TY - GEN
T1 - Action-dependent updated terminal cost receding horizon control for discrete-time linear systems
AU - Moon, Mi Youn
AU - Lee, Jae Young
AU - Park, Jin Bae
AU - Choi, Yoon Ho
PY - 2012
Y1 - 2012
N2 - In case of linear quadratic regulator (LQR), the updated terminal cost receding horizon control (UTC-RHC) enhances the standard RHC in terms of the stability and the convergence to the optimal solution. Based on the action-dependent (AD) value functions, known as Q-function, this paper proposes two modified RHC methods, AD-RHC and AD-UTC-RHC and proves the stability and convergence by using the matrix equivalence of the established control schemes. Additionally, in case of the horizon size N = 1, as like UTC-RHC is connected with heuristic dynamic programming (HDP), we shows the connection between the AD-UTC-RHC and ADHDP which has the learning abilities of the optimal solution without using the explicit descriptions of the system dynamics.
AB - In case of linear quadratic regulator (LQR), the updated terminal cost receding horizon control (UTC-RHC) enhances the standard RHC in terms of the stability and the convergence to the optimal solution. Based on the action-dependent (AD) value functions, known as Q-function, this paper proposes two modified RHC methods, AD-RHC and AD-UTC-RHC and proves the stability and convergence by using the matrix equivalence of the established control schemes. Additionally, in case of the horizon size N = 1, as like UTC-RHC is connected with heuristic dynamic programming (HDP), we shows the connection between the AD-UTC-RHC and ADHDP which has the learning abilities of the optimal solution without using the explicit descriptions of the system dynamics.
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M3 - Conference contribution
AN - SCOPUS:84872569144
SN - 9781467322478
T3 - International Conference on Control, Automation and Systems
SP - 896
EP - 901
BT - ICCAS 2012 - 2012 12th International Conference on Control, Automation and Systems
T2 - 2012 12th International Conference on Control, Automation and Systems, ICCAS 2012
Y2 - 17 October 2012 through 21 October 2012
ER -