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Global sensitivity analysis of the single particle lithium-ion battery model with electrolyte [PDF]
, 2020 The importance of global sensitivity analysis (GSA) has been well established in many scientific areas. However, despite its critical role in evaluating a model’s plausibility and relevance, most lithium ion battery models are published without any ...
Grandjean, Thomas R. B. +3 more
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Towards parameter estimation in global hydrological models
Environmental Research Letters, 2023 Global hydrological models (GHMs) supply key information for stakeholders and policymakers simulating past, present and future water cycles. Inaccuracy in GHM simulations, i.e.
Jenny Kupzig +4 more
doaj +1 more source
Energies, 2023 In the process of parameter identification, sensitivity analysis is mainly used to determine key parameters with high sensitivity in the model. Sensitivity analysis methods include local sensitivity analysis (LSA) and global sensitivity analysis (GSA ...
Chuan Qin +4 more
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Intelligent Global Sensitivity Analysis Based on Deep Learning
Shanghai Jiaotong Daxue xuebao, 2022 This paper proposes an end-to-end method that combines deep learning and sensitivity analysis, which can perform gradient back propagation calculation sensitivity on the saved weight information while training the model.
WU Shuchen, QI Zongfeng, LI Jianxun
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Simplified Identification Strategy of Load Model Based on Global Sensitivity Analysis
IEEE Access, 2020 Load modeling plays an important role in accessing and enhancing the dynamic stability of power systems. Though the Synthesis Load Model Considering Voltage Regulation of Distribution Network ( $\pi $ model) has high accuracy, its parameters are too ...
Xin Tian +5 more
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Global sensitivity analysis for offshore wind cost modelling
Wind Energy, 2021 The costs of offshore wind are decreasing rapidly. However, there is a need to better understand the key drivers behind these cost reductions. New environmental regulations, economic policies, technological advancements and financing structures have ...
Esteve Borràs Mora +2 more
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Sensitivity analysis of upscaling prediction of the mass flux at DNAPL contaminated sites
地质科技通报, 2023 Dense nonaqueous phase liquid (DNAPL) contamination is a growing problem. To assess the environmental risk of DNAPL-contaminated sites, the mass flux of the dissolved phase (mass flux) in the source zone of DNAPL contamination is often extrapolated using
Meiyu Song +3 more
doaj +1 more source
Global Sensitivity Analysis Applied to Train Traffic Rescheduling: A Comparative Study
Energies, 2021 The adjustment of rail traffic in the event of an electrical infrastructure disruption presents an important decision-making process for the smooth operation of the network. Railway systems are complex, and their analysis relies on expensive simulations,
Soha Saad +4 more
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Atmosphere, 2023 Land surface parameters are crucial in land surface process model simulations. Considering the complex land surface characteristics of the Loess Plateau, a parametric sensitivity analysis was conducted to determine the key parameters of its Noah Multi ...
Yuanpu Liu +5 more
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Global sensitivity analysis of computer models with functional inputs [PDF]
, 2007 Global sensitivity analysis is used to quantify the influence of uncertain input parameters on the response variability of a numerical model. The common quantitative methods are applicable to computer codes with scalar input variables. This paper aims to
Iooss, Bertrand, Ribatet, Mathieu
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