Title :
The adaptive cross validation method: design and control of dynamical systems
Author :
Svensson, Anders ; Karlsson, Johan M.
Author_Institution :
Dept. of Commun. Syst., Lund Inst. of Technol., Sweden
Abstract :
A new approach to find optimal settings of model parameters as well as optimal models of dynamical systems is presented. The adaptive cross validation (ACV) method is based on a number of well known ideas which are combined to a general optimization tool. It could be used for both design (off-line) and control (on-line) of widespread applications, which can be both continuous and discrete. The method is specially suited for modular optimization problems. A new mathematical model formalism for describing systems is also introduced. A controlled system application, a circuit-switched network, is used as an example to clarify the method
Keywords :
adaptive systems; circuit switching; control system analysis; control system synthesis; digital simulation; optimisation; parameter estimation; simulation; switching networks; telecommunication control; telecommunication networks; adaptive cross validation method; circuit-switched network; controlled system application; dynamical systems control; dynamical systems design; general optimization tool; mathematical model formalism; model parameters; modular optimization problems; optimal models; optimal settings; Adaptive control; Circuit simulation; Communication system control; Control systems; Design methodology; Design optimization; Mathematical model; Optimization methods; Performance evaluation; Programmable control;
Conference_Titel :
Communications, 1996. ICC '96, Conference Record, Converging Technologies for Tomorrow's Applications. 1996 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
0-7803-3250-4
DOI :
10.1109/ICC.1996.535182
