{"id":"https://openalex.org/W4414214708","doi":"https://doi.org/10.1007/s40747-025-02084-4","title":"Forecasting blink behavior during VR experiences via a multi-scale multi-modal fusion approach","display_name":"Forecasting blink behavior during VR experiences via a multi-scale multi-modal fusion approach","publication_year":2025,"publication_date":"2025-09-09","ids":{"openalex":"https://openalex.org/W4414214708","doi":"https://doi.org/10.1007/s40747-025-02084-4"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-025-02084-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-02084-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-02084-4.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-02084-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054045864","display_name":"Ding Ding","orcid":"https://orcid.org/0000-0001-6597-3725"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ding Ding","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045513167","display_name":"Wenjie Zhang","orcid":"https://orcid.org/0000-0002-5549-4525"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenjie Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100436590","display_name":"Jinghui Zhang","orcid":"https://orcid.org/0000-0002-9067-7896"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinghui Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065639839","display_name":"Runqun Xiong","orcid":"https://orcid.org/0000-0002-1941-5586"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Runqun Xiong","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081458459","display_name":"Jiahui Jin","orcid":"https://orcid.org/0000-0001-9570-1456"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiahui Jin","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100605495","display_name":"Fang Dong","orcid":"https://orcid.org/0000-0001-6770-326X"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fang Dong","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5054045864"],"corresponding_institution_ids":["https://openalex.org/I76569877"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31387694,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":"10","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11500","display_name":"Evacuation and Crowd Dynamics","score":0.9797999858856201,"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/T11500","display_name":"Evacuation and Crowd Dynamics","score":0.9797999858856201,"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/T10427","display_name":"Visual perception and processing mechanisms","score":0.9760000109672546,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12125","display_name":"Aerospace and Aviation Technology","score":0.9760000109672546,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/attentional-blink","display_name":"Attentional blink","score":0.57669997215271},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.5514000058174133},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"Virtual reality","score":0.5443999767303467},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.47780001163482666},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4074000120162964},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.3774999976158142}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6746000051498413},{"id":"https://openalex.org/C26344738","wikidata":"https://www.wikidata.org/wiki/Q759843","display_name":"Attentional blink","level":3,"score":0.57669997215271},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5698000192642212},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.5514000058174133},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.5443999767303467},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.47780001163482666},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4074000120162964},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.3774999976158142},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3763999938964844},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.35350000858306885},{"id":"https://openalex.org/C2776872670","wikidata":"https://www.wikidata.org/wiki/Q2288542","display_name":"Simulator sickness","level":3,"score":0.3402000069618225},{"id":"https://openalex.org/C153050134","wikidata":"https://www.wikidata.org/wiki/Q760256","display_name":"Eye movement","level":2,"score":0.3375999927520752},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3343999981880188},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.31630000472068787},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2897000014781952},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.2849000096321106},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.25060001015663147}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-025-02084-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-02084-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-02084-4.