任鹏
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教育经历英国约克大学计算机科学与技术博士(2010)哈尔滨工业大学通信与信息系统硕士(2005)哈尔滨工业大学电子信息工程学士(2003)工作经历中国石油大学(华东)海洋与空间信息学院教授,控制科学与工程(模式识别与智能系统方向、检测技术与自动化装置方向)博士生导师、信息与通信工程学术硕士生导师、电子信息工程专业硕士生导师。主讲课程1.高频电子线路(本科生)2.EDA与数字系统设计(研究生)指导研究生及博士后先后指导研究生20余人。承担项目1.国家自然科学基金:海洋动力学约束下溢油漂移扩散智能预测方法研究,2020.01-2023.12。2.国家自然科学基金:基于深度学习模型的海上溢油监测及油膜相对厚度估计研究,2017.01-2017.12。3.国家外专局外国专家团队项目:无人机海上灾害预防检测平台关键技术研究,2015.01-2015.12。4.国家自然基金-英国皇家学会交流合作项目:多无人机合作模式下海上溢油检测关机技术的研究,2014.04-2016.04。5.国家自然科学基金国际合作项目:主角全向视频的视景合成方法研究,2013.01-2013.12。6.国家自然科学基金:基于超图的高维聚类和高维匹配统一框架的研究,2012.01-2014.12。获奖情况1.基于图结构的数字媒体分析基础理论和关键技术,中国电子学会自然科学一等奖(排名第四位),2013。2.AnEdge-basedMatchingKernelthroughDiscrete-timeQuantumWalks,EduardoCaianielloBestStudentPaperAward(thethirdco-authorwithLuBaietal.),The18thInternationalConferenceonImageAnalysisandProcessing(ICIAP2015),Genova,Italy,2015.研究领域
[1]理论研究——人工智能、机器学习、信号处理等简介:人工智能逻辑推理、深度学习、统计信号处理、时变信号处理等。[2]应用技术开发——智能信息处理相关技术简介:多源(可见光、红外、高光谱、雷达等)信号/图像/视频大数据分析与处理,FPGA智能硬件设计,面向大地/海洋遥感观测的智能信息处理(地物影像超分辨与检索、地物分类、海洋溢油/海冰/浒苔检测、海洋灾害预测等),无人机/无人船/无人艇信息处理等。近期论文
1.HuiLi,SongGao,GuiyanLiu,DonglinGuo,ChristosGrecos,andPengRen.VisualPredictionofTyphoonCloudswithHierarchicalGenerativeAdversarialNetworks,IEEEGeoscienceandRemoteSensingLetters,toappear.2.GuoshuaiDong,WeiminHuang,WilliamA.P.Smith,andPengRen.FillingVoidsinElevationModelsusingaShadowConstrainedConvolutionalNeuralNetwork,IEEEGeoscienceandRemoteSensingLetters,toappear.3.PengRen,ZhiqiangYu,GuoshuaiDong,GuangxingWang,andKunWei.SeaIceClassificationwithFirst-orderLogicRefinedSlidingBagging,JournalofCoastalResearch,90:129-134,2019.4.ZhiqiangYu,TingweiWang,XiZhang,JieZhang,andPengRen.LocalityPreservingFusionofMulti-sourceImagesforSea-iceClassification,ActaOceanologicaSinica,38(7):129-136,2019.5.XinranWang,ChaoLi,LeijianYu,LirongHan,XiaogangDeng,ErfuYang,andPengRen.UAVFirstViewLandmarkLocalizationwithActiveReinforcementLearning,PatternRecognitionLetters,125:549-555,2019.6.PengRen,MinXu,YunhuaYu,FangChen,XiangyuanJiang,andErfuYang.EnergyMinimizationwithOneDotFuzzyInitializationforMarineOilSpillSegmentation,IEEEJournalofOceanicEngineering,44(4):1102-1115,2019.7.XinrongLyu,FuyuLiu,PengRen,andChristosGrecos.AnImageProcessingApproachtoMeasuringtheSphericityandRoundnessofFracturingProppants,IEEEAccess,7:16078-16087,2019.8.XuanwenTao,TingweiCui,andPengRen.Cofactor-BasedEfficientEndmemberExtractionforGreenAlgaeAreaEstimation,IEEEGeoscienceandRemoteSensingLetters,16(6):849-853,20199.TingweiWang,WenjianSun,HairongQi,andPengRen.AerialImageSuperResolutionviaWaveletMultiscaleConvolutionalNeuralNetworks,IEEEGeoscienceandRemoteSensingLetters,15(5):769-773,2018.10.XingruiYu,HeZhang,ChunboLuo,HairongQi,andPengRen.OilSpillSegmentationviaAdversarialf-DivergenceLearning,IEEETransactionsonGeoscienceandRemoteSensing,56(9):4973-4988,2018.11.PengLi,XiaoyuZhang,XiaobinZhu,andPengRen.OnlineHashingforScalableRemoteSensingImageRetrieval,RemoteSensing,10,709,2018.12.LeijianYu,CaiLuo,XingruiYu,XiangyuanJiang,ErfuYang,ChunboLuo,andPengRen.DeepLearningforVisionBasedMAVAutonomousLanding,InternationalJournalofMicroAirVehicles,10(2):171-185,2018.13.FangChen,HuiyuZhou,ChristosGrecos,andPengRen.SegmentingOilSpillsfromBlurryImagesBasedonAlternatingDirectionMethodofMultipliers,IEEEJournalofSelectedTopicsinAppliedEarthObservationsandRemoteSensing,11(6):1858-1873,2018.14.HuixinDong,XingruiYu,TingweiWang,andPengRen.StereoMatchingviaDualFusion,IEEESignalProcessingLetters,25(5):615-619,2018.15.PengRen,WenjianSun,ChunboLuo,andAmirHussain.Clustering-OrientedMultipleConvolutionalNeuralNetworksforSingleImageSuper-Resolution.CognitiveComputation,10(1):165-178,2018.16.CaiLuo,LeijianYu,andPengRen.AVision-aidedApproachtoPerchingABio-inspiredUnmannedAerialVehicle.IEEETransactionsonIndustrialElectronics,65(5):3976-3984,2018.17.XingruiYu,XiaominWu,ChunboLuo,andPengRen.DeepLearninginRemoteSensingSceneClassification:ADataAugmentationEnhancedConvolutionalNeuralNetworkFramework.GIScience&RemoteSensing,54(5):741-758,2017.18.HeZhang,PengRen.GameTheoreticHypergraphMatchingforMulti-sourceImageCorrespondences,PatternRecognitionLetters,87:87-95,2017.19.PengLi,andPengRen.PartialRandomnessHashingforLarge-scaleRemoteSensingImageRetrieval.IEEEGeoscienceandRemoteSensingLetters,14(3):464-468,2017.20.PengLi,andPengRen.R^2PCAH:HashingwithTwo-foldRandomnessonPrincipalProjections.Neurocomputing,235:236-244,2017.21.HuajunSong,GuangbinZhou,MengmengDi,andPengRen.AnInfraredNon-contactFrameworkforMonitoringtheLiquidLevelsinNaturalGasPipelines.InternationalJournalofOil,GasandCoalTechnology,15(3):317-327,2017.22.PengRen,MengmengDi,HuajunSong,ChunboLuo,andChristosGrecos.Dual-smoothingforMarineOilSpillSegmentation.IEEEGeoscienceandRemoteSensingLetters,13(1):82-86,2016.23.ChengYan,XiaoBai,PengRen,LuBai,WenzhongTang,andJunZhou.BandWeightingviaMaximizingInterclassDistanceforHyperspectralImageClassification.IEEEGeoscienceandRemoteSensingLetters,13(7):922-925,2016.24.HuajunSong,BotaoXiao,QinzhenHuandPengRen.IntegratingLocalBinaryPatternsintoNormalizedMomentofInertiaforUpdatingTrackingTemplates.ChinaJournalofElectronics,25(4):706-710,2016.25.XiangyuanJiang,ChunboLuoandPengRen.ASensorSelf-awareDistributedConsensusFilterforSimultaneousLocalizationandTracking.CognitiveComputation,8(5):828-838,2016.26.XiangyuanJiang,andPengRen.Augmentedconsensusfilterforsimultaneouslocalizationandtrackingwithlimitedsenserange.AnnalsofTelecommunications,71(11-12):657–664,2016.27.ZhihongZhang,LuBai,PengRen,andEdwinR.Hancock.High-orderGraphMatchingKernelforEarlyCarcinomaEUSImageClassification.MultimediaToolsandApplications,75(7):3993-4012,2016.28.XiaoBai,ChengYan,PengRen,LuBai,andJunZhou.DiscriminativeSparseNeighborCoding.MultimediaToolsandApplications,75(7):4013-4037,2016.29.XiangyuanJiang,BaozhouLu,PengRen,ChunboLuo,andXinhengWang.AugmentedFilteringBasedonInformationWeightedConsensusFusionforSimultaneousLocalizationandTrackingviaWirelessSensorNetworks.InternationalJournalofDistributedSensorNetworks,ArticleID391757,2015.30.XiaoBai,PengRen,HuigangZhang,andJunZhou.AnIncrementalStructuredPartModelforObjectRecognition.Neurocomputing154:189-199,2015.31.PengRen,RichardC.Wilson,andEdwinR.Hancock.GraphCharacterizationviaIharaCoefficients.IEEETransactionsonNeuralNetworks,22(2):233-245,2011.32.PengRen,RichardC.Wilson,andEdwinR.Hancock.APolynomialCharacterizationofHypergraphsUsingtheIharaZetaFunction.PatternRecognition,44(9):1941-1957,2011.33.PengRen,TatjanaAleksic,DavidEmms,andRichardC.Wilson,EdwinR.Hancock.QuantumWalks,IharaZetaFunctionsandCospectralityinRegularGraphs.QuantumInformationProcessing,10(3):405-417,2011.34.PengRen,RichardC.Wilson,andEdwinR.Hancock.WeightedGraphCharacteristicsfromOrientedLineGraphPolynomials.IEEEInternationalConferenceonComputerVision(ICCV),2009.青岛市“海洋灾害预防检测信息国际联合研究中心”负责人,青岛市黄岛区“多源信息即采综判关键技术创新人才团队”负责人,《山东科学》编委,Guest Editor of International Journal of Micro Air Vehicles, IEEE Senior Member。标签: 中国石油大学(华东) 海洋与空间信息学院
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