Title :
Systems modeling with lost information packets using ARMAX model
Author :
Elamin, Musab J O ; Asirvadam, Vijanth S. ; Saad, Nordin
Author_Institution :
Dept. of Electr. & Electron. Eng., Univ. Technol. Petronas, Tronoh
Abstract :
System identification with lost information packets has been studied for cruise control model benchmark problem. The paper investigates a simulation of linear system identification while using wireless links as a signal transfer medium. This paper looks into both periodic and random loss of packets that consist of corresponding input and output data, in order to identify the underlying function of the system. Through the simulation study, ARMAX (autoregressive moving average exogenous) model showed promising results for identifying the system.
Keywords :
autoregressive moving average processes; identification; linear systems; modelling; radio networks; ARMAX model; autoregressive moving average exogenous model; cruise control; linear system identification; periodic information packet loss; random information packet loss; signal transfer medium; simulation; systems modeling; wireless link; Autoregressive processes; Chemicals; Control systems; Costs; Intelligent systems; Linear systems; Modeling; Signal processing; System identification; Wireless networks;
Conference_Titel :
Intelligent and Advanced Systems, 2007. ICIAS 2007. International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4244-1355-3
Electronic_ISBN :
978-1-4244-1356-0
DOI :
10.1109/ICIAS.2007.4658574