{"id":"https://openalex.org/W4399888763","doi":"https://doi.org/10.3390/s24134049","title":"Alignment Prediction of Air Spring Vibration Isolation System for Marine Shafting Based on Genetic Algorithm\u2013Back Propagation Neural Network","display_name":"Alignment Prediction of Air Spring Vibration Isolation System for Marine Shafting Based on Genetic Algorithm\u2013Back Propagation Neural Network","publication_year":2024,"publication_date":"2024-06-21","ids":{"openalex":"https://openalex.org/W4399888763","doi":"https://doi.org/10.3390/s24134049","pmid":"https://pubmed.ncbi.nlm.nih.gov/39000827"},"language":"en","primary_location":{"id":"doi:10.3390/s24134049","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24134049","pdf_url":"https://www.mdpi.com/1424-8220/24/13/4049/pdf?version=1718965174","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/24/13/4049/pdf?version=1718965174","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102733615","display_name":"Song Liu","orcid":"https://orcid.org/0000-0002-6904-5173"},"institutions":[{"id":"https://openalex.org/I2800710378","display_name":"Naval University of Engineering","ror":"https://ror.org/056vyez31","country_code":"CN","type":"education","lineage":["https://openalex.org/I2800710378"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Song Liu","raw_affiliation_strings":["Institute of Noise and Vibration, Naval University of Engineering, Wuhan 430033, China","National Key Laboratory on Ship Vibration & Noise, Wuhan 430033, China"],"raw_orcid":"https://orcid.org/0000-0002-6904-5173","affiliations":[{"raw_affiliation_string":"Institute of Noise and Vibration, Naval University of Engineering, Wuhan 430033, China","institution_ids":["https://openalex.org/I2800710378"]},{"raw_affiliation_string":"National Key Laboratory on Ship Vibration & Noise, Wuhan 430033, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009224739","display_name":"Liang Shi","orcid":"https://orcid.org/0000-0003-2456-097X"},"institutions":[{"id":"https://openalex.org/I2800710378","display_name":"Naval University of Engineering","ror":"https://ror.org/056vyez31","country_code":"CN","type":"education","lineage":["https://openalex.org/I2800710378"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Liang Shi","raw_affiliation_strings":["Institute of Noise and Vibration, Naval University of Engineering, Wuhan 430033, China","National Key Laboratory on Ship Vibration & Noise, Wuhan 430033, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Noise and Vibration, Naval University of Engineering, Wuhan 430033, China","institution_ids":["https://openalex.org/I2800710378"]},{"raw_affiliation_string":"National Key Laboratory on Ship Vibration & Noise, Wuhan 430033, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100321249","display_name":"Zhi\u2010Wei Liu","orcid":"https://orcid.org/0000-0003-3005-1792"},"institutions":[{"id":"https://openalex.org/I2800710378","display_name":"Naval University of Engineering","ror":"https://ror.org/056vyez31","country_code":"CN","type":"education","lineage":["https://openalex.org/I2800710378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi-Wei Liu","raw_affiliation_strings":["Institute of Noise and Vibration, Naval University of Engineering, Wuhan 430033, China","National Key Laboratory on Ship Vibration & Noise, Wuhan 430033, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Noise and Vibration, Naval University of Engineering, Wuhan 430033, China","institution_ids":["https://openalex.org/I2800710378"]},{"raw_affiliation_string":"National Key Laboratory on Ship Vibration & Noise, Wuhan 430033, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5009224739","https://openalex.org/A5102733615"],"corresponding_institution_ids":["https://openalex.org/I2800710378"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":1.6292,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.83164741,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"24","issue":"13","first_page":"4049","last_page":"4049"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14225","display_name":"Advanced Sensor and Control Systems","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T14225","display_name":"Advanced Sensor and Control Systems","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T14474","display_name":"Industrial Technology and Control Systems","score":0.9750999808311462,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9681000113487244,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/artificial-neural-network","display_name":"Artificial neural network","score":0.7496111392974854},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.6896692514419556},{"id":"https://openalex.org/keywords/spring","display_name":"Spring (device)","score":0.6442226767539978},{"id":"https://openalex.org/keywords/vibration-isolation","display_name":"Vibration isolation","score":0.605746865272522},{"id":"https://openalex.org/keywords/vibration","display_name":"Vibration","score":0.534874677658081},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.48989337682724},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.48969677090644836},{"id":"https://openalex.org/keywords/isolation","display_name":"Isolation (microbiology)","score":0.4373341500759125},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4302847981452942},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.37674474716186523},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.34327012300491333},{"id":"https://openalex.org/keywords/marine-engineering","display_name":"Marine engineering","score":0.3221362233161926},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31730231642723083},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.280031681060791},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.23184752464294434},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.11520060896873474},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.094422847032547},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.07027474045753479}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7496111392974854},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.6896692514419556},{"id":"https://openalex.org/C2778712887","wikidata":"https://www.wikidata.org/wiki/Q102836","display_name":"Spring (device)","level":2,"score":0.6442226767539978},{"id":"https://openalex.org/C45799244","wikidata":"https://www.wikidata.org/wiki/Q109968206","display_name":"Vibration