Function-on-Function Kriging, With Applications to Three-Dimensional Printing of Aortic Tissues [PDF]
Technometrics, 2020 3D-printed medical prototypes, which use synthetic metamaterials to mimic biological tissue, are becoming increasingly important in urgent surgical applications. However, the mimicking of tissue mechanical properties via 3D-printed metamaterial can be difficult and time-consuming, due to the functional nature of both inputs (metamaterial structure) and
Jialei Chen 0002 +3 more
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Separation Reliability Analysis for the Low-Shock Separation Nut with Mechanism Motion Failure Mode
Aerospace, 2022 A functional reliability simulation method based on the Kriging model is proposed to efficiently evaluate the functional reliability of low-shock separation nuts.
Lei Niu +3 more
doaj +1 more source
Sliced Gradient-Enhanced Kriging for High-Dimensional Function Approximation [PDF]
SIAM Journal on Scientific Computing, 2023 Gradient-enhanced Kriging (GE-Kriging) is a well-established surrogate modelling technique for approximating expensive computational models. However, it tends to get impractical for high-dimensional problems due to the size of the inherent correlation matrix and the associated high-dimensional hyper-parameter tuning problem.
Kai Cheng, Ralf Zimmermann 0002
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Kriging with Nonparametric Variance Function Estimation [PDF]
Biometrics, 1999 Summary. A method for fitting regression models to data that exhibit spatial correlation and heteroskedas‐ticity is proposed. It is well known that ignoring a nonconstant variance does not bias least‐squares estimates of regression parameters; thus, data analysts are easily lead to the false belief that moderate heteroskedas‐ticity can generally be ...
Opsomer, Jean +4 more
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Functional Kriging for Spatiotemporal Modeling of Nitrogen Dioxide in a Middle Eastern Megacity
Atmosphere, 2022 Long-term hour-specific air pollution exposure estimates have rarely been of interest in epidemiological research. However, this can be relevant for studies that aim to estimate the residential exposure for the hours that subjects mostly spend time there,
Elham Ahmadi Basiri +3 more
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Intrinsic random functions and universal kriging on the circle [PDF]
Statistics & Probability Letters, 2016 14 pages, initial ...
Chunfeng Huang +2 more
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Anomaly detection in geostatistical models with application to groundwater level data in the Gaza Coastal Aquifer [PDF]
Songklanakarin Journal of Science and Technology (SJST), 2022 In geostatistics, the detection of anomalous observations has a particular importance because of the changes they can create in environmental and geological patterns. Few methods for detecting such observations in univariate data have been proposed for
Ali H. Abuzaid +2 more
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D-STEM v2: A Software for Modeling Functional Spatio-Temporal Data
Journal of Statistical Software, 2021 Functional spatio-temporal data naturally arise in many environmental and climate applications where data are collected in a three-dimensional space over time.
Yaqiong Wang +2 more
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Frontiers in Plant Science, 2023 The relationship between plant functional traits and ecosystem function is a hot topic in current ecological research, and community-level traits based on individual plant functional traits play important roles in ecosystem function.
Yudong Chen +20 more
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Parameter Analysis and Optimization of Annular Jet Pump Based on Kriging Model
Applied Sciences, 2020 Jet pump efficiency heavily relies on the geometrical parameters of the pump design and parameter global optimization in the full variable space is still a big challenge.
Kai Xu +6 more
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