Table Of ContentXiaolin Jiang (Ed.)
438
Machine Learning
and Intelligent
Communications
6th EAI International Conference, MLICOM 2021
Virtual Event, November 2021
Proceedings
123
Lecture Notes of the Institute
for Computer Sciences, Social Informatics
and Telecommunications Engineering 438
EditorialBoardMembers
OzgurAkan
MiddleEastTechnicalUniversity,Ankara,Turkey
PaoloBellavista
UniversityofBologna,Bologna,Italy
JiannongCao
HongKongPolytechnicUniversity,HongKong,China
GeoffreyCoulson
LancasterUniversity,Lancaster,UK
FalkoDressler
UniversityofErlangen,Erlangen,Germany
DomenicoFerrari
UniversitàCattolicaPiacenza,Piacenza,Italy
MarioGerla
UCLA,LosAngeles,USA
HisashiKobayashi
PrincetonUniversity,Princeton,USA
SergioPalazzo
UniversityofCatania,Catania,Italy
SartajSahni
UniversityofFlorida,Gainesville,USA
XueminShen
UniversityofWaterloo,Waterloo,Canada
MirceaStan
UniversityofVirginia,Charlottesville,USA
XiaohuaJia
CityUniversityofHongKong,Kowloon,HongKong
AlbertY.Zomaya
UniversityofSydney,Sydney,Australia
Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/8197
Xiaolin Jiang (Ed.)
Machine Learning
and Intelligent
Communications
6th EAI International Conference, MLICOM 2021
Virtual Event, November 2021
Proceedings
Editor
XiaolinJiang
JinhuaAdvancedResearchInstitute
Jinhua,China
ISSN 1867-8211 ISSN 1867-822X (electronic)
LectureNotesoftheInstituteforComputerSciences,SocialInformatics
andTelecommunicationsEngineering
ISBN 978-3-031-04408-3 ISBN 978-3-031-04409-0 (eBook)
https://doi.org/10.1007/978-3-031-04409-0
©ICSTInstituteforComputerSciences,SocialInformaticsandTelecommunicationsEngineering2022,
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Preface
We are delighted to introduce the proceedings of the sixth edition of the European
Alliance for Innovation (EAI) International Conference on Machine Learning and
Intelligent Communications (MLICOM 2021). This conference brought together
researchers, developers, and practitioners around the world who are leveraging and
developingmachinelearningandintelligentcommunications.
The technical program of MLICOM 2021 consisted of 28 full papers in oral
presentation sessions in the main conference tracks. The conference tracks were as
follows:Track1-InternetofVehiclesCommunicationSystems;Track2-Applications
of Neural Networks and Deep Learning; Track 3 - Intelligent Massive MIMO
Communications; Track 4 - Intelligent Positioning and Navigation Systems; Track 5
- Intelligent Space and Terrestrial Integrated Networks; Track 6 - Machine Learning
AlgorithmsandIntelligentNetworks;andTrack7-ImageInformationProcessing.
Coordination with the steering chairs, Imrich Chlamtac, Xin Liu, and Xin-Lin
Huang was essential for the success of the conference. We sincerely appreciate their
constant support and guidance. It was also a great pleasure to work with such an
excellent organizing committee team who worked hard in organizing and supporting
the conference. We are grateful tothe Technical Program Committee, who completed
thepeer-reviewprocessforthetechnicalpapersandhelpedtoputtogetherahigh-quality
technicalprogram.Wearealsogratefultotheconferencemanagers,KarolinaMarcinova
andRupaliTiwari,fortheirsupportandtoalltheauthorswhosubmittedtheirpapersto
theMLICOM2021conferenceandworkshops.
We strongly believe that the MLICOM conference provides a good forum for all
researchers,developers,andpractitionerstodiscussallscienceandtechnologyaspects
that are relevant to machine learning and intelligent communications. We also expect
thatfutureMLICOMconferenceswillbeassuccessfulandstimulatingasthisyear’s,as
indicatedbythecontributionspresentedinthisvolume.
