{"id":"https://openalex.org/W2060205777","doi":"https://doi.org/10.4304/jsw.8.9.2231-2237","title":"Harmony Search Algorithm with Chaos for Training RBFNN","display_name":"Harmony Search Algorithm with Chaos for Training RBFNN","publication_year":2013,"publication_date":"2013-09-12","ids":{"openalex":"https://openalex.org/W2060205777","doi":"https://doi.org/10.4304/jsw.8.9.2231-2237","mag":"2060205777"},"language":"en","primary_location":{"id":"doi:10.4304/jsw.8.9.2231-2237","is_oa":false,"landing_page_url":"https://doi.org/10.4304/jsw.8.9.2231-2237","pdf_url":null,"source":{"id":"https://openalex.org/S114141714","display_name":"Journal of Software","issn_l":"1796-217X","issn":["1796-217X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318660","host_organization_name":"Academy Publisher","host_organization_lineage":["https://openalex.org/P4310318660"],"host_organization_lineage_names":["Academy Publisher"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Software","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/A5014834161","display_name":"Jiaqi Di","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Jiaqi Di","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5053795083","display_name":"Nihong Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I47689461","display_name":"Northeast Forestry University","ror":"https://ror.org/02yxnh564","country_code":"CN","type":"education","lineage":["https://openalex.org/I47689461"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nihong Wang","raw_affiliation_strings":["Northeast Forestry University"],"affiliations":[{"raw_affiliation_string":"Northeast Forestry University","institution_ids":["https://openalex.org/I47689461"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5014834161"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4809,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.76012221,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"8","issue":"9","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9929999709129333,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9929999709129333,"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":0.9882000088691711,"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/T11220","display_name":"Water Systems and Optimization","score":0.9871000051498413,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/computer-science","display_name":"Computer science","score":0.8892379403114319},{"id":"https://openalex.org/keywords/harmony-search","display_name":"Harmony search","score":0.7114806175231934},{"id":"https://openalex.org/keywords/chaos","display_name":"CHAOS (operating system)","score":0.6643232107162476},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.5740424394607544},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4869607388973236},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.37730538845062256},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3443002700805664},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.08589717745780945}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8892379403114319},{"id":"https://openalex.org/C33099171","wikidata":"https://www.wikidata.org/wiki/Q26208718","display_name":"Harmony search","level":2,"score":0.7114806175231934},{"id":"https://openalex.org/C2779374083","wikidata":"https://www.wikidata.org/wiki/Q5011038","display_name":"CHAOS (operating system)","level":2,"score":0.6643232107162476},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.5740424394607544},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4869607388973236},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.37730538845062256},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3443002700805664},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.08589717745780945},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"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:10.4304/jsw.8.9.2231-2237","is_oa":false,"landing_page_url":"https://doi.org/10.4304/jsw.8.9.2231-2237","pdf_url":null,"source":{"id":"https://openalex.org/S114141714","display_name":"Journal of Software","issn_l":"1796-217X","issn":["1796-217X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318660","host_organization_name":"Academy Publisher","host_organization_lineage":["https://openalex.org/P4310318660"],"host_organization_lineage_names":["Academy Publisher"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Software","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","score":0.8899999856948853,"display_name":"Clean water and sanitation"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1965954412","https://openalex.org/W1975051102","https://openalex.org/W1981469768","https://openalex.org/W1993885071","https://openalex.org/W2002698548","https://openalex.org/W2018516981","https://openalex.org/W2049492639","https://openalex.org/W2082170716","https://openalex.org/W2099239187","https://openalex.org/W2130343325","https://openalex.org/W2149236946","https://openalex.org/W2150583288","https://openalex.org/W2365033976","https://openalex.org/W6707392897"],"related_works":["https://openalex.org/W2372590961","https://openalex.org/W4214893532","https://openalex.org/W4294306415","https://openalex.org/W2028503915","https://openalex.org/W883652255","https://openalex.org/W2027176979","https://openalex.org/W2365965409","https://openalex.org/W2332892177","https://openalex.org/W4200117979","https://openalex.org/W2366109092"],"abstract_inverted_index":{"Harmony":[0],"search":[1,20],"algorithm":[2,21,30,49,84,125,160,181,203,239],"is":[3,27,87],"a":[4,231],"heuristic":[5],"optimization":[6,46,69],"method":[7],"inspired":[8],"from":[9],"the":[10,36,40,58,65,121,158,177,197,205,215,237],"improvisation":[11],"process":[12],"of":[13,18,118,157],"musicians.":[14],"A":[15],"new":[16,81,122,159,178,200,238],"version":[17],"harmony":[19,37],"with":[23,39,165],"chaos":[24,41],"proposed.":[28],"This":[29],"initializes":[33],"and":[34,68,113,130,137,151,190,222],"updates":[35],"memory":[38],"based":[52],"on":[53,132],"secondary":[54],"carrier":[55],"wave,":[56],"adjusts":[57],"parameters":[59],"dynamically":[60],"to":[61,89],"improve":[64],"convergence":[66,188],"rate":[67,189],"accuracy.":[70],"In":[73],"this":[74],"paper":[75],"t":[76],"his":[78],"used":[88],"train":[90],"RBF":[93],"neural":[94],"network":[95],".":[97,146],"T":[102],"he":[104],"training":[107,148],"performance":[110,244],"generalization":[114],"capability":[115],"are":[128,161],"tested":[129],"verified":[131],"function":[135],"approximation":[136],"I":[140],"ris":[142],"classification":[143],"problem":[144],"The":[147,211],"time,":[149],"MSE":[150],"accuracies":[152],"compared":[164],"standard":[166],"HS,":[167],"IHS,":[168],"GHS":[169],"algorithms.":[170],"It":[171],"turns":[172],"out":[173],"that":[174,230],"ha":[182],"s":[184,219,226],"better":[187,243],"accuracy":[191],"than":[192,245],"others.":[193,246],"Finally,":[194],"we":[195],"applied":[196],"into":[204],"sewage":[206],"treatment":[207],"water":[208],"quality":[209],"prediction.":[210],"relative":[212],"errors":[213],"between":[214],"actual":[216],"value":[217,224],"predictive":[223],"prove":[229],"RBFNN":[232],"trained":[233],"by":[236],"has":[242]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}