Derivation of delay equation climate models using the Mori-Zwanzig formalism
Swinda K J Falkena1,2, Courtney Quinn3,4, Jan Sieber3
1Institute for Marine and Atmospheric Research Utrecht, Department of Physics, Utrecht University, Utrecht, The Netherlands.
Summary
The Mori-Zwanzig formalism systematically derives climate delay models from equations, improving justification. Applied to El Niño Southern Oscillation (ENSO), it yielded a model with a more accurate period.
Area of Science:
- Climate science
- Dynamical systems theory
- Statistical mechanics
Background:
- Delay models are crucial for understanding climate variability.
- Existing delay models often lack rigorous physical justification.
- The Mori-Zwanzig formalism offers a systematic approach to derive such models.
Purpose of the Study:
- To introduce and apply the Mori-Zwanzig formalism for deriving delay models.
- To provide a rigorous foundation for delay-type models in climate science.
- To improve the accuracy of El Niño Southern Oscillation (ENSO) models.
Main Methods:
- Systematic derivation of delay models using the Mori-Zwanzig formalism.
- Projection onto resolved variables to create a memory term.
- Solving orthogonal dynamics equations for nonlinear systems.
- Application to a two-strip ENSO model.
Main Results:
- A nonlinear delay model for ENSO was derived.
- The derived model includes an additional term compared to ad hoc models.
- The new term resulted in a more accurate ENSO period.
Conclusions:
- The Mori-Zwanzig formalism provides a robust method for deriving climate delay models.
- This approach enhances the physical justification of delay models.
- The improved ENSO model better reflects observed climate variability.
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