Emulator-assisted reduced-rank ecological data assimilation for nonlinear multivariate dynamical spatio-temporal processes

DOI10.1016/j.stamet.2012.11.004zbMath1486.62297OpenAlexW2003512504MaRDI QIDQ1731188

Jerome Fiechter, Christopher K. Wikle, William B. Leeds

Publication date: 13 March 2019

Published in: Statistical Methodology (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.stamet.2012.11.004

zbMATH Keywords

data assimilationcomputer model emulationBayesian hierarchical modelingmultivariate methodsdynamic spatio-temporal models

Mathematics Subject Classification ID

Inference from spatial processes (62M30) Applications of statistics to environmental and related topics (62P12) Bayesian inference (62F15) Ecology (92D40)

Related Items (4)

Emulation engines: choice and quantification of uncertainty for complex hydrological models ⋮ A higher-order singular value decomposition tensor emulator for spatiotemporal simulators ⋮ Comparison of deep neural networks and deep hierarchical models for spatio-temporal data ⋮ A statistical overview and perspectives on data assimilation for marine biogeochemical models

Uses Software

• astsa
• ROMS

Cites Work

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• A general science-based framework for dynamical spatio-temporal models
• Bayesian forecasting and dynamic models.
• Bayesian emulation of complex multi-output and dynamic computer models
• Inference from iterative simulation using multiple sequences
• A Bayesian tutorial for data assimilation
• Ocean forecasting in terrain-following coordinates: Formulation and skill assessment of the regional ocean modeling system
• Bayesian Calibration of Computer Models
• Gaussian process emulation of dynamic computer codes
• Computer Model Calibration Using High-Dimensional Output
• Inverse Problem Theory and Methods for Model Parameter Estimation
• A dimension-reduced approach to space-time Kalman filtering
• Polynomial nonlinear spatio‐temporal integro‐difference equation models
• A dynamic modelling strategy for Bayesian computer model emulation

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