Choquet integral capacities-based data fusion for system health monitoring

Abichou, Bouthaina; Voisin, Alexandre; Iung, Benoît; Van, Phuc Do; Kosayyer, Naïm

doi:10.3182/20120829-3-mx-2028.00260

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Cited by 6 publications

(2 citation statements)

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“…In any case, there are also AHI models that are used as tools in the field of Prognostics and Health Management (P.H.M.) (Ludovic et al 2011) (Abichou et al 2012;Abichou et al 2015).…”

Section: Modelsmentioning

confidence: 99%

Strategic view of an assets health index for making long-term decisions in different industries

Fuente¹,

Guillén²,

Crespo³

et al. 2018

Safety and Reliability – Safe Societies in a Changing World

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“…In any case, there are also AHI models that are used as tools in the field of Prognostics and Health Management (P.H.M.) (Ludovic et al 2011) (Abichou et al 2012;Abichou et al 2015).…”

Section: Modelsmentioning

confidence: 99%

Strategic view of an assets health index for making long-term decisions in different industries

Fuente¹,

Guillén²,

Crespo³

et al. 2018

Safety and Reliability – Safe Societies in a Changing World

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“…The Choquet integral can be viewed as a generalization of this modeling. It is widely used as a flexible aggregation function in many fields, such as multiple criteria decision making [6], classification [3], regression [10] or data fusion [1]. Its main advantage is that it allows to quantify the importance of each variable and the interaction between groups of variables.…”

Section: Introductionmentioning

confidence: 99%

Extending the Macsum Aggregation to Interval-Valued Inputs

Hmidy

Rico

Strauss

2022

Lecture Notes in Computer Science

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Due to a lack of information or access to the data, or simply due to the imprecise nature of the data, there are cases where a function that maps interval-valued inputs is more appropriate to model a system. With the concern to keep the advantageous properties of the Choquet integral, we propose here a model that maps interval-valued inputs onto interval-valued outputs whose upper and lower bounds are Choquet integrals with respect to a parametric set function. This model is an extension to interval-valued inputs of the macsum aggregation proposed in [16]. In this article, we show that this extension can be easily computed thanks to some properties of the macsum parametric set function.

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