The Challenge of Small Data: Dynamic Mode Decomposition, Redux

被引：1
|
作者：
Karimi, Amirhossein [1 ]
Georgiou, Tryphon T. [1 ]
机构：
[1] Univ Calif Irvine, Dept Mech & Aerosp Engn, Irvine, CA 92717 USA
来源：
2021 60TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC) | 2021年
基金：
美国国家科学基金会;
关键词：
SYSTEMS;
D O I：
10.1109/CDC45484.2021.9683686
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
We revisit the setting and the assumptions that underlie the methodology of Dynamic Mode Decomposition (DMD) in order to highlight caveats as well as potential measures of when the applicability is warranted.
引用
收藏
页码：2276 / 2281
页数：6
相关论文
共 50 条
  • [1] Dynamic mode decomposition of GRACE satellite data
    Libero, G.
    Ciriello, V.
    Tartakovsky, D. M.
    ADVANCES IN WATER RESOURCES, 2024, 193
  • [2] Application of the dynamic mode decomposition to experimental data
    Peter J. Schmid
    Experiments in Fluids, 2011, 50 : 1123 - 1130
  • [3] Dynamic mode decomposition of numerical and experimental data
    Schmid, Peter J.
    JOURNAL OF FLUID MECHANICS, 2010, 656 : 5 - 28
  • [4] Centering Data Improves the Dynamic Mode Decomposition
    Hirsh, Seth M.
    Harris, Kameron Decker
    Kutz, J. Nathan
    Brunton, Bingni W.
    SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS, 2020, 19 (03): : 1920 - 1955
  • [5] Application of the dynamic mode decomposition to experimental data
    Schmid, Peter J.
    EXPERIMENTS IN FLUIDS, 2011, 50 (04) : 1123 - 1130
  • [6] Proper orthogonal and dynamic mode decomposition of sunspot data
    Albidah, A. B.
    Brevis, W.
    Fedun, V.
    Ballai, I.
    Jess, D. B.
    Stangalini, M.
    Higham, J.
    Verth, G.
    PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2021, 379 (2190):
  • [7] Extended dynamic mode decomposition for cyclic macroeconomic data