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:93dc085bdc0143b69bac5da54a6d9cce","is_oa":true,"landing_page_url":"https://doaj.org/article/93dc085bdc0143b69bac5da54a6d9cce","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 11, Iss 10, Pp 1-13 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-025-02084-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-02084-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-02084-4.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414214708.pdf","grobid_xml":"https://content.openalex.org/works/W4414214708.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1209748798","https://openalex.org/W1591726516","https://openalex.org/W1982412788","https://openalex.org/W2016424245","https://openalex.org/W2036687406","https://openalex.org/W2080993323","https://openalex.org/W2108431808","https://openalex.org/W2119613682","https://openalex.org/W2124074748","https://openalex.org/W2240936544","https://openalex.org/W2255466643","https://openalex.org/W2466233356","https://openalex.org/W2561291267","https://openalex.org/W2791342729","https://openalex.org/W2810558896","https://openalex.org/W2896708353","https://openalex.org/W2898851764","https://openalex.org/W2921897326","https://openalex.org/W2944851425","https://openalex.org/W2968488180","https://openalex.org/W3010176333","https://openalex.org/W3017837134","https://openalex.org/W3038372909","https://openalex.org/W3108033625","https://openalex.org/W3112408997","https://openalex.org/W3169050426","https://openalex.org/W3177318507","https://openalex.org/W3208497351","https://openalex.org/W4210754915","https://openalex.org/W4220727669","https://openalex.org/W4254751698","https://openalex.org/W4285496050","https://openalex.org/W4288283362","https://openalex.org/W4295046470","https://openalex.org/W4312713717","https://openalex.org/W4313270889","https://openalex.org/W4362640034","https://openalex.org/W4367662923","https://openalex.org/W4378675274","https://openalex.org/W4386453706","https://openalex.org/W4387490197","https://openalex.org/W4389063653","https://openalex.org/W4391927406","https://openalex.org/W4396831898","https://openalex.org/W4396918816","https://openalex.org/W4399291921","https://openalex.org/W4407230102","https://openalex.org/W4408164390"],"related_works":[],"abstract_inverted_index":{"Cybersickness":[0],"induced":[1],"by":[2,86],"virtual":[3,115],"reality":[4],"(VR)":[5],"applications":[6],"remains":[7],"one":[8],"of":[9,17,31,38,148],"the":[10,14,36,44,57,88,146],"main":[11],"obstacles":[12],"to":[13,34,67],"widespread":[15],"adoption":[16],"this":[18,64],"technology.":[19],"Despite":[20],"extensive":[21],"research":[22],"on":[23,56,95,182],"reducing":[24],"cybersickness,":[25,63],"there":[26],"is":[27],"still":[28],"a":[29,69,79,101,176],"lack":[30],"non-invasive":[32,83],"methods":[33],"predict":[35],"severity":[37],"users\u2019":[39,73,126],"cybersickness":[40,84,183],"in":[41,46],"advance.":[42],"Considering":[43],"advancements":[45],"eye-tracking":[47],"technology":[48],"within":[49],"VR":[50],"head-mounted":[51],"displays":[52],"and":[53,62,92,117,128,139,152,157],"previous":[54],"studies":[55],"correlation":[58,89],"between":[59,90],"blinking":[60,91],"behavior":[61,143,168],"study":[65],"aims":[66],"propose":[68],"method":[70],"for":[71,81,179],"predicting":[72],"future":[74,141,172,180],"blink":[75,142,150,153,167,186],"behavior,":[76],"thereby":[77],"providing":[78,175],"foundation":[80],"subsequent":[82],"prediction":[85,144,169,184],"leveraging":[87],"cybersickness.":[93],"Based":[94],"an":[96],"encoder\u2013decoder":[97],"architecture,":[98],"we":[99],"developed":[100],"multi-scale":[102],"fusion":[103],"deep":[104],"neural":[105],"network":[106],"model":[107,123,163],"using":[108,185],"datasets":[109],"collected":[110],"from":[111,145],"23":[112],"participants":[113],"performing":[114],"driving":[116],"free":[118],"exploration":[119],"tasks.":[120],"The":[121],"proposed":[122],"comprehensively":[124],"considers":[125],"head":[127],"eye":[129],"movement":[130],"time-series":[131],"data":[132],"as":[133,135],"well":[134],"multiple":[136,171],"external":[137],"features,":[138],"achieves":[140,164],"perspectives":[147],"both":[149],"frequency":[151],"completeness.":[154],"Extensive":[155],"experiments":[156],"statistical":[158],"analyses":[159],"demonstrate":[160],"that":[161],"our":[162],"high-precision,":[165],"fine-grained":[166],"over":[170],"time":[173],"intervals,":[174],"theoretical":[177],"basis":[178],"work":[181],"behavior.":[187]},"counts_by_year":[],"updated_date":"2026-03-17T09:09:15.849793","created_date":"2025-10-10T00:00:00"}
