Spatiotemporal Analysis

Accounting for Multiple Testing in the Analysis of Spatio-Temporal Environmental Data
Abstract The statistical analysis of environmental data from remote sensing and Earth system simulations often entails the analysis of …
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Accounting for Multiple Testing in the Analysis of Spatio-Temporal Environmental Data
Extreme Anomaly Event Detection in Biosphere Using Linear Regression and a Spatiotemporal MRF Model
Detecting abnormal events within time series is crucial for analyzing and understanding the dynamics of the system in many research …
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Multivariate Anomaly Detection for Earth Observations: A Comparison of Algorithms and Feature Extraction Techniques
Abstract. Today, many processes at the Earth’s surface are constantly monitored by multiple data streams. These observations have …
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Reviews and Syntheses: An Empirical Spatiotemporal Description of the Global Surface--Atmosphere Carbon Fluxes: Opportunities and Data Limitations
Abstract. Understanding the global carbon (C) cycle is of crucial importance to map current and future climate dynamics relative to …
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Diagnosing the Dynamics of Observed and Simulated Ecosystem Gross Primary Productivity with Time Causal Information Theory Quantifiers
Data analysis and model-data comparisons in the environmental sciences require diagnostic measures that quantify time series dynamics …
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Carbon Cycle Extremes during the 21st Century in CMIP5 Models: Future Evolution and Attribution to Climatic Drivers
Abstract Climate extremes such as droughts and heat waves affect terrestrial ecosystems and may alter local carbon budgets. However, it …
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Climate-Mediated Spatiotemporal Variability in Terrestrial Productivity across Europe
Abstract. Quantifying the interannual variability (IAV) of the terrestrial ecosystem productivity and its sensitivity to climate is …
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Extreme Events in Gross Primary Production: A Characterization across Continents
Abstract. Climate extremes can affect the functioning of terrestrial ecosystems, for instance via a reduction of the photosynthetic …
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A Few Extreme Events Dominate Global Interannual Variability in Gross Primary Production
Understanding the impacts of climate extremes on the carbon cycle is important for quantifying the carbon-cycle climate feedback and …
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An Extended Approach for Spatiotemporal Gapfilling: Dealing with Large and Systematic Gaps in Geoscientific Datasets
Abstract. Spatiotemporal observations in Earth System sciences are often affected by numerous and/or systematically distributed gaps. …
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