Title :
A method for discrete-time linear quadratic optimal control problems of a large-scale multi-destination network and applications
Author :
Lin, Shin-Yeu ; Horng, Shih-Cheng
Author_Institution :
Dept. of Control Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Abstract :
We propose a new dual projected pseudo quasi-Newton method for discrete-time linear quadratic optimal control problems of a large-scale multi-destination network. Our method has successfully overcome the difficulties caused by large dimensions and inequality constraints by having a constant Hessian matrix and an efficient successive projection method, respectively. Application of our method to the congestion control of multi-destination networks is presented. Above all, it takes less than one second to obtain the solution of a large-scale discrete-time linear quadratic optimal control problem with the problem size of 2800 variables, 700 equality constraints and 2400 inequality constraints.
Keywords :
Hessian matrices; Newton method; discrete time systems; graph theory; large-scale systems; linear quadratic control; congestion control; constant Hessian matrix; data networks; discrete-time linear quadratic optimal control; dual projected pseudo quasiNewton method; inequality constraints; large dimensions; large-scale multidestination network; successive projection method; transportation networks;
Conference_Titel :
Control '96, UKACC International Conference on (Conf. Publ. No. 427)
Print_ISBN :
0-85296-668-7
DOI :
10.1049/cp:19960563