研究方向
神經網路理論與套用;切換系統控制理論與套用;計算智慧型;動力系統穩定性;模式識別與聯想記憶。
學術生涯
擔任過二十多個國際學術會議的程式委員會委員,出版主席等。為包括IEEETransactionsonNeuralNetworks;IEEETransactionsonCircuitsandSystemsI;IEEETransactionsonCircuitsandSystems–II;IEEETransactionsonSystemsManandCybernetics-PartB;IEEETransactionsonAutomaticControl;Automatica在內的二十四個國際學術刊物審稿。希望招收的研究生具有自動化、數學、計算機等相關專業背景。
主持基金項目
(1)中國博士後科學基金:人工神經網路的收斂性及其在模式識別中的套用(2004035579)。(2)國家自然科學基金:一種新的基於RNN簇吸引子的模式流識別方法研究(60405002)。
(3)教育部“新世紀優秀人才支持計畫”(NCET-06-0658)“基於神經網路的模式識別和聯想記憶的理論研究”。
(4)國家自然科學基金:網路簇多吸引子協調切換及多目標流異聯想研究(60774051)資助。
(5)霍英東第十一屆青年教師基金:“基於切換網路簇多吸引子的動態灰度流記憶研究(111068)”。
部分發表論文
(1)ZhigangZeng,JunWang,“Designandanalysisofhigh-capacityassociativememoriesbasedonaclassofdiscrete-timerecurrentneuralnetworks,”IEEETransactionsonSystems,Man,andCybernetics,PartB:Cybernetics,Vol.38,No.6,pp.1525-1536,2008.
(2)ZhigangZeng,PeiYuandXiaoxinLiao,“Anewcomparisonmethodforstabilitytheoryofdifferentialsystemswithtime-varyingdelays,”InternationalJournalofBifurcationsandChaos,Vol.18,No.1,pp.169-186,2008.
(3)ZhigangZeng,De-ShuangHuangandZengfuWang,“Patternmemoryanalysisbaseonstabilitytheoryofcellularneuralnetworks,”AppliedMathematicalModelling,Vol.32,No.1,pp.112-121,2008.
(4)ZhigangZeng,JunWang,“Analysisanddesignofassociativememoriesbasedonrecurrentneuralnetworkswithlinearsaturationactivationfunctionsandtime-varyingdelays,”NeuralComputation,Vol.19,No.8,pp.2149-2182,2007.
(5)ZhigangZeng,JunWang,“Globalexponentialstabilityofrecurrentneuralnetworkswithtime-varyingdelaysinthepresenceofstrongexternalstimuli,”NeuralNetworks,Vol.19,No.10,pp.1528-1537,2006.
(6)ZhigangZeng,JunWang,“Multiperiodicityofdiscrete-timedelayedneuralnetworksevokedbyperiodicexternalinputs,”IEEETransactionsonNeuralNetworks,(RegularPapers),Vol.17,No.5,pp.1141-1151,2006.
(7)ZhigangZeng,JunWang,“Improvedconditionsforglobalexponentialstabilityofrecurrentneuralnetworkswithtime-varyingdelays,”IEEETransactionsonNeuralNetworks,(RegularPapers),Vol.17,No.3,pp.623-635,2006.
(8)ZhigangZeng,JunWang,“Completestabilityofcellularneuralnetworkswithtime-varyingdelays,”IEEETransactionsonCircuitsandSystems-I:RegularPapers,Vol.53,No.4,pp.944-955,2006.
(9)ZhigangZeng,JunWang,“Multiperiodicityandexponentialattractivityevokedbyperiodicexternalinputsindelayedcellularneuralnetworks,”NeuralComputation,Vol.18,No.4,pp.848-870,2006.
(10)ZhigangZeng,De-ShuangHuangandZengfuWang,“Globalstabilityofageneralclassofdiscrete-timerecurrentneuralnetworks,”NeuralProcessingLetters,Vol.22,No.1,pp.33-47,2005.
(11)ZhigangZeng,JunWangandXiaoxinLiao,“Globalasymptoticstabilityandglobalexponentialstabilityofneuralnetworkswithunboundedtime-varyingdelays,”IEEETransactionsonCircuitsandSystemsII,ExpressBriefs,Vol.52,No.3,pp.168-173,2005.
(12)ZhigangZeng,De-ShuangHuangandZengfuWang,“Memorypatternanalysisofcellularneuralnetwork,”PhysicsLettersA,Vol.342,No.1-2,pp.114–128,2005.
(13)ZhigangZeng,JunWangandXiaoxinLiao,“Stabilityanalysisofdelayedcellularneuralnetworksdescribedusingcloningtemplates,”IEEETransactionsonCircuitsandSystems-I:RegularPapers.Vol.51,No.11,pp.2313-2324,2004.
(14)ZhigangZeng,De-ShuangHuangandZengfuWang,“Attractabilityandlocationofequilibriumpointofcellularneuralnetworkswithtime-varyingdelays,”InternationalJournalofNeuralSystems,Vol.14,No.5,pp.337-345,2004.
(15)ZhigangZeng,JunWangandXiaoxinLiao,“Globalexponentialstabilityofneuralnetworkswithtime-varyingdelays,”IEEETransactionsonCircuitsandSystems-I:FundamentalTheoryandApplications,Vol.50,No.10,pp.1353-1358,2003.