DocumentCode :
3743359
Title :
Optimal mean square control using the continuous stream model of computation
Author :
Daniele Fontanelli;Luca Greco;Luigi Palopoli
Author_Institution :
Department of Industrial Engineering (DII), University of Trento, Via Sommarive 5, Italy
fYear :
2015
Firstpage :
1958
Lastpage :
1965
Abstract :
We consider the problem of optimal allocation of computation resources to a set of control tasks sharing a CPU. Each task is used to control a linear and time invariant plant affected by noise and is supposed to have a computation time with known distribution. The metric we use to express the Quality of Control (QoC) is a function of the steady state covariance of the state. We show how the combination of a Resource Reservation scheduler with an unconventional model of computation known as Continuous Stream produces a system that is easy to analyse. In particular, it is possible to compute the QoC of each control loop as a function of the fraction of CPU (bandwidth) that the task receives, and formalise an optimisation problem where a global QoC metric is defined that consolidates the QoC of each task. We show an efficient solution to this optimisation problem and validate its efficacy on a set of numeric examples.
Keywords :
"Computational modeling","Bandwidth","Delays","Bismuth","Optimization","Processor scheduling"
Publisher :
ieee
Conference_Titel :
Decision and Control (CDC), 2015 IEEE 54th Annual Conference on
Type :
conf
DOI :
10.1109/CDC.2015.7402494
Filename :
7402494
Link To Document :
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