Related Experiment Video
Updated: Jan 20, 2026

Relating Stomatal Conductance to Leaf Functional Traits
Published on: October 12, 2015
Trait probability density (TPD): measuring functional diversity across scales based on TPD with R
Carlos P Carmona1, Francesco de Bello2,3, Norman W H Mason4
1Institute of Ecology and Earth Sciences, University of Tartu, Lai 40, Tartu, 51005, Estonia.
Functional diversity (FD) can now be calculated across scales using trait probability density (TPD) functions, which account for intraspecific trait variability (ITV). This new framework unifies existing methods and expands ecological analyses.
Area of Science:
- Ecology
- Biodiversity Science
- Trait-based Ecology
Background:
- Functional diversity (FD) is crucial for understanding ecological processes, including global change impacts and restoration.
- Current methods for estimating FD are often limited by spatial scale and do not account for intraspecific trait variability (ITV).
Purpose of the Study:
- To introduce a unifying framework using trait probability density (TPD) functions to estimate and partition FD across multiple scales.
- To incorporate intraspecific trait variability (ITV) into FD calculations.
- To provide probabilistic implementations of key FD metrics.
Main Methods:
- Estimation of TPD functions at various spatial scales.
- Probabilistic implementation of FD components: functional richness, evenness, divergence, redundancy, and rarity.
- Decomposition of beta FD into nested and unique components.
Main Results:
- The TPD approach reconciles existing FD methods within a single framework.
- FD can be seamlessly partitioned across scales, from individuals to global levels.
- ITV is explicitly accounted for in FD estimations.
Conclusions:
- The TPD framework offers a unified and expanded approach to functional ecology analyses.
- This method captures the probabilistic and multidimensional nature of FD.
- The TPD R package facilitates comparative studies across diverse regions and case studies.
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