XiaolinJiang
GuoTieliang
ZhaoFujun
RenMingyuan
Organization
SteeringCommittee
ImrichChlamtac UniversityofTrento,Italy
XinLiu DalianUniversityofTechnology,China
Xin-LinHuang TongjiUniversity,China
OrganizingCommittee
GeneralChair
XiaolinJiang JinhuaAdvancedResearchInstitute,China
GeneralCo-chairs
ZhangWenxiang WuzhouUniversity,China
ZhaoJinxian HeilongjiangUniversityofScienceand
Technology,China
TechnicalProgramCommitteeChairs
GuoTieliang WuzhouUniversity,China
ZhaoFujun HeilongjiangUniversityofScienceand
Technology,China
RenMingyuan JinhuaAdvancedResearchInstitute,China
SponsorshipandExhibitChairs
LiZhijun WuzhouUniversity,China
WangJin WuzhouUniversity,China
LocalChairs
HanTian JinhuaAdvancedResearchInstitute,China
DongChangchun JinhuaAdvancedResearchInstitute,China
QingjiangYang HeilongjiangUniversityofScienceand
Technology,China
viii Organization
WorkshopsChairs
MoZhiyi WuzhouUniversity,China
GuoHui WuzhouUniversity,China
LiZhijun WuzhouUniversity,China
WangJin WuzhouUniversity,China
ZhaoFujun HeilongjiangUniversityofScienceand
Technology,China
HanTian JinhuaAdvancedResearchInstitute,China
YuGuanghua HeiheUniversity,China
PublicityandSocialMediaChairs
HanTian JinhuaAdvancedResearchInstitute,China
DongChangchun JinhuaAdvancedResearchInstitute,China
QingjiangYang HeilongjiangUniversityofScienceand
Technology,China
PublicationsChairs
BaoPeng ShenzhenInstituteofInformationTechnology,
China
ChunyingFang HeilongjiangUniversityofScienceand
Technology,China
GongPing WuzhouUniversity,China
WebChairs
DongChangchun JinhuaAdvancedResearchInstitute,China
LiuFugang HeilongjiangUniversityofScienceand
Technology,China
PostersandPhDTrackChairs
MoZhiyi WuzhouUniversity,China
GuoHui WuzhouUniversity,China
YuGuanghua HeiheUniversity,China
TechnicalProgramCommittee
FugangLiu JinhuaAdvancedResearchInstitute,China
ChangchunDong JinhuaAdvancedResearchInstitute,China
HuanyuZhou WuzhouUniversity,China
MingyuanRen JinhuaAdvancedResearchInstitute,China
XiaolinJiang JinhuaAdvancedResearchInstitute,China
TianHan JinhuaAdvancedResearchInstitute,China
YangFeng JinhuaAdvancedResearchInstitute,China
YixueYao JinhuaAdvancedResearchInstitute,China
Contents
DeepLearningNetworkforFrequencyOffsetCancellationinOFDM
CommunicationSystem ................................................ 1
QingyangGuanandShuangWu
ResearchontheRisingPhenomenonsintheBitErrorRatePerformances
ofLT-BasedUEPCodes ................................................ 9
QingyangGuanandShuangWu
EnsembleClassificationTechniqueforCulturalHeritageImage .............. 17
SathitPrasomphan
PowerAllocationforSumRateMaximizationofUplinkMassiveMIMO
SystemwithMaximumRatioCombining ................................. 28
FuyuanLiu,XiangbinYu,HuiWang,MingLuLi,andJiaweiBai
ResearchonIndoorPassiveLocationBasedonLoRaFingerprint ............. 38
HengWang,YuzhenChen,QinghengZhang,ShifanZhang,HaiboYe,
andXuan-SongLi
ApplicationofDijkstraAlgorithminOptimalRouteSelectionUnder
theBackgroundofTPACKEducationModel .............................. 48
FenglingWang,YanLi,QinglingChen,andGuoxianWang
TheWaveFilterDesignofUFMCVehicleCommunicationSystem ........... 67
TengyueYu,JingjingWang,JiangangWen,FengLi,andJingyuHua
ResearchonImageBinaryClassificationBasedonFastStyleTransfer
DataEnhancement ..................................................... 79
ShuangZheng, JunfengWu, FugangLiu, JingyiPan,
andZhuangQiao
3DCNNBackedConv-LSTMAutoEncoderforMicroFacialExpression
VideoRecognition ..................................................... 90
Md.SajjatulIslam, YuanGao, ZhilongJi, JianchengLv,
AdamAhmedQaidMohammed,andYongshengSang
ResearchonChargeandDischargeControlStrategyofSupercapacitor ........ 106
WanjuanCongandGuanghuaYu
x Contents
IntelligentWheelchairBasedonMedicalHealthExamination ............... 117
FucongTan, YuWei, HongzhangZhou, HonglanLi,
andJiachengZhong
ResearchonForestFireImageRecognitionSysteminNortheastForest
RegionBasedonMachineVision ........................................ 128
YanLi,GuagnhuaYu,andFenglingWang
ResearchonFaceImageRestorationBasedonImprovedWGAN ............. 134
FugangLiu,RanChen,SongnanDuan,MingzhuHao,andYangGuo
ResearchonTextCommunicationSecurityBasedonDeepLearningModel .... 147
GuanghuaYuandWanjuanCong
EliminationofNetworkIntrusionUsingAdvanceDataMiningTechnology .... 155
DhulfiqarSaadJaafarandHoshangKolivand
AutomaticDetectionandClassificationofAnti-islamicWebText-Contents .... 162
RawanAbdullahAlraddadi
andMoulayIbrahimEl-KhalilGhembaza
DeepLearningTechniqueforDesertPlantClassificationandRecognition ..... 182
NajlaAlsaedi,HananAlahmadi,andLiyakathunisaSyed
SparseAlgorithmforOFDMUnderwaterAcousticChannelEstimation ....... 195
TieliangGuo,WenxiangZhang,ZhijunLi,andXueSun
ImprovementofCLAlgorithminMIMO-OFDMSystem ................... 203
XiaolinJiang,Yu’eLi,andTianHan
SD-BasedLow-ComplexitySignalDetectionAlgorithminMassiveMIMO .... 214
ZhangLihuanandJiangXiaolin
ImprovedYOLOv4InfraredImagePedestrianDetectionAlgorithm .......... 226
JinTao,JiantingShi,YinanChen,andJiancaiWang
ResearchonECGClassificationMethodBasedonConvolutionalNeural
Network ............................................................. 234
JinTao,JiantingShi,andRongqiangWu
ASurveyonMeta-learningBasedFew-ShotClassification .................. 243
WeizhiHuang,MingHe,andYongleWang
ImageRetrievalAlgorithmBasedonFractalCoding ........................ 254
HuiGuo,JieHe,CaixuXu,andDonglingLi
