mlsanityData to 14 Oct 2026

emgr - The Empirical Gramian Framework

arXiv 1611.00675 ↗First posted 2 Nov 2016cs.MS cs.SY eess.SYcited by 3

Not on the map. Why?

Abstract (arXiv)

System Gramian matrices are a well-known encoding for properties of input-output systems such as controllability, observability or minimality. These so-called system Gramians were developed in linear system theory for applications such as model order reduction of control systems. Empirical Gramian are an extension to the system Gramians for parametric and nonlinear systems as well as a data-driven method of computation. The empirical Gramian framework - emgr - implements the empirical Gramians in a uniform and configurable manner, with applications such as Gramian-based (nonlinear) model reduction, decentralized control, sensitivity analysis, parameter identification and combined state and parameter reduction.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). First posted on arXiv 2 Nov 2016.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2023: 1; 2024: 0; 2025: 0; 2026: 2.

3 papers.