{"id":"https://openalex.org/W4407130114","doi":"https://doi.org/10.1109/imcom64595.2025.10857550","title":"Deploying Deep Learning to Improve the Performance of MIMO-OFDM Systems Using LDPC Channel Coding in V2X Communications","display_name":"Deploying Deep Learning to Improve the Performance of MIMO-OFDM Systems Using LDPC Channel Coding in V2X Communications","publication_year":2025,"publication_date":"2025-01-03","ids":{"openalex":"https://openalex.org/W4407130114","doi":"https://doi.org/10.1109/imcom64595.2025.10857550"},"language":"en","primary_location":{"id":"doi:10.1109/imcom64595.2025.10857550","is_oa":false,"landing_page_url":"https://doi.org/10.1109/imcom64595.2025.10857550","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 19th International Conference on Ubiquitous Information Management and Communication (IMCOM)","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/A5037724917","display_name":"Nguyen Thu Nga","orcid":null},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen Thu Nga","raw_affiliation_strings":["School of Electrical and Electronic Engineering, SEEE, Hanoi University of Science and Technology, HUST,WICOM Lab,Hanoi,Viet Nam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, SEEE, Hanoi University of Science and Technology, HUST,WICOM Lab,Hanoi,Viet Nam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061727008","display_name":"Nguyen D\u00ecnh Duc","orcid":"https://orcid.org/0000-0003-2656-7497"},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen Dinh Duc","raw_affiliation_strings":["School of Electrical and Electronic Engineering, SEEE, Hanoi University of Science and Technology, HUST,WICOM Lab,Hanoi,Viet Nam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, SEEE, Hanoi University of Science and Technology, HUST,WICOM Lab,Hanoi,Viet Nam","institution_ids":["https://openalex.org/I94518387"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116144722","display_name":"Trinh Manh Tien","orcid":null},"institutions":[{"id":"https://openalex.org/I94518387","display_name":"Hanoi University of Science and Technology","ror":"https://ror.org/04nyv3z04","country_code":"VN","type":"education","lineage":["https://openalex.org/I94518387"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Trinh Manh Tien","raw_affiliation_strings":["School of Electrical and Electronic Engineering, SEEE, Hanoi University of Science and Technology, HUST,WICOM Lab,Hanoi,Viet Nam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, SEEE, Hanoi University of Science and Technology, HUST,WICOM Lab,Hanoi,Viet Nam","institution_ids":["https://openalex.org/I94518387"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I94518387"],"apc_list":null,"apc_paid":null,"fwci":0.8249,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.7143698,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9890000224113464,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9890000224113464,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9805999994277954,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11873","display_name":"PAPR reduction in OFDM","score":0.978600025177002,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/low-density-parity-check-code","display_name":"Low-density parity-check code","score":0.8034473061561584},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7338334918022156},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.6188240647315979},{"id":"https://openalex.org/keywords/orthogonal-frequency-division-multiplexing","display_name":"Orthogonal frequency-division multiplexing","score":0.5757130980491638},{"id":"https://openalex.org/keywords/mimo-ofdm","display_name":"MIMO-OFDM","score":0.5648030042648315},{"id":"https://openalex.org/keywords/mimo","display_name":"MIMO","score":0.5560575127601624},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5326587557792664},{"id":"https://openalex.org/keywords/channel-code","display_name":"Channel code","score":0.4839901924133301},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.43455737829208374},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.3964555859565735},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.39510297775268555},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.3059186339378357},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1213131844997406},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1015017032623291},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.0892249047756195}],"concepts":[{"id":"https://openalex.org/C67692717","wikidata":"https://www.wikidata.org/wiki/Q187444","display_name":"Low-density parity-check code","level":3,"score":0.8034473061561584},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7338334918022156},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.6188240647315979},{"id":"https://openalex.org/C40409654","wikidata":"https://www.wikidata.org/wiki/Q375889","display_name":"Orthogonal frequency-division multiplexing","level":3,"score":0.5757130980491638},{"id":"https://openalex.org/C130946814","wikidata":"https://www.wikidata.org/wiki/Q5988271","display_name":"MIMO-OFDM","level":4,"score":0.5648030042648315},{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.5560575127601624},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5326587557792664},{"id":"https://openalex.org/C166366890","wikidata":"https://www.wikidata.org/wiki/Q602136","display_name":"Channel