TY - GEN
T1 - Delayed feedback attitude control using neural networks and Lyapunov-Krasovskii functionals
AU - Samiei, Ehsan
AU - Nazari, Morad
AU - Butcher, Eric A.
AU - Schaub, Hanspeter
PY - 2012
Y1 - 2012
N2 - This paper addresses the regulation control and stabilization problem of spacecraft attitude dynamics when there exists an unknown constant discrete delay in the measurements. Radial basis function neural networks are used to approximate the kinematics and inertial nonlinearities while a back propagation algorithm is employed to update neural network weights. By employing a Lyapunov- Krasovskii functional, a delay independent stability condition is obtained in terms of a linear matrix inequality, the solution of which gives the suitable controller gains. Finally, to show the effectiveness of the proposed controller, a set of simulations are performed and the results of the proposed control strategy are compared with results obtained using the method for delayed attitude control suggested by Ailon et al.1.
AB - This paper addresses the regulation control and stabilization problem of spacecraft attitude dynamics when there exists an unknown constant discrete delay in the measurements. Radial basis function neural networks are used to approximate the kinematics and inertial nonlinearities while a back propagation algorithm is employed to update neural network weights. By employing a Lyapunov- Krasovskii functional, a delay independent stability condition is obtained in terms of a linear matrix inequality, the solution of which gives the suitable controller gains. Finally, to show the effectiveness of the proposed controller, a set of simulations are performed and the results of the proposed control strategy are compared with results obtained using the method for delayed attitude control suggested by Ailon et al.1.
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M3 - Conference contribution
AN - SCOPUS:84879376089
SN - 9780877035817
T3 - Advances in the Astronautical Sciences
SP - 949
EP - 966
BT - Spaceflight Mechanics 2012 - Advances in the Astronautical Sciences
T2 - 22nd AAS/AIAA Space Flight Mechanics Meeting
Y2 - 2 February 2012 through 2 February 2012
ER -