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신경망 상태공간 모델

시스템의 비선형 상태공간 실현을 정의하는 함수를 나타내기 위해 신경망 사용

라이브 편집기 작업

신경망 상태공간 모델 추정Estimate neural state-space model in the Live Editor (R2023b 이후)

함수

createMLPNetworkCreate and initialize a Multi-Layer Perceptron (MPL) network to be used within a neural state-space system (R2022b 이후)
nssTrainingOptionsCreate training options object for neural state-space systems (R2022b 이후)
nlssestEstimate nonlinear state-space model using measured time-domain system data (R2022b 이후)
generateMATLABFunctionGenerate MATLAB functions that evaluate the state and output functions of a neural state-space object, and their Jacobians (R2022b 이후)
idNeuralStateSpace/evaluateEvaluate a neural state-space system for a given set of state and input values and return state derivative (or next state) and output values (R2022b 이후)
idNeuralStateSpace/linearizeLinearize a neural state-space model around an operating point (R2022b 이후)
simSimulate response of identified model

객체

idNeuralStateSpaceNeural state-space model with identifiable network weights (R2022b 이후)
nssTrainingADAMAdam training options object for neural state-space systems (R2022b 이후)
nssTrainingSGDMSGDM training options object for neural state-space systems (R2022b 이후)

블록

Neural State-Space ModelSimulate neural state-space model in Simulink (R2022b 이후)

도움말 항목