Robustness testing of model based multiple criteria decisions: fundamentals and applications

Granat, Janusz; Makowski, Marek; Wierzbicki, Andrzej (1937– )

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Title: Robustness testing of model based multiple criteria decisions: fundamentals and applications

Abstract:

This paper focuses on robustness testing, that is, checking whether a design has actually resulted in robust properties of the system if some of basic assumptions are changed. It has been shown that robustness is a property of the relation between three (classes of) models: a basic model of the decision (design) situation, a second model of possible perturbations of the first model, and a third model of the decision (design) implementation, optionally taking into account some measurements of the impact of perturbations. Typical approaches to robustness or sensitivity analysis assume tacitly that the first two models can be combined, and thus analyze parameters deviations in such combined model. However, the role of the first two models can be asymmetric if optimization of the decision is performed on the first model. This framework, originally intended for single criteria (scalar) optimizationhas been extended to multiple criteria (vector) optimization. The proposed approach is illustrated by diverse examples.

Relation:

Raport Badawczy = Research Report

Detailed Resource Type:

Raport

Resource Identifier:

oai:rcin.org.pl:144834

Source:

RB-2012-60

Language:

eng

Language of abstract:

eng

Rights:

Licencja Creative Commons Uznanie autorstwa 4.0

Terms of use:

Zasób chroniony prawem autorskim. [CC BY 4.0 Międzynarodowe] Korzystanie dozwolone zgodnie z licencją Creative Commons Uznanie autorstwa 4.0, której pełne postanowienia dostępne są pod adresem: ; -

Digitizing institution:

Instytut Badań Systemowych Polskiej Akademii Nauk

Original in:

Biblioteka Instytutu Badań Systemowych PAN

Projects co-financed by:

Program Operacyjny Polska Cyfrowa, lata 2014-2020, Działanie 2.3 : Cyfrowa dostępność i użyteczność sektora publicznego; środki z Europejskiego Funduszu Rozwoju Regionalnego oraz współfinansowania krajowego z budżetu państwa

Access:

Otwarty

Subject and keywords:

Analiza wrażliwości Robustness and sensitivity analysis Multiple criteria analysis Analiza odporności

Object collections:

Last modified:

Oct 19, 2021

In our library since:

Oct 28, 2020

Number of object content downloads / hits:

140

All available object's versions:

https://rcin.org.pl./publication/180422

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Raporty Badawcze

Edition name	Date
RB-2012-60 : Wierzbicki Andrzej P., Makowski Marek, Granat Janusz : Robustness testing of model based multiple criteria decisions: fundamentals and applications	Oct 19, 2021