isolation","level":3,"score":0.605746865272522},{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.534874677658081},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.48989337682724},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.48969677090644836},{"id":"https://openalex.org/C2775941552","wikidata":"https://www.wikidata.org/wiki/Q25212305","display_name":"Isolation (microbiology)","level":2,"score":0.4373341500759125},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4302847981452942},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37674474716186523},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.34327012300491333},{"id":"https://openalex.org/C199104240","wikidata":"https://www.wikidata.org/wiki/Q118291","display_name":"Marine engineering","level":1,"score":0.3221362233161926},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31730231642723083},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.280031681060791},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.23184752464294434},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.11520060896873474},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.094422847032547},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.07027474045753479}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/s24134049","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24134049","pdf_url":"https://www.mdpi.com/1424-8220/24/13/4049/pdf?version=1718965174","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:39000827","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39000827","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11243910","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11243910","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11243910/pdf/sensors-24-04049.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:97e3ba3e77d843c88935e4b102912c65","is_oa":true,"landing_page_url":"https://doaj.org/article/97e3ba3e77d843c88935e4b102912c65","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":"Sensors, Vol 24, Iss 13, p 4049 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s24134049","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24134049","pdf_url":"https://www.mdpi.com/1424-8220/24/13/4049/pdf?version=1718965174","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Life below water","id":"https://metadata.un.org/sdg/14","score":0.8299999833106995}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399888763.pdf"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1986916016","https://openalex.org/W1991619624","https://openalex.org/W2004669856","https://openalex.org/W2053239462","https://openalex.org/W2067878879","https://openalex.org/W2090816709","https://openalex.org/W2130372754","https://openalex.org/W2290027749","https://openalex.org/W2790476160","https://openalex.org/W2804334293","https://openalex.org/W2887155492","https://openalex.org/W2902630892","https://openalex.org/W2941251015","https://openalex.org/W3031453720","https://openalex.org/W3032010678","https://openalex.org/W3095856126","https://openalex.org/W3195051883","https://openalex.org/W4367173012","https://openalex.org/W4380204091","https://openalex.org/W6753738590"],"related_works":["https://openalex.org/W4239286941","https://openalex.org/W2088845016","https://openalex.org/W589102260","https://openalex.org/W1966421350","https://openalex.org/W1868434454","https://openalex.org/W2808213426","https://openalex.org/W4366985237","https://openalex.org/W2016759238","https://openalex.org/W2810569973","https://openalex.org/W2250181617"],"abstract_inverted_index":{"Shafting":[0],"alignment":[1,39,58,76,82,102,136,142,146,246],"plays":[2],"an":[3,180],"important":[4],"role":[5],"in":[6,56,63,88,130,150,209],"the":[7,13,50,57,127,131,135,141,154,164,170,175,191,194,203,222,233,238,245,258,262,267],"marine":[8,27],"propulsion":[9],"system,":[10],"which":[11],"affects":[12],"safety":[14],"and":[15,52,73,86,120,172,179,220],"stability":[16],"of":[17,60,117,134,158,174,193,198,253],"ship":[18],"operation.":[19],"Air":[20],"spring":[21,45],"vibration":[22],"isolation":[23],"systems":[24],"(ASVISs)":[25],"for":[26,100],"shafting":[28],"can":[29,189,242],"not":[30],"only":[31],"reduce":[32],"mechanical":[33],"noise":[34],"but":[35],"also":[36],"help":[37],"control":[38,59],"state":[40,103],"by":[41,269],"actively":[42],"adjusting":[43],"air":[44],"pressures.":[46],"Alignment":[47],"prediction":[48,77,147,223,235],"is":[49,104,184],"first":[51],"a":[53,90,97,108,217,249],"key":[54],"step":[55],"ASVISs.":[61],"However,":[62],"large-scale":[64],"ASVISs,":[65],"due":[66],"to":[67,139,152,168,257],"factors":[68],"such":[69,80],"as":[70,81,200,202],"strong":[71],"interference":[72],"raft":[74],"deformation,":[75],"faces":[78],"problems":[79],"measurement":[83,137],"sensors":[84],"failure":[85],"difficulty":[87],"establishing":[89],"mathematical":[91],"model.":[92],"To":[93],"address":[94],"this":[95],"problem,":[96],"data":[98,129,138],"model":[99,125,183,188,236],"predicting":[101],"developed":[105],"based":[106],"on":[107,216],"back":[109],"propagation":[110],"(BP)":[111],"neural":[112,160,177,205,240,260,264],"network,":[113,161,178,261],"fully":[114],"taking":[115],"advantage":[116],"its":[118],"self-learning":[119],"self-adaption":[121],"abilities.":[122],"The":[123,186,228],"proposed":[124,234],"exploits":[126],"collected":[128],"ASVIS":[132,219],"instead":[133],"calculate":[140],"state,":[143,247],"providing":[144],"another":[145],"approach.":[148],"Then,":[149],"order":[151],"solve":[153],"local":[155,210],"optimum":[156],"issue":[157],"BP":[159,176,204,259],"we":[162,213],"introduce":[163],"genetic":[165],"algorithm":[166],"(GA)":[167],"optimize":[169],"weights":[171],"thresholds":[173],"improved":[181],"GA-BP":[182,187,239,263],"designed.":[185],"leverage":[190],"advantages":[192],"global":[195],"search":[196],"capability":[197],"GA":[199],"well":[201],"network's":[206],"fast":[207],"convergence":[208],"search.":[211],"Finally,":[212],"conduct":[214],"experiments":[215],"real":[218],"evaluate":[221],"models":[224],"using":[225],"different":[226],"criteria.":[227],"experimental":[229],"results":[230],"show":[231],"that":[232],"with":[237,248],"network":[241,265],"accurately":[243],"predict":[244],"mean-square":[250],"error":[251],"(MSE)":[252],"0.0114.":[254],"And":[255],"compared":[256],"reduces":[266],"MSE":[268],"approximately":[270],"74%.":[271]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
