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DOI | 10.1016/j.earscirev.2019.04.006 |
What has Global Sensitivity Analysis ever done for us? A systematic review to support scientific advancement and to inform policy-making in earth system modelling | |
Wagener, Thorsten1,2; Pianosi, Francesca1,2 | |
发表日期 | 2019 |
ISSN | 0012-8252 |
EISSN | 1872-6828 |
卷号 | 194页码:1-18 |
英文摘要 | Computer models are essential tools in the earth system sciences. They underpin our search for understanding of earth system functioning and support decision- and policy-making across spatial and temporal scales. To understand the implications of uncertainty and environmental variability on the identification of such earth system models and their predictions, we can rely on increasingly powerful Global Sensitivity Analysis (GSA) methods. Previous reviews have characterised the variability of GSA methods available and their usability for different tasks. In our paper we rather focus on reviewing what has been learned so far by applying GSA to models across the earth system sciences, independently of the specific algorithm that was applied. We identify and discuss 10 key findings with general applicability and relevance for the earth sciences. We further provide an A-B-C-D of best practise in applying GSA methods, which we have derived from analysing why some GSA applications provided more insight than others. |
WOS研究方向 | Geology |
来源期刊 | EARTH-SCIENCE REVIEWS |
文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/89947 |
作者单位 | 1.Univ Bristol, Dept Civil Engn, Bristol, Avon, England; 2.Univ Bristol, Cabot Inst, Bristol, Avon, England |
推荐引用方式 GB/T 7714 | Wagener, Thorsten,Pianosi, Francesca. What has Global Sensitivity Analysis ever done for us? A systematic review to support scientific advancement and to inform policy-making in earth system modelling[J],2019,194:1-18. |
APA | Wagener, Thorsten,&Pianosi, Francesca.(2019).What has Global Sensitivity Analysis ever done for us? A systematic review to support scientific advancement and to inform policy-making in earth system modelling.EARTH-SCIENCE REVIEWS,194,1-18. |
MLA | Wagener, Thorsten,et al."What has Global Sensitivity Analysis ever done for us? A systematic review to support scientific advancement and to inform policy-making in earth system modelling".EARTH-SCIENCE REVIEWS 194(2019):1-18. |
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