Comprehensive assessment of sensitivity analysis methods for the identification of influential factors in building life cycle assessment

被引:63
作者
Pannier, Marie-Lise [1 ]
Schalbart, Patrick [1 ]
Peuportier, Bruno [1 ]
机构
[1] PSL Res Univ, MINES ParisTech, CES Ctr Efficacite Energet Syst, 60 Bd St Michel, F-75006 Paris, France
关键词
Life cycle assessment; Building; Sensitivity analysis; Uncertainty; Eco-design; UNCERTAINTY ANALYSIS; LCA; MODELS; PERFORMANCE; DESIGN; IMPACT;
D O I
10.1016/j.jclepro.2018.07.070
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Building life cycle assessment (LCA) aims at guiding decision towards more sustainable alternatives of a building project. But, in order to successfully reduce the high environmental impacts of the building sector, the results of building LCA have to be robust. Sensitivity analysis (SA) helps at investigating the sources of uncertainty and variability in a model and assessing the results' robustness. Choosing an adapted SA method remains difficult: using the more precise SA methods would require a too large calculation time, particularly for an application in early design phase. In this paper, the most influential factors of building LCA tools, linked with energy simulation tools, were investigated using screening and global SA methods that are compatible with the building LCA fields. The relative influence of the uncertain factors served as a metric to compare more precisely the results given by this large panel of methods. The results show that despite their different precision vs computational cost compromises, all the methods identified the same set of influential factors. In the studied case of a passive single family house, they consisted in the building lifetime, the electricity production mix and factors affecting the energy consumption. However, the relative influence of the factors differed. Two new method adaptations were investigated in order to obtain precise results in a reasonable simulation time. The adaptation of the Plackett and Burman (PB) screening performed well compared to the reference method (Sobol indices), as the same set of influential factors was always identified in a calculation time divided by almost 30. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:466 / 480
页数:15
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