Application of sensitivity analysis in building energy simulations: Combining first- and second-order elementary effects methods - Archive ouverte HAL
Article Dans Une Revue Energy and Buildings Année : 2014

Application of sensitivity analysis in building energy simulations: Combining first- and second-order elementary effects methods

Résumé

Sensitivity analysis plays an important role in the understanding of complex models. It helps to identify the influence of input parameters in relation to the outputs. It can also be a tool to understand the behavior of the model and can then facilitate its development stage. This study aims to analyze and illustrate the potential usefulness of combining first and second-order sensitivity analysis, applied to a building energy model (ESP-r). Through the example of an apartment building, a sensitivity analysis is performed using the method of elementary effects (also known as the Morris method), including an analysis of the interactions between the input parameters (second-order analysis). The usefulness of higher-order analysis is highlighted to support the results of the first-order analysis better. Several aspects are tackled to implement the multi-order sensitivity analysis efficiently: interval size of the variables, the management of non-linearity and the usefulness of various outputs.

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Dates et versions

hal-00947577 , version 1 (17-02-2014)

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David Garcia Sanchez, Bruno Lacarrière, Bernard Bourges, Marjorie Musy. Application of sensitivity analysis in building energy simulations: Combining first- and second-order elementary effects methods. Energy and Buildings, 2014, 68, Part C, pp.741 - 750. ⟨10.1016/j.enbuild.2012.08.048⟩. ⟨hal-00947577⟩
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