The Adaptive Cross Validation Method: Design and Control of Dynamical Systems

Document type:	Conference Papers
Peer reviewed:	Yes
Author(s):	Anders Svensson, Johan Karlsson
Title:	The Adaptive Cross Validation Method: Design and Control of Dynamical Systems
Conference name:	IEEE International Conference on Communications, ICC'96
Year:	1996
Pagination:	1575-1580
ISBN:	0 7803 3250 4
Publisher:	IEEE
City:	Dallas
Organization:	Blekinge Institute of Technology
Department:	Dept. of Telecommunications and Mathematics (Institutionen för telekommunikation och matematik) Dept. of Telecommunications and Mathematics S-37179 Karlskrona +46 455 38 50 00
Language:	English
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.
Subject:	Telecommunications\General
Keywords:	Optimization, Mathematical models, Telecommunication networks, Systems analysis, Control systems, Computer simulation, Performance, Perturbation techniques, Statistical methods