Sensitivity analysis of turbulence using unstable periodic orbits: a demonstration on the Kuramoto-Sivashinsky equation
Sensitivity analysis of turbulence using unstable periodic orbits: a demonstration on the Kuramoto-Sivashinsky equation
A robust approach for adjoint-based sensitivity analysis of chaotic dynamics based on unstable periodic orbits is proposed. We show that a careful reformulation of established variational tech- niques to such trajectories enables the sensitivity of time averages with respect to design parameters to be calculated exactly, regard- less of the stability characteristics and length of the orbit. This holds the promise of bringing recent advances in the study of the dynamics and role of exact solutions of the Navier-Stokes equations to bear in design and optimisation problems for turbulent flows.
In this paper, we derive the adjoint technique and discuss, as a proof of concept, a feedback control design problem for the Kuramoto-Sivashinsky equation, i.e. a prototypical one-dimensional partial differential equation with rich dynamical behaviour. Key challenges and opportunities associated to the application of this method to fluid turbulence, left as future work, are also discussed.
Lasagna, Davide
0340a87f-f323-40fb-be9f-6de101486b24
Lasagna, Davide
0340a87f-f323-40fb-be9f-6de101486b24
Lasagna, Davide
(2016)
Sensitivity analysis of turbulence using unstable periodic orbits: a demonstration on the Kuramoto-Sivashinsky equation.
Tenth International Symposium on Turbulence and Shear Flow Phenomena, Swissotel, Chicago, United States.
06 - 09 Jul 2017.
6 pp
.
(In Press)
Record type:
Conference or Workshop Item
(Paper)
Abstract
A robust approach for adjoint-based sensitivity analysis of chaotic dynamics based on unstable periodic orbits is proposed. We show that a careful reformulation of established variational tech- niques to such trajectories enables the sensitivity of time averages with respect to design parameters to be calculated exactly, regard- less of the stability characteristics and length of the orbit. This holds the promise of bringing recent advances in the study of the dynamics and role of exact solutions of the Navier-Stokes equations to bear in design and optimisation problems for turbulent flows.
In this paper, we derive the adjoint technique and discuss, as a proof of concept, a feedback control design problem for the Kuramoto-Sivashinsky equation, i.e. a prototypical one-dimensional partial differential equation with rich dynamical behaviour. Key challenges and opportunities associated to the application of this method to fluid turbulence, left as future work, are also discussed.
Text
Sensitivity analysis of turbulence using unstable periodic orbits
- Accepted Manuscript
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Accepted/In Press date: 26 November 2016
Venue - Dates:
Tenth International Symposium on Turbulence and Shear Flow Phenomena, Swissotel, Chicago, United States, 2017-07-06 - 2017-07-09
Organisations:
Aerodynamics & Flight Mechanics Group
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Local EPrints ID: 408114
URI: http://eprints.soton.ac.uk/id/eprint/408114
PURE UUID: 9f87d03e-dda8-4988-b06e-a53a25e4f17f
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Date deposited: 12 May 2017 04:03
Last modified: 16 Mar 2024 04:16
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