{"id":"https://openalex.org/W3100377656","doi":"https://doi.org/10.1109/crc51253.2020.9253451","title":"KMEANS Algorithm Clustering for Massive AIS Data Based on the Spark Platform","display_name":"KMEANS Algorithm Clustering for Massive AIS Data Based on the Spark Platform","publication_year":2020,"publication_date":"2020-10-16","ids":{"openalex":"https://openalex.org/W3100377656","doi":"https://doi.org/10.1109/crc51253.2020.9253451","mag":"3100377656"},"language":"en","primary_location":{"id":"doi:10.1109/crc51253.2020.9253451","is_oa":false,"landing_page_url":"https://doi.org/10.1109/crc51253.2020.9253451","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 5th International Conference on Control, Robotics and Cybernetics (CRC)","raw_type":"proceedings-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/A5068590037","display_name":"Xiumin Chu","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Xiumin Chu","raw_affiliation_strings":["Fujian Engineering Research Center of Safety Control for Ship Intelligent Navigation (MJU), Fuzhou, Fujian"],"affiliations":[{"raw_affiliation_string":"Fujian Engineering Research Center of Safety Control for Ship Intelligent Navigation (MJU), Fuzhou, Fujian","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026142235","display_name":"Jinyu Lei","orcid":"https://orcid.org/0009-0008-1108-7953"},"institutions":[{"id":"https://openalex.org/I354108","display_name":"Minjiang University","ror":"https://ror.org/00s7tkw17","country_code":"CN","type":"education","lineage":["https://openalex.org/I354108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinyu Lei","raw_affiliation_strings":["College of Mathematics and Data Science, Minjiang University (MJU) Fujian Engineering Research Center of Safety Control for Ship Intelligent Navigation (MJU), Fuzhou, Fujian"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and Data Science, Minjiang University (MJU) Fujian Engineering Research Center of Safety Control for Ship Intelligent Navigation (MJU), Fuzhou, Fujian","institution_ids":["https://openalex.org/I354108"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100689619","display_name":"Xinglong Liu","orcid":"https://orcid.org/0000-0003-0504-1939"},"institutions":[{"id":"https://openalex.org/I354108","display_name":"Minjiang University","ror":"https://ror.org/00s7tkw17","country_code":"CN","type":"education","lineage":["https://openalex.org/I354108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinglong Liu","raw_affiliation_strings":["College of Physics and Electronic Information Engineering, Minjiang University (MJU) Fujian Engineering Research Center of Safety Control for Ship Intelligent Navigation (MJU), Fuzhou, Fujian"],"affiliations":[{"raw_affiliation_string":"College of Physics and Electronic Information Engineering, Minjiang University (MJU) Fujian Engineering Research Center of Safety Control for Ship Intelligent Navigation (MJU), Fuzhou, Fujian","institution_ids":["https://openalex.org/I354108"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100462295","display_name":"Zhiyuan Wang","orcid":"https://orcid.org/0000-0002-7521-2150"},"institutions":[{"id":"https://openalex.org/I354108","display_name":"Minjiang University","ror":"https://ror.org/00s7tkw17","country_code":"CN","type":"education","lineage":["https://openalex.org/I354108"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyuan Wang","raw_affiliation_strings":["College of Mathematics and Data Science, Minjiang University (MJU) Fujian Engineering Research Center of Safety Control for Ship Intelligent Navigation (MJU), Fuzhou, Fujian"],"affiliations":[{"raw_affiliation_string":"College of Mathematics and Data Science, Minjiang University (MJU) Fujian Engineering Research Center of Safety Control for Ship Intelligent Navigation (MJU), Fuzhou, Fujian","institution_ids":["https://openalex.org/I354108"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5068590037"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4124,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.80554614,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"16","issue":null,"first_page":"36","last_page":"39"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11622","display_name":"Maritime Navigation and Safety","score":0.9973000288009644,"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":0.9973000288009644,"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":0.9053000211715698,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.9170840978622437},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7651886940002441},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7610263824462891},{"id":"https://openalex.org/keywords/k-means-clustering","display_name":"k-means clustering","score":0.6800344586372375},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6758983135223389},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.6487978100776672},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.517978310585022},{"id":"https://openalex.org/keywords/data-processing","display_name":"Data processing","score":0.48640039563179016},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.37283942103385925},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3313288688659668},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1633908450603485},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15064680576324463}],"concepts":[{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.9170840978622437},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7651886940002441},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7610263824462891},{"id":"https://openalex.org/C207968372","wikidata":"https://www.wikidata.org/wiki/Q310401","display_name":"k-means clustering","level":3,"score":0.6800344586372375},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6758983135223389},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.6487978100776672},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.517978310585022},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.48640039563179016},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.37283942103385925},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3313288688659668},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1633908450603485},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15064680576324463},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/crc51253.2020.9253451","is_oa":false,"landing_page_url":"https://doi.org/10.1109/crc51253.2020.9253451","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 5th International Conference on Control, Robotics and Cybernetics (CRC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","score":0.44999998807907104,"display_name":"Life below water"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2161535772","https://openalex.org/W2566158755","https://openalex.org/W2584351053","https://openalex.org/W2617085872","https://openalex.org/W2741015679","https://openalex.org/W2766700045"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4394895745","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2766461310","https://openalex.org/W4247566972","https://openalex.org/W4388692845","https://openalex.org/W3202731209","https://openalex.org/W3211874991","https://openalex.org/W3100377656"],"abstract_inverted_index":{"With":[0],"the":[1,16,23,47,73,91,107,114,118,126,137,151],"rapid":[2],"development":[3],"of":[4,18,25,97,106,128,131],"water":[5],"transportation,":[6],"ship":[7,81,86,133],"transportation":[8],"has":[9],"attracted":[10],"more":[11,13],"and":[12,31,39,51,63,70,83,89,100],"attention.":[14],"As":[15],"number":[17],"ships":[19],"continues":[20,28],"to":[21,29,45,76],"increase,":[22],"amount":[24],"AIS":[26,49,60,132],"data":[27,37,50,61,134,146,152],"grow,":[30],"there":[32],"are":[33],"deficiencies":[34],"such":[35],"as":[36],"complexity":[38],"difficulty":[40],"in":[41,136],"processing.":[42],"In":[43],"order":[44],"analyze":[46],"massive":[48],"fully":[52],"mine":[53],"effective":[54],"information.":[55],"This":[56],"paper":[57],"builds":[58],"an":[59],"processing":[62,153],"analysis":[64,79,96,105,112,130],"platform":[65],"based":[66],"on":[67,80],"Spark,":[68],"Hadoop,":[69],"Mesos,":[71],"uses":[72],"KMEANS":[74],"algorithm":[75],"perform":[77],"cluster":[78,95,111,129,139],"data,":[82],"obtains":[84],"clearer":[85],"trajectory":[87],"information,":[88],"compares":[90],"time":[92,108],"required":[93,109],"for":[94,110],"Spark":[98,115,138],"clusters":[99],"no":[101],"installation":[102],"A":[103],"comparative":[104],"by":[113],"computer.":[116],"From":[117],"experimental":[119],"results,":[120],"it":[121],"can":[122,149],"be":[123],"seen":[124],"that":[125],"speed":[127],"points":[135],"is":[140],"greatly":[141],"improved":[142],"compared":[143],"with":[144],"non-big":[145],"platforms,":[147],"which":[148],"improve":[150],"effectiveness.":[154]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}