Constrained Dynamic Mode Decomposition - Supplemental Material (doi:10.18419/darus-3107)

View:

Part 1: Document Description
Part 2: Study Description
Part 5: Other Study-Related Materials
Entire Codebook

(external link)

Document Description

Citation

Title:

Constrained Dynamic Mode Decomposition - Supplemental Material

Identification Number:

doi:10.18419/darus-3107

Distributor:

DaRUS

Date of Distribution:

2022-11-09

Version:

1

Bibliographic Citation:

Krake, Tim; Klötzl, Daniel; Eberhardt, Bernhard; Weiskopf, Daniel, 2022, "Constrained Dynamic Mode Decomposition - Supplemental Material", https://doi.org/10.18419/darus-3107, DaRUS, V1

Study Description

Citation

Title:

Constrained Dynamic Mode Decomposition - Supplemental Material

Identification Number:

doi:10.18419/darus-3107

Authoring Entity:

Krake, Tim (Universität Stuttgart)

Klötzl, Daniel (Universität Stuttgart)

Eberhardt, Bernhard (Hochschule der Medien)

Weiskopf, Daniel (Universität Stuttgart)

Grant Number:

251654672

Grant Number:

270852890 - GRK 2160/2

Distributor:

DaRUS

Access Authority:

Krake, Tim

Access Authority:

Weiskopf, Daniel

Depositor:

Krake, Tim

Date of Deposit:

2022-08-03

Holdings Information:

https://doi.org/10.18419/darus-3107

Study Scope

Keywords:

Computer and Information Science, Dynamic Mode Decomposition, Time Series Analysis, Spectral Decomposition, Eigendecomposition of a Matrix, Frequency-Based Constraints, Human-In-The-Loop

Abstract:

In this supplemental material, we provide additional application results of constrained Dynamic Mode Decomposition and a parameter study for the delay parameter d that complement the evaluation in the main document: The paper on Constrained Dynamic Mode Decomposition published with IEEE Transactions on Visualization and Computer Graphics. In this context, a univariate time series is considered, where no prior knowledge about seasonal patterns or time-scales is assumed. The dataset describes the sales of new one-family houses sold in the USA (1963-1990).

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

Related Publications

Citation

Title:

Tim Krake, Daniel Klötzl, Bernhard Eberhardt and Daniel Weiskopf, "Constrained Dynamic Mode Decomposition", in IEEE Transactions on Visualization and Computer Graphics, 2022.

Identification Number:

10.1109/TVCG.2022.3209437

Bibliographic Citation:

Tim Krake, Daniel Klötzl, Bernhard Eberhardt and Daniel Weiskopf, "Constrained Dynamic Mode Decomposition", in IEEE Transactions on Visualization and Computer Graphics, 2022.

Other Study-Related Materials

Label:

constrainedDMD_supplemental.pdf

Notes:

application/pdf