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
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