Related Experiment Video
Updated: Apr 5, 2026

Using Generative Art to Convey Past and Future Climate Transitions
Published on: March 31, 2023
Climate reconstruction analysis using coexistence likelihood estimation (CRACLE): a method for the estimation of
Robert S Harbert1, Kevin C Nixon1
1Section of Plant Biology, 412 Mann Library, School of Integrative Plant Science, Cornell University, Ithaca, New York 14853, USA L.H. Bailey Hortorium, Cornell University, Ithaca, New York 14853, USA.
A new method, Climate Reconstruction Analysis using Coexistence Likelihood Estimation (CRACLE), estimates local climate using plant species data. This approach accurately infers climate profiles, offering a valuable tool for paleoclimate research.
Area of Science:
- Ecology
- Paleoclimatology
- Biogeography
Background:
- Plant species distributions are strongly influenced by environmental conditions, especially climate.
- Coexisting plant communities reflect local environmental factors, providing potential climate proxies.
Purpose of the Study:
- To present a novel method for estimating local climate using plant species coexistence data.
- To validate the accuracy of this method against established climate models.
Main Methods:
- Developed Climate Reconstruction Analysis using Coexistence Likelihood Estimation (CRACLE), a likelihood-based approach.
- Utilized global plant specimen collection data to infer species' climate tolerances.
- Calculated maximum joint likelihood of species coexistence to estimate climate.
Main Results:
- CRACLE accurately inferred climate profiles for 165 diverse sites using data from over 4000 plant species.
- Estimates for mean annual temperature and precipitation showed high agreement with the WorldClim model.
- Achieved significant improvements over existing plant-based climate-proxy methods.
Conclusions:
- The CRACLE method confirms hypothesized links between climate and plant species associations.
- CRACLE-derived climate estimates are consistent with the WorldClim model.
- This method holds potential for quantitative paleoclimate estimations.
More Related Videos
Related Concept Videos
Global Climate Change
Precipitation and Co-precipitation
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
Conservation of Declining Populations
Speciation Rates
Microbes and Climate Change

