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On active learning for Gaussian process-based global sensitivity analysis
MS Chauhan, M Ojeda-Tuz, RA Catarelli… - Reliability Engineering & …, 2024 - Elsevier
This paper explores the application of active learning strategies to adaptively learn Sobol
indices for global sensitivity analysis. We demonstrate that active learning for Sobol indices …
indices for global sensitivity analysis. We demonstrate that active learning for Sobol indices …
Experimental investigation on influence of terrain complexity for wind pressure of low-rise building
This study conducted extensive wind tunnel tests to evaluate the impact of terrain complexity
on wind pressure across low-rise buildings. A series of wind tunnel tests was performed …
on wind pressure across low-rise buildings. A series of wind tunnel tests was performed …
Physical simulation of downburst winds for civil structures: A review
Complementary to field measurement and computational simulation, experimental
generation of downburst winds in laboratories is an effective approach to enhance the …
generation of downburst winds in laboratories is an effective approach to enhance the …
Simulation of non-Gaussian wind field as a 3rd-order stochastic wave
This paper presents a methodology for the simulation of non-Gaussian wind field as a
stochastic wave using the 3rd-order Spectral Representation Method. Traditionally, the wind …
stochastic wave using the 3rd-order Spectral Representation Method. Traditionally, the wind …
Validation of a multivariate non-Gaussian and non-stationary stochastic wind pressure model driven by stationary wind tunnel data
With growing interest in probabilistic assessments of structures subject to extreme winds,
there is a need for stochastic simulation schemes that can capture the inherently non …
there is a need for stochastic simulation schemes that can capture the inherently non …
Experimentally estimating wind load coefficients for tornadoes–An alternative perspective
Given the increased interest in tornado-induced wind loading (in part exhibited by inclusion
of such loading in wind standards around the world) it is vital to understand the various …
of such loading in wind standards around the world) it is vital to understand the various …
Aerodynamic characterization of a fan-array wind generator
Experimental assessment of safe and precise flight control algorithms for unmanned aerial
vehicles under gusty wind conditions requires the capability to generate a large range of …
vehicles under gusty wind conditions requires the capability to generate a large range of …
Data-driven prediction of wind pressure on low-rise buildings in complex heterogeneous terrains
This study presents a data-driven methodology for predicting the pressure coefficient
statistics on the windward wall, roof, and leeward wall of low-rise buildings situated …
statistics on the windward wall, roof, and leeward wall of low-rise buildings situated …
Flow characteristics over flat building roof with different edge configurations for wind energy harvesting: a wind tunnel study
The impact of climate change and global warming makes it imperative to seek sustainable
solutions for the built environment. To facilitate the design of future sustainable buildings …
solutions for the built environment. To facilitate the design of future sustainable buildings …
Active learning applied to automated physical systems increases the rate of discovery
Active machine learning is widely used in computational studies where repeated numerical
simulations can be conducted on high performance computers without human intervention …
simulations can be conducted on high performance computers without human intervention …