Predicting climate effects on Pacific sardine
- aScripps Institution of Oceanography, University of California at San Diego, La Jolla, CA 92093;
- bNational Marine Fisheries Service, Northeast Fisheries Science Center, Woods Hole, MA 02543;
- cInstitute of Oceanography and Institute of Ecology and Evolutionary Biology, National Taiwan University, Taipei 10617, Taiwan;
- dDepartment of Biology, Boston University, Boston, MA 02215;
- eConservation International, Arlington, VA 22202; and
- fNational Marine Fisheries Service, Southwest Fisheries Science Center, Santa Cruz, CA 95060
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Edited by Stephen R. Carpenter, University of Wisconsin, Madison, WI, and approved February 4, 2013 (received for review September 13, 2012)

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.
- ecosystem-based management
- physical-biological interactions
- state space reconstruction
- complex systems
- time series analysis
Footnotes
- ↵1To whom correspondence may be addressed. E-mail: edeyle{at}ucsd.edu or gsugihara{at}ucsd.edu.
Author contributions: E.R.D., M.F., C.-h.H., S.B.M., C.T.P., H.Y., and G.S. designed research; E.R.D. performed research; E.R.D., C.-h.H., S.B.M., C.T.P., H.Y., and G.S. contributed new reagents/analytic tools; A.D.M. provided expertise on natural history and management of Sardinops sagax; E.R.D. analyzed data; and E.R.D., M.F., L.K., and A.D.M. wrote the paper.
The authors declare no conflict of interest.
This article is a PNAS Direct Submission.
This article contains supporting information online at www.pnas.org/lookup/suppl/doi:10.1073/pnas.1215506110/-/DCSupplemental.
Freely available online through the PNAS open access option.