code","level":3,"score":0.4839901924133301},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.43455737829208374},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.3964555859565735},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.39510297775268555},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.3059186339378357},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1213131844997406},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1015017032623291},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0892249047756195}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/imcom64595.2025.10857550","is_oa":false,"landing_page_url":"https://doi.org/10.1109/imcom64595.2025.10857550","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 19th International Conference on Ubiquitous Information Management and Communication (IMCOM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4322850823","display_name":null,"funder_award_id":"T2024-PC-045","funder_id":"https://openalex.org/F4320319125","funder_display_name":"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc B\u00e1ch Khoa H\u00e0 N\u1ed9i"}],"funders":[{"id":"https://openalex.org/F4320319125","display_name":"Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc B\u00e1ch Khoa H\u00e0 N\u1ed9i","ror":"https://ror.org/04nyv3z04"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2851426253","https://openalex.org/W3011760842","https://openalex.org/W3025648901","https://openalex.org/W3112379500","https://openalex.org/W3117675108","https://openalex.org/W3208317960","https://openalex.org/W3217304042","https://openalex.org/W4214734686","https://openalex.org/W4214876250","https://openalex.org/W4303579046","https://openalex.org/W6603232219","https://openalex.org/W6631190155"],"related_works":["https://openalex.org/W2366188968","https://openalex.org/W2159772567","https://openalex.org/W2188042986","https://openalex.org/W2539022530","https://openalex.org/W2738743879","https://openalex.org/W2187587942","https://openalex.org/W4200129150","https://openalex.org/W2045896346","https://openalex.org/W1968462902","https://openalex.org/W2170470734"],"abstract_inverted_index":{"This":[0],"paper":[1],"focuses":[2],"on":[3],"the":[4,12,20,55,86,93,109,112,155,187,194,201,204,213,215],"application":[5],"of":[6,14,45,97,118,129,139,170,190,196,203,217],"Deep":[7],"Learning":[8],"technology":[9],"to":[10,71,84,200],"improve":[11],"performance":[13,95,172,195],"V2X":[15],"(Vehicle-to-Everything)":[16],"communication":[17],"systems.":[18],"Of":[19],"Multiple-input":[21],"Multiple-output":[22],"Orthogonal":[23],"Frequency":[24],"Division":[25],"Multiplexing":[26],"(MIMO-OFDM)":[27],"system":[28,94,102,171,223],"over":[29,103],"a":[30,81],"traffic":[31],"environment,":[32],"supported":[33],"by":[34],"Dedicated":[35],"Short-Range":[36],"Communication":[37],"(DSRC)":[38],"technology,":[39],"we":[40],"deploy":[41],"channel":[42,99],"coding":[43,100],"algorithm":[44,63],"Low-density":[46],"parity-check":[47],"code":[48],"(LDPC)":[49],"for":[50,160],"correcting":[51],"error":[52],"derived":[53],"from":[54],"transmission":[56],"media.":[57],"Artificial":[58],"Neural":[59],"Network":[60],"(ANN),":[61],"an":[62],"that":[64,186],"can":[65,183],"interpret":[66],"raw":[67],"data,":[68],"is":[69],"used":[70],"simulate":[72],"real-world":[73],"data.":[74],"We":[75,107],"apply":[76],"ANN":[77,208],"with":[78],"layers":[79],"as":[80,124,126],"mathematical":[82],"model":[83,159],"train":[85],"path":[87,162],"gain":[88,163],"parameter,":[89],"which":[90],"thereafter":[91],"examined":[92],"BER":[96,110],"5G":[98],"MIMO-OFDM":[101,222],"Rayleigh":[104],"fading":[105],"channel.":[106],"evaluate":[108],"and":[111,173],"throughput":[113],"at":[114,176,226],"different":[115],"vehicle":[116],"speeds":[117,189],"60":[119],"km/h":[120,123],"or":[121,133,144],"120":[122],"well":[125],"training":[127,158],"process":[128],"50":[130,178],"data":[131,135,179,228],"samples":[132,136],"250":[134],"in":[137,168],"scenarios":[138],"<tex":[140,145,218],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[141,146,219],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mathbf{2}\\times":[142],"\\mathbf{2}$</tex>":[143],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mathbf{4}\\times":[147,220],"\\mathbf{4}$</tex>":[148,221],"MIMO":[149],"antennas":[150],"deployed":[151],"DSRC":[152,197],"technique.":[153],"From":[154],"simulation":[156],"results,":[157],"optimizing":[161],"has":[164],"yielded":[165],"positive":[166],"results":[167],"terms":[169],"throughput,":[174],"even":[175],"lower":[177,227],"sample":[180,229],"training.":[181,230],"It":[182],"be":[184],"said":[185],"moving":[188],"vehicles":[191],"significantly":[192],"affect":[193],"systems":[198],"due":[199],"influence":[202],"Doppler":[205],"effect.":[206],"After":[207],"training,":[209],"if":[210],"speeding":[211],"up":[212],"velocity,":[214],"throughputs":[216],"are":[224],"increasing":[225]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}