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Neural-BasedDynamicModelingofNonlinearIEEETRANSACTIONSONMICROWAVETHEORYANDTECHNIQUES,VOL.50,NO.12,DECEMBER20022769Neural-BasedDynamicModelingofNonlinearMicrowaveCircuitsJianjunXu,StudentMember,IEEE,MustaphaC.E.Yagoub,Member,IEEE,RuntaoDing,andQi-JunZhang,SeniorMember,IEEEAbstract―Aneuralnetworkformulationformodelingnonlinearmicrowavecircuitsisachievedinthemostdesirableformat,i.e.,continuoustime-domaindynamicsystemformat.Theproposeddynamicneuralnetwork(DNN)modelcanbedevelopeddirectlyfrominput……