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Updated: Jan 21, 2026

Spatial Temporal Analysis of Fieldwise Flow in Microvasculature
Published on: November 18, 2019
Spatial and temporal variation of ecosystem properties at macroscales
Patricia A Soranno1, Tyler Wagner2, Sarah M Collins3
1Department of Fisheries and Wildlife, Michigan St. University, 480 Wilson Rd, East Lansing, MI, 48824, USA.
Spatial variation in ecosystem properties is significant at both local and regional scales, often overshadowing temporal changes. Understanding these spatial patterns is key for predicting ecosystem responses to environmental shifts at macroscales.
Area of Science:
- Ecology
- Environmental Science
- Ecosystem Dynamics
Background:
- Ecological studies often focus on spatial and temporal variation, but macroscale ecosystem properties remain understudied.
- Key knowledge gaps exist for ecosystem properties related to material and energy flow at large spatial extents.
Discussion:
- This study analyzed spatial (local and regional) and temporal (local and coherent) variation in ecosystem properties across a macroscale extent.
- Bayesian hierarchical models were used with extensive observational data spanning over two decades.
Key Insights:
- Spatial variation is substantial at both local and regional scales, with roughly equal contributions.
- Annual temporal variation is predominantly local, not coherent across the landscape.
- Spatial variation in ecosystem properties is generally larger than temporal variation.
Outlook:
- Predicting ecosystem responses to environmental change at macroscales necessitates accounting for dominant local and regional spatial signals.
- Future research should integrate macroscale spatial dynamics into ecological forecasting models.
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