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Discrete-Time Trials for Tuning without a Model

Blanchini, Franco ; Fenu, Gianfranco ; Giordano, Giulia LU and Pellegrino, Felice Andrea (2017) 20th IFAC World Congress, 2017 In IFAC-PapersOnLine 50(1). p.1539-1544
Abstract

Given a static plant described by a differentiable input-output function, which is completely unknown, but whose Jacobian takes values in a known polytope in the matrix space, we consider the problem of tuning the output (i.e., driving the output to a desired value), by suitably choosing the input. To this aim, we assume to have at our disposal a discrete sequence of trials only, as it happens, for instance, when we iteratively run a software, with new input data at each iteration, in order to achieve the desired output value. In this paper we prove that, if the polytope is robustly non-singular (or has full row rank, in the general non-square case), then a suitable discrete-time tuning law drives the output to the desired point. The... (More)

Given a static plant described by a differentiable input-output function, which is completely unknown, but whose Jacobian takes values in a known polytope in the matrix space, we consider the problem of tuning the output (i.e., driving the output to a desired value), by suitably choosing the input. To this aim, we assume to have at our disposal a discrete sequence of trials only, as it happens, for instance, when we iteratively run a software, with new input data at each iteration, in order to achieve the desired output value. In this paper we prove that, if the polytope is robustly non-singular (or has full row rank, in the general non-square case), then a suitable discrete-time tuning law drives the output to the desired point. The computation of the tuning law is based on a convex-optimisation problem to be solved on-line. An application example is proposed to show the effectiveness of the approach.

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author
; ; and
organization
publishing date
type
Contribution to journal
publication status
published
subject
keywords
discrete-time, model-free, plant-tuning, Tuning
in
IFAC-PapersOnLine
volume
50
issue
1
pages
6 pages
publisher
IFAC Secretariat
conference name
20th IFAC World Congress, 2017
conference location
Toulouse, France
conference dates
2017-07-09 - 2017-07-14
external identifiers
  • scopus:85031778735
  • scopus:85031778735
ISSN
2405-8963
DOI
10.1016/j.ifacol.2017.08.306
language
English
LU publication?
yes
id
8c4b7043-f596-451f-91b3-05602a02d316
date added to LUP
2017-05-25 11:05:57
date last changed
2024-03-19 01:21:16
@article{8c4b7043-f596-451f-91b3-05602a02d316,
  abstract     = {{<p>Given a static plant described by a differentiable input-output function, which is completely unknown, but whose Jacobian takes values in a known polytope in the matrix space, we consider the problem of tuning the output (i.e., driving the output to a desired value), by suitably choosing the input. To this aim, we assume to have at our disposal a discrete sequence of trials only, as it happens, for instance, when we iteratively run a software, with new input data at each iteration, in order to achieve the desired output value. In this paper we prove that, if the polytope is robustly non-singular (or has full row rank, in the general non-square case), then a suitable discrete-time tuning law drives the output to the desired point. The computation of the tuning law is based on a convex-optimisation problem to be solved on-line. An application example is proposed to show the effectiveness of the approach.</p>}},
  author       = {{Blanchini, Franco and Fenu, Gianfranco and Giordano, Giulia and Pellegrino, Felice Andrea}},
  issn         = {{2405-8963}},
  keywords     = {{discrete-time; model-free; plant-tuning; Tuning}},
  language     = {{eng}},
  number       = {{1}},
  pages        = {{1539--1544}},
  publisher    = {{IFAC Secretariat}},
  series       = {{IFAC-PapersOnLine}},
  title        = {{Discrete-Time Trials for Tuning without a Model}},
  url          = {{http://dx.doi.org/10.1016/j.ifacol.2017.08.306}},
  doi          = {{10.1016/j.ifacol.2017.08.306}},
  volume       = {{50}},
  year         = {{2017}},
}