{"id":"https://openalex.org/W4285158610","doi":"https://doi.org/10.1109/access.2022.3172308","title":"Ship Navigation Behavior Prediction Based on AIS Data","display_name":"Ship Navigation Behavior Prediction Based on AIS Data","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4285158610","doi":"https://doi.org/10.1109/access.2022.3172308"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3172308","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3172308","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09768818.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/ielx7/6287639/6514899/09768818.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078635891","display_name":"Tian Liu","orcid":"https://orcid.org/0000-0001-8293-3864"},"institutions":[{"id":"https://openalex.org/I4210099312","display_name":"Shandong Jiaotong University","ror":"https://ror.org/01848hk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210099312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tian Liu","raw_affiliation_strings":["International Business School, Shandong Jiaotong University, Weihai, China","Intenational Business School, Shandong Jiaotong University, Weihai 264200, China"],"raw_orcid":"https://orcid.org/0000-0001-8293-3864","affiliations":[{"raw_affiliation_string":"International Business School, Shandong Jiaotong University, Weihai, China","institution_ids":["https://openalex.org/I4210099312"]},{"raw_affiliation_string":"Intenational Business School, Shandong Jiaotong University, Weihai 264200, China","institution_ids":["https://openalex.org/I4210099312"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053030022","display_name":"Jianwen Ma","orcid":"https://orcid.org/0000-0003-3470-2636"},"institutions":[{"id":"https://openalex.org/I4210099312","display_name":"Shandong Jiaotong University","ror":"https://ror.org/01848hk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210099312"]},{"id":"https://openalex.org/I96733725","display_name":"Shanghai Maritime University","ror":"https://ror.org/04z7qrj66","country_code":"CN","type":"education","lineage":["https://openalex.org/I96733725"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianwen Ma","raw_affiliation_strings":["International Business School, Shandong Jiaotong University, Weihai, China","Intenational Business School, Shandong Jiaotong University, Weihai 264200, China and Merchant Marine College, shanghai Maritime University, Shanghai 201200,China"],"raw_orcid":"https://orcid.org/0000-0003-3470-2636","affiliations":[{"raw_affiliation_string":"International Business School, Shandong Jiaotong University, Weihai, China","institution_ids":["https://openalex.org/I4210099312"]},{"raw_affiliation_string":"Intenational Business School, Shandong Jiaotong University, Weihai 264200, China and Merchant Marine College, shanghai Maritime University, Shanghai 201200,China","institution_ids":["https://openalex.org/I96733725"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.4233,"has_fulltext":true,"cited_by_count":35,"citation_normalized_percentile":{"value":0.95220884,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"10","issue":null,"first_page":"47997","last_page":"48008"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11622","display_name":"Maritime Navigation and Safety","score":0.9998000264167786,"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":0.9998000264167786,"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/T14412","display_name":"Marine and Coastal Research","score":0.9894999861717224,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6739771366119385},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3374904990196228}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6739771366119385},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3374904990196228}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3172308","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3172308","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09768818.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:1d7291db6aea4f38bcb926dec4ec05da","is_oa":true,"landing_page_url":"https://doaj.org/article/1d7291db6aea4f38bcb926dec4ec05da","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"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 10, Pp 47997-48008 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3172308","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3172308","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09768818.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":[],"awards":[{"id":"https://openalex.org/G7679153433","display_name":null,"funder_award_id":"ZR2021QG022","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4285158610.pdf","grobid_xml":"https://content.openalex.org/works/W4285158610.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W1542745714","https://openalex.org/W1825213478","https://openalex.org/W2052873478","https://openalex.org/W2064675550","https://openalex.org/W2107878631","https://openalex.org/W2634113257","https://openalex.org/W2808485630","https://openalex.org/W2809127489","https://openalex.org/W2882979703","https://openalex.org/W2895965697","https://openalex.org/W2899209211","https://openalex.org/W2944791333","https://openalex.org/W2966812659","https://openalex.org/W3003023170","https://openalex.org/W3091914433","https://openalex.org/W4206338773"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Real-time":[0],"and":[1,13,16,40,67,80,85,114,136,152,155,181],"accurate":[2],"ship":[3,18,27,34,98,112],"navigation":[4,19,28,45,61,90,99,126,132,146],"dynamic":[5,29,46,89,95,122,147],"prediction":[6,47,148,174],"can":[7,171],"effectively":[8],"improve":[9],"maritime":[10],"supervision\u2019s":[11],"intelligence":[12],"precision":[14],"level":[15],"ensure":[17],"safety.":[20],"To":[21],"further":[22],"enhance":[23],"the":[24,37,51,75,94,153,158,176],"accuracy":[25,154],"of":[26,57,77,88,97,157,175],"prediction,":[30],"this":[31,169],"paper":[32],"uses":[33],"AIS":[35,83,101],"as":[36,117],"data":[38,62,65,69,84,102,138],"source":[39],"proposes":[41],"an":[42,141],"improved":[43],"LSTM":[44],"model":[48,124,159],"based":[49,127],"on":[50,128],"attention":[52],"mechanism.":[53],"Firstly,":[54],"a":[55,111,121],"set":[56],"pre-processing":[58],"means,":[59],"including":[60],"extraction,":[63],"abnormal":[64],"processing,":[66],"missing":[68],"interpolation,":[70],"is":[71,150],"proposed":[72],"to":[73,119],"solve":[74],"problems":[76],"information":[78],"loss":[79],"inaccuracy":[81],"in":[82,100],"incomplete":[86],"retention":[87],"features;":[91],"secondly,":[92],"combining":[93],"characteristics":[96],"with":[103],"time":[104,115],"series,":[105],"using":[106],"longitude,":[107,178],"latitude,":[108,179],"heading,":[109,180],"speed,":[110],"heading":[113],"increment":[116],"input":[118],"establish":[120],"forecasting":[123],"for":[125],"LSTM;":[129],"The":[130,165],"existing":[131],"sequence":[133],"coding":[134],"distortion":[135],"space-time":[137],"incoherence":[139],"problem,":[140],"optimized":[142],"Attention-LSTM":[143],"neural":[144],"network":[145],"method":[149,170],"proposed,":[151],"robustness":[156],"are":[160],"verified":[161],"by":[162],"simulation":[163],"analysis.":[164],"results":[166],"show":[167],"that":[168],"achieve":[172],"high-precision":[173],"ship\u2019s":[177],"speed.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
