TY - JOUR
T1 - Globally Optimal State-Feedback LQG Control for Large-Scale Systems With Communication Delays and Correlated Subsystem Process Noises
AU - Wang, Yan
AU - Xiong, Junlin
AU - Ho, Daniel W. C.
PY - 2019/10
Y1 - 2019/10
N2 - This paper studies the optimal decentralized state-feedback control of large-scale systems. The large-scale system is composed of subsystems and defined over a connected digraph. One step time is required for information to travel across an edge in the graph. Under the above-mentioned setup, when subsystem process noises are uncorrelated, the explicit optimal state-feedback controller can be designed by independence decomposition based on information hierarchy graph. However, this decomposition method fails when the subsystem process noises are correlated. In this paper, we propose a new decomposition method for system state and control input, and split the optimal state-feedback control problem with correlated process noises into two subproblems that can be solved separately. The solution to the first subproblem can be obtained by solving a linear matrix equation. The second subproblem is solved by algebraic Ricatti equation.
AB - This paper studies the optimal decentralized state-feedback control of large-scale systems. The large-scale system is composed of subsystems and defined over a connected digraph. One step time is required for information to travel across an edge in the graph. Under the above-mentioned setup, when subsystem process noises are uncorrelated, the explicit optimal state-feedback controller can be designed by independence decomposition based on information hierarchy graph. However, this decomposition method fails when the subsystem process noises are correlated. In this paper, we propose a new decomposition method for system state and control input, and split the optimal state-feedback control problem with correlated process noises into two subproblems that can be solved separately. The solution to the first subproblem can be obtained by solving a linear matrix equation. The second subproblem is solved by algebraic Ricatti equation.
KW - Communication delay
KW - decentralized control
KW - large-scale systems
KW - optimal control
KW - DECENTRALIZED STOCHASTIC-CONTROL
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UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-85072589525&origin=recordpage
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U2 - 10.1109/TAC.2019.2892490
DO - 10.1109/TAC.2019.2892490
M3 - RGC 21 - Publication in refereed journal
SN - 0018-9286
VL - 64
SP - 4196
EP - 4201
JO - IEEE Transactions on Automatic Control
JF - IEEE Transactions on Automatic Control
IS - 10
ER -