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Updated: May 12, 2026

Using Generative Art to Convey Past and Future Climate Transitions
Published on: March 31, 2023
Predicting climate effects on Pacific sardine
Ethan R Deyle1, Michael Fogarty, Chih-hao Hsieh
1Scripps Institution of Oceanography, University of California at San Diego, La Jolla, CA 92093, USA. edeyle@ucsd.edu
Abstract:
For many marine species and habitats, climate change and overfishing present a double threat. To manage marine resources effectively, it is necessary to adapt management to changes in the physical environment. Simple relationships between environmental conditions and fish abundance have long been used in both fisheries and fishery management. In many cases, however, physical, biological, and human variables feed back on each other. For these systems, associations between variables can change as the system evolves in time. This can obscure relationships between population dynamics and environmental variability, undermining our ability to forecast changes in populations tied to physical processes. Here we present a methodology for identifying physical forcing variables based on nonlinear forecasting and show how the method provides a predictive understanding of the influence of physical forcing on Pacific sardine.
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