Efficient Streaming Dynamic Mode Decomposition

Research output: Contribution to journalArticlepeer-review

Abstract

We propose a reformulation of the streaming dynamic mode decomposition method that requires maintaining a single orthonormal basis, thereby reducing computational redundancy. The proposed efficient streaming dynamic mode decomposition method results in a constant-factor reduction in computational complexity and memory storage requirements. Numerical experiments on representative canonical dynamical systems show that the enhanced computational efficiency does not compromise the accuracy of the proposed method.

Original languageEnglish (US)
Pages (from-to)2387-2392
Number of pages6
JournalIEEE Control Systems Letters
Volume9
DOIs
StatePublished - 2025

All Science Journal Classification (ASJC) codes

  • Control and Systems Engineering
  • Control and Optimization

Keywords

  • Dynamic mode decomposition
  • Koopman operator
  • modal analysis
  • nonlinear dynamical systems
  • stream processing

Fingerprint

Dive into the research topics of 'Efficient Streaming Dynamic Mode Decomposition'. Together they form a unique fingerprint.

Cite this