activity
20192021
most citedBayesian Dynamical System Identification With Unified Sparsity Priors And Model Uncertainty

3 citations · 4 across the 3 of their papers we have counts for

collaborators

7 papers

eess.SY20213 cited

Bayesian Dynamical System Identification With Unified Sparsity Priors And Model Uncertainty

Prem Ratan Mohan Ram, Ulrich Römer, Richard Semaan

This work is concerned with uncertainty quantification in reduced-order dynamical system identification. Reduced-order models for system dynamics are ubiquitous in design and contr…

physics.data-an20201 cited

Cluster-based network modeling -- automated robust modeling of complex dynamical systems

Daniel Fernex, Bernd R. Noack, Richard Semaan

We propose a universal method for data-driven modeling of complex nonlinear dynamics from time-resolved snapshot data without prior knowledge. Complex nonlinear dynamics govern man…

physics.flu-dyn2020

Data-driven resolvent analysis

Benjamin Herrmann, Peter J. Baddoo, Richard Semaan +2

Resolvent analysis identifies the most responsive forcings and most receptive states of a dynamical system, in an input--output sense, based on its governing equations. Interest in…

physics.flu-dyn2020

Modeling synchronization in forced turbulent oscillator flows

Benjamin Herrmann, Philipp Oswald, Richard Semaan +1

Periodically forced, oscillatory fluid flows have been the focus of intense research for decades due to their richness as a nonlinear dynamical system and their relevance to applic…

physics.data-an2019

SCOUT: Signal Correction and Uncertainty Quantification Toolbox in MATLAB

Richard Semaan, Vikas Yadav

This manuscript describes the software package SCOUT, which analyzes, characterizes, and corrects one-dimensional signals. Specifically, it allows to check and correct for stationa…

physics.flu-dyn2019

Actuation response model from sparse data for wall turbulence drag reduction

Daniel Fernex, Richard Semaan, Marian Albers +3

We compute, model, and predict drag reduction of an actuated turbulent boundary layer at a momentum thickness based Reynolds number of Reθ = 1000. The actuation is performed using…