Tsuji, K. & Lefkowitz, I. (1975). On the Determination of an On-Demand Policy for a Multilayer Control System. IIASA Working Paper. IIASA, Laxenburg, Austria: WP-75-035
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Abstract
The cost-performance tradeoff problem associated with a multilayer control system for controlling a class of static, nonlinear, multivariable systems is considered. The multilayer control system has a number of layers of control functions each of which updates different subsets of the manipulated variables at different costs.
A favorable cost-performance tradeoff is achieved by determining at each control decision time which subset of the control variables is to be updated. In this paper, we present a mathematical model which describes the operation of the multilayer control system. Also we show that the problem of determining a decision rule (policy) which results in an optimal cost-performance tradeoff can be formulated as a problem in Markovian Decision Processes. Consequently, an optimal policy can be identified by solving a linear program.
In order to reduce the computational effort required for identifying the optimal policy, a class of parameterized policies is introduced based on a measure of deviation of the disturbance. This approach provides a designer with a practical method of determining a control policy which achieves a favorable cost-performance tradeoff.
An example is given for demonstrating a possible application to process control.
Item Type: | Monograph (IIASA Working Paper) |
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Research Programs: | Management and Technology Area (MMT) |
Depositing User: | IIASA Import |
Date Deposited: | 15 Jan 2016 01:42 |
Last Modified: | 27 Aug 2021 17:07 |
URI: | https://pure.iiasa.ac.at/393 |
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