Concepts

Approach combining process-based physical models with empirical statistical relationships

Modeling approach that integrates machine learning with meteorological data, remote sensing, and either flux measurements or mechanistic model outputs

Spatial resolutions of the order of a few hundred meters, as defined in this work

Probabilistic approach to measure spatial and temporal variability using Shannon entropy framework

Radar interferometry technique using phase differences between satellite acquisitions to detect ground surface deformation

Distance measurement used as proxy for body size in bees

Individuals that die before trait expression, creating missing data that can bias selection estimates

A maximal subset of nodes in which all nodes are mutually reachable by at least k node-independent paths using only nodes in the subset.

Visual contrast between puddling sites and surrounding areas measured using polarized light photography and gray scale analysis

Statistical method using unobserved variables to capture partially unobserved drivers of seasonal population dynamics and environmental effects

Clear, visible in bone such as phalanges that correspond to annual resting growth periods

A two-stage approach that marginalizes uncertainty from record linkage into downstream modeling tasks by sampling from the posterior linkage structure

Using machine learning algorithms to optimize observation locations by identifying key controls and spatial heterogeneity in ecosystem responses

Combination of multiple regression approaches (MLR, random forest, ANN) to model spatial patterns in snow density

The relationship between applied magnetic field and induced magnetization that reveals magnetic mineralogy and domain states

Standardized technique for quantifying fungal colonization by scoring presence of fungal structures at random root intersections under magnification

Mathematical descriptions that provide a palette for visualizing and quantifying emergent dynamics of systems

Research design comparing outcomes between treated subjects and demographically similar untreated controls

Interference in analytical measurements caused by dissolved organic matter and salts that suppress or intensify the response signal

A measure of high-frequency variation in tree-ring series that indicates climate responsiveness

A mode of filmmaking that uses setting to externalize the inner states of characters, focusing on psychological realism and emotional expression

A multi-sensor system designed to spatially and synchronously sample the sound field

The balance between including biological detail to improve accuracy versus introducing parameter uncertainty that can reduce forecast skill

Process of comparing model predictions with observed data to assess model performance

The ethical responsibilities that supervisors carry when sending workers into the field, including duties of promoting safety, ensuring equitable access, and continuing to learn and improve

Hierarchical spatial relationships to represent data across scales from molecular to regional

Sampling design using plots of multiple sizes nested within larger plots to examine scale-dependent patterns

A technique to compare ecological networks by pairing up species that play similar structural roles across communities