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