Interpolatory input and output projections for flow control

ORAL

Abstract

Eigenvectors of the observability and controllability Gramians represent responsive and receptive flow structures that enjoy a well-established connection to resolvent forcing and response modes. However, whereas resolvent modes have demonstrated great potential to guide sensor and actuator placement, observability and controllability modes have been exclusively leveraged in the context of model reduction via input and output projections. In this work, we introduce interpolatory, rather than orthogonal, input and output projections, that can be leveraged for sensor and actuator placement and open-loop control design. An interpolatory projector is an oblique projector with the property of preserving certain entries in the vector being projected. We review the connection between the resolvent operator and the Gramians and present several numerical examples where we perform both orthogonal and interpolatory input and output projections onto the dominant forcing and response subspaces. Input projections are used to identify dynamically relevant disturbances, place sensors to measure disturbances, and place actuators for feedforward control in the linearized Ginzburg--Landau equation. Output projections are used to identify coherent structures and place sensors aiming at state reconstruction in the turbulent flow in a minimal channel at Reτ=185. The framework does not require data snapshots and relies only on knowledge of the steady or mean flow.

*This work was funded by University of Chile internal grant U-Inicia-003/21, ANID Fondecyt 11220465, the U.S. Office of Naval Research ONR N00014-17-1-3022, the Army Research Office ARO W911NF-17-1-0306, and the National Science Foundation AI Institute in Dynamic Systems 2112085.

Publication: Herrmann, B., Baddoo, P. J., Dawson, S., Semaan, R., Brunton, S. L., & McKeon, B. J. (2023). From resolvent to Gramians: extracting forcing and response modes for control. arXiv preprint arXiv:2301.13093.

Presenters

  • Benjamin Herrmann

    • Universidad de Chile

Authors

  • Benjamin Herrmann

    • Universidad de Chile
  • Scott T Dawson

    • Illinois Institute of Technology
  • Richard Semaan

    • Technische Universität Braunschweig
  • Steven L Brunton

    • University of Washington, Department of Mechanical Engineering
    • University of Washington
  • Beverley J McKeon

    • Stanford University