{"id":"https://openalex.org/W3013325327","doi":"https://doi.org/10.1109/access.2020.2982904","title":"Prediction of Vessel Traffic Volume in Ports Based on Improved Fuzzy Neural Network","display_name":"Prediction of Vessel Traffic Volume in Ports Based on Improved Fuzzy Neural Network","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3013325327","doi":"https://doi.org/10.1109/access.2020.2982904","mag":"3013325327"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.2982904","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2982904","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09045982.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09045982.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070784669","display_name":"Guilian Su","orcid":null},"institutions":[{"id":"https://openalex.org/I74485261","display_name":"Shandong Agricultural University","ror":"https://ror.org/02ke8fw32","country_code":"CN","type":"education","lineage":["https://openalex.org/I74485261"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guilian Su","raw_affiliation_strings":["Department of information science and Engineering, Shandong Agricultural and Engineering University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Department of information science and Engineering, Shandong Agricultural and Engineering University, Jinan, China","institution_ids":["https://openalex.org/I74485261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074647986","display_name":"Liang Tian","orcid":"https://orcid.org/0000-0002-2761-2440"},"institutions":[{"id":"https://openalex.org/I74485261","display_name":"Shandong Agricultural University","ror":"https://ror.org/02ke8fw32","country_code":"CN","type":"education","lineage":["https://openalex.org/I74485261"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tian Liang","raw_affiliation_strings":["Department of information science and Engineering, Shandong Agricultural and Engineering University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Department of information science and Engineering, Shandong Agricultural and Engineering University, Jinan, China","institution_ids":["https://openalex.org/I74485261"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101966550","display_name":"Mei Wang","orcid":"https://orcid.org/0000-0002-6460-1919"},"institutions":[{"id":"https://openalex.org/I74485261","display_name":"Shandong Agricultural University","ror":"https://ror.org/02ke8fw32","country_code":"CN","type":"education","lineage":["https://openalex.org/I74485261"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mei Wang","raw_affiliation_strings":["Department of information science and Engineering, Shandong Agricultural and Engineering University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"Department of information science and Engineering, Shandong Agricultural and Engineering University, Jinan, China","institution_ids":["https://openalex.org/I74485261"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5070784669"],"corresponding_institution_ids":["https://openalex.org/I74485261"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.1765,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.47927772,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"8","issue":null,"first_page":"71199","last_page":"71205"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11622","display_name":"Maritime Navigation and Safety","score":0.994700014591217,"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"}},"topics":[{"id":"https://openalex.org/T11622","display_name":"Maritime Navigation and Safety","score":0.994700014591217,"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/T11223","display_name":"Maritime Ports and Logistics","score":0.9890000224113464,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T12126","display_name":"Maritime Transport Emissions and Efficiency","score":0.9850000143051147,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6576663851737976},{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.6315778493881226},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6035870909690857},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5377690196037292},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4549533724784851},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3402107059955597}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6576663851737976},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.6315778493881226},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6035870909690857},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5377690196037292},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4549533724784851},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3402107059955597}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.2982904","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2982904","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09045982.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d7461d69fec84e3c9e257326e9a27d31","is_oa":true,"landing_page_url":"https://doaj.org/article/d7461d69fec84e3c9e257326e9a27d31","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":"IEEE Access, Vol 8, Pp 71199-71205 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.2982904","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2982904","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09045982.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/14","display_name":"Life below water"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320314997","display_name":"Strong","ror":"https://ror.org/041vyzr56"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3013325327.pdf","grobid_xml":"https://content.openalex.org/works/W3013325327.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1507203362","https://openalex.org/W1973219769","https://openalex.org/W1977736314","https://openalex.org/W1991277158","https://openalex.org/W2002041997","https://openalex.org/W2022603014","https://openalex.org/W2030888282","https://openalex.org/W2318004685","https://openalex.org/W2365081587","https://openalex.org/W2523477444","https://openalex.org/W2599968594","https://openalex.org/W2636834824","https://openalex.org/W2696839143","https://openalex.org/W2793261802","https://openalex.org/W2799775530","https://openalex.org/W2806583527","https://openalex.org/W2885643851","https://openalex.org/W2889693115","https://openalex.org/W2902460730","https://openalex.org/W2908074506","https://openalex.org/W2939300908","https://openalex.org/W2958733111","https://openalex.org/W2959135321","https://openalex.org/W2977111082","https://openalex.org/W2992314022","https://openalex.org/W2996826034","https://openalex.org/W3004139901"],"related_works":["https://openalex.org/W14828854","https://openalex.org/W8636990","https://openalex.org/W4575677","https://openalex.org/W482721","https://openalex.org/W4964196","https://openalex.org/W8067959","https://openalex.org/W2211454","https://openalex.org/W13662937","https://openalex.org/W10159122","https://openalex.org/W12251780"],"abstract_inverted_index":{"The":[0,120,134,158],"accurate":[1],"prediction":[2,25,36,91,168],"of":[3,14,32,59,75,112,132,148,169],"vessel":[4,19],"traffic":[5],"volume":[6],"(VTV)":[7],"is":[8],"very":[9],"helpful":[10],"to":[11,104,152],"rational":[12],"scheduling":[13],"port":[15,111],"resources":[16],"and":[17,35,65,129],"reducing":[18],"accidents.":[20],"However,":[21],"the":[22,30,45,56,66,73,76,81,86,95,99,106,127,138,142,146,153,156,167,170],"traditional":[23],"VTV":[24,90,107,121,149,171],"methods":[26,144],"face":[27],"problems":[28],"like":[29],"overfitting":[31],"historical":[33],"data":[34,122],"inaccuracy.":[37],"To":[38],"solve":[39],"these":[40],"problems,":[41],"this":[42,84],"paper":[43],"improved":[44,96,139],"fuzzy":[46,63],"neural":[47,60],"network":[48,61],"(FNN)":[49],"with":[50,116],"quantum":[51],"genetic":[52],"algorithm":[53],"(QGA).":[54],"Firstly,":[55],"basic":[57],"principles":[58],"(NN),":[62],"inference":[64],"QGA":[67],"were":[68,78,123],"introduced":[69],"in":[70,108,114,145,166,172],"turn.":[71],"Then,":[72],"weights":[74],"FNN":[77,140],"optimized":[79],"by":[80,155],"QGA.":[82,157],"On":[83],"basis,":[85],"authors":[87],"established":[88,100],"a":[89,162],"model":[92,101],"based":[93,125],"on":[94,126],"FNN.":[97],"Finally,":[98],"was":[102],"applied":[103],"predict":[105],"an":[109],"actual":[110],"China,":[113],"comparison":[115],"several":[117],"classic":[118],"NNs.":[119],"collected":[124],"length":[128],"gross":[130],"tonnage":[131],"vessels.":[133],"results":[135],"show":[136],"that":[137],"outperformed":[141],"contrastive":[143],"accuracy":[147],"prediction,":[150],"thanks":[151],"optimization":[154],"proposed":[159],"method":[160],"enjoys":[161],"great":[163],"application":[164],"potential":[165],"ports.":[173]},"counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
