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Sensitivity analysis of environmental models:A systematic review with practical workflow

机译:环境模型的敏感性分析:具有实际工作流程的系统评估

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摘要

Sensitivity Analysis (SA) investigates how the variation in the output of a numerical model can be attributed to variations of its input factors. SA is increasingly being used in environmental modelling for a variety of purposes, including uncertainty assessment, model calibration and diagnostic evaluation, dominant control analysis and robust decision-making. In this paper we review the SA literature with the goal of providing: (i) a comprehensive view of SA approaches also in relation to other methodologies for model identification and application; (ii) a systematic classification of the most commonly used SA methods; (iii) practical guidelines for the application of SA. The paper aims at delivering an introduction to SA for non-specialist readers, as well as practical advice with best practice examples from the literature; and at stimulating the discussion within the community of SA developers and users regarding the setting of good practices and on defining priorities for future research.
机译:敏感性分析(SA)研究了数值模型输出的变化如何归因于其输入因子的变化。 SA在环境建模中越来越多地用于各种目的,包括不确定性评估,模型校准和诊断评估,主导控制分析和可靠的决策。在本文中,我们回顾了SA文献,其目的是:(i)全面了解SA方法以及与其他模型识别和应用方法有关的方法; (ii)对最常用的SA方法进行系统分类; (iii)适用SA的实用指南。本文旨在向非专业读者介绍SA的介绍,以及从文献中获得最佳实践示例的实用建议;并激发SA开发人员和用户社区中有关设置良好做法和确定未来研究重点的讨论。

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