Title :
Accelerated iterative distributed controller synthesis with a Barzilai-Borwein step size
Author :
Deroo, Frederik ; Ulbrich, Mark ; Anderson, B.D.O. ; Hirche, Sandra
Author_Institution :
Inst. of Autom. Control Eng., Tech. Univ. Munchen, München, Germany
Abstract :
Distributed control of large-scale dynamical systems poses a new challenge to the field of control driven by the technological advances of modern communication networks. A particular challenge is the distributed design of such control systems. Here, a distributed iterative controller synthesis method for continuous time linear systems using a gradient descent method is presented. One of the main contributions is the determination of the step size according to a distributed Barzilai-Borwein (BB) method. As the control objective, we treat the finite horizon linear quadratic cost functional. The gradient approach uses communication only with direct neighbors and is based on the forward simulation of the system states and the backwards simulation of adjoint states. The effectiveness of the approach is shown by means of numerical simulations.
Keywords :
continuous time systems; control system synthesis; distributed control; iterative methods; large-scale systems; linear systems; Barzilai-Borwein step size; accelerated iterative distributed controller synthesis; continuous time linear systems; finite horizon linear quadratic cost functional; gradient descent method; large-scale dynamical systems; modern communication networks; numerical simulations; Convergence; Differential equations; Distributed control; Nickel; Optimization; Trajectory; Vectors;
Conference_Titel :
Decision and Control (CDC), 2012 IEEE 51st Annual Conference on
Conference_Location :
Maui, HI
Print_ISBN :
978-1-4673-2065-8
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2012.6426735