Table 2 Controller parameters.

From: Adaptive neural observer-based output feedback anti-actuator fault control of a nonlinear electro-hydraulic system with full state constraints

Controllers

Parameters

BSCTDE

b11 = 15, b21 = 105, b31 = 20.

ACFCNN

CFC: b11 = 30, b12 = 3.5, b21 = 90, b22 = 4.5, b31 = 20, b32 = 3.0, L1 = 40, τ1  = 0.06, τ2  = 0.05, τ3  = 0.05.

NN: NNs contains 9 nodes, widths b2 = b3 = 0.5, centers ωi = −2.5 + 0.5i (i = 1 ¸ 9), \({\hat {W}_2}\left( 0 \right)\) = [0.45 … 0.045]T, \({\hat {W}_3}\left( 0 \right)\) = [6 … 6]T, η1 = 3, η2 = 3, η3 = 3.

FSC: zu1 = 10 + 10(1−cos(πt))(1−e−t) (mm), zs1 = − 10 + 10(1−cos(πt))(1−e−t) (mm); µ1a = z1d – zs1, µ1b = zu1 – z1d, zu2 = 10 + 10πsin(πt)(1−e−t) + 10 e−t(1−cos(πt)) (mm), zs2 = − 10 + 10πsin(πt)(1−e−t) + 10 e−t(1−cos(πt)); µ2a = α1 – zs2, µ2b = zu2 – α1,λ10  = 0.1, λ20  = 0.1, λ30  = 0.1.

Proposed

CFC-NN-FSC is the same as ACFCNN,

ANDO: D1 = 45, D2 = 60, η1 = 3, η2 = 3, η3 = 3.