How can DMD be used for real-time monitoring and control of dynamical systems?

Used to analyze the time-evolution of fluid flows, dynamic mode decomposition. (DMD) has quickly gained traction in the fluids community. Understanding nonlinear dynamical systems (NLDSs) is challenging in a variety of engineering and scientific fields. Dynamic mode decomposition (DMD), ... Jan 20, 2021 ... Abstract. Fluctuating surface pressures on a bluff body exposed to a boundary layer flow generally are characterized as a spatiotemporally ... We develop an iterative approximation algorithm which couples the EDMD with a trainable dictionary represented by an artificial neural network. ... dynamic mode decomposition (DMD), have partially enabled flame dynamic analysis. This study aims to provide a comprehensive measure of combustion stability ... The recently developed dynamic mode decomposition (DMD) is an innovative tool for integrating data with dynamical systems theory. The DMD has deep connections ... Mar 21, 2025 ... Using Dynamic Mode Decomposition with control (DMDc), we analyze surface air temperature patterns from climate simulations to elucidate the ... Jul 9, 2014 ... ... dynamic modes' and to the decomposition technique as the 'dynamic mode decomposition'. This technique is at the basis of a Koopman analysis ... Feb 8, 2025 ... Huang, Qiuxiang, Kou, Jiaqing, Tian, Fang Bao, Young, John, Lai, Joseph C.S., & Ravi, Sridhar (2023) Dynamic mode decomposition for unsteady ... Nov 4, 2014 ... Dynamic mode decomposition (DMD) is a data-driven computational technique capable of extracting dynamical information from flowfields measured ...