systems, Vol 29, Iss 1, Pp 787-798 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1515/jisys-2018-0206","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2018-0206","pdf_url":"http://www.degruyter.com/downloadpdf/j/jisys.2020.29.issue-1/jisys-2018-0206/jisys-2018-0206.xml","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5699999928474426,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2883438604.pdf","grobid_xml":"https://content.openalex.org/works/W2883438604.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W129757148","https://openalex.org/W1412975512","https://openalex.org/W1526415548","https://openalex.org/W1606402766","https://openalex.org/W1992282017","https://openalex.org/W2004061489","https://openalex.org/W2095878602","https://openalex.org/W2146439308","https://openalex.org/W2158759314","https://openalex.org/W2159445836","https://openalex.org/W2339877009","https://openalex.org/W2526529994","https://openalex.org/W2531178789","https://openalex.org/W2544032439","https://openalex.org/W2741958032","https://openalex.org/W2790482354","https://openalex.org/W2791163731","https://openalex.org/W2795024812","https://openalex.org/W2802663522","https://openalex.org/W2956579306","https://openalex.org/W3100933494","https://openalex.org/W4238078318","https://openalex.org/W4246202890","https://openalex.org/W4252819146","https://openalex.org/W4388392512"],"related_works":["https://openalex.org/W2375684291","https://openalex.org/W2354676191","https://openalex.org/W3188646203","https://openalex.org/W136674370","https://openalex.org/W2909957174","https://openalex.org/W2105527480","https://openalex.org/W4320035781","https://openalex.org/W2052387497","https://openalex.org/W4246278799","https://openalex.org/W2050203848"],"abstract_inverted_index":{"Abstract":[0],"Controlling":[1],"liquid":[2,22,36,89,102,134],"flow":[3,23,37,90,142],"is":[4,17],"one":[5],"of":[6,35,122,127,144],"the":[7,12,21,60,66,69,75,79,88,110,119,124,140,145,154],"most":[8],"important":[9],"parameters":[10],"in":[11],"process":[13,146],"control":[14],"industry.":[15],"It":[16],"challenging":[18],"to":[19,54,115,138],"optimize":[20],"rate":[24,91,143],"for":[25],"its":[26],"highly":[27],"nonlinear":[28],"nature.":[29],"This":[30],"paper":[31],"proposes":[32],"a":[33,49],"model":[34,71,105],"processes":[38],"using":[39,48,147],"an":[40],"artificial":[41],"neural":[42],"network":[43],"(NN)":[44],"and":[45,58,62,101,113,133,151,159],"optimizes":[46],"it":[47],"flower":[50],"pollination":[51],"algorithm":[52],"(FPA)":[53],"avoid":[55],"local":[56],"minima":[57],"improve":[59],"accuracy":[61,155],"convergence":[63],"speed.":[64],"In":[65,85,118],"first":[67],"phase,":[68],"NN":[70],"was":[72,92,107,156],"trained":[73],"by":[74],"dataset":[76],"obtained":[77],"from":[78],"experiments,":[80],"which":[81],"were":[82,136],"carried":[83],"out.":[84],"these":[86],"conditions,":[87],"measured":[93],"at":[94],"different":[95],"sensor":[96,128],"output":[97,129],"voltages,":[98,130],"pipe":[99,131],"diameter":[100,132],"conductivity.":[103],"The":[104],"response":[106],"cross-verified":[108],"with":[109],"experimental":[111],"results":[112],"found":[114,137],"be":[116],"satisfactory.":[117],"second":[120],"phase":[121],"work,":[123],"optimized":[125],"conditions":[126],"conductivity":[135],"give":[139],"minimum":[141],"FPA.":[148],"After":[149],"cross-validation":[150],"testing":[152],"subdatasets,":[153],"nearly":[157],"94.17%":[158],"99.25%,":[160],"respectively.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
