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A fuzzy constraint-based approach to data reconciliation in material flow analysis

Dubois, Didier and Fargier, Hélène and Ababou, Meissa and Guyonnet, Dominique A fuzzy constraint-based approach to data reconciliation in material flow analysis. (2014) International Journal of General Systems, 43 (8). 787-809. ISSN 0308-1079

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Official URL: http://dx.doi.org/10.1080/03081079.2014.920840

Abstract

Data reconciliation consists in modifying noisy or unreliable data in order to make them consistent with a mathematical model (herein a material flow network). The conventional approach relies on least-squares minimization. Here, we use a fuzzy set-based approach, replacing Gaussian likelihood functions by fuzzy intervals, and a leximin criterion. We show that the setting of fuzzy sets provides a generalized approach to the choice of estimated values, that is more flexible and less dependent on oftentimes debatable probabilistic justifications. It potentially encompasses interval-based formulations and the least squares method, by choosing appropriate membership functions and aggregation operations. This paper also lays bare the fact that data reconciliation under the fuzzy set approach is viewed as an information fusion problem, as opposed to the statistical tradition which solves an estimation problem.

Item Type:Article
Additional Information:Thanks to Taylor & Francis Group editor. The definitive version is available at http://www.tandfonline.com The original PDF of the article can be found at International Journal of General Systems website : http://www.tandfonline.com/doi/abs/10.1080/03081079.2014.920840#.VOM-vC7DGe8
HAL Id:hal-01156632
Audience (journal):International peer-reviewed journal
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
French research institutions > Bureau de Recherches Géologiques et Minières - BRGM (FRANCE)
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Deposited By: IRIT IRIT
Deposited On:12 May 2015 11:05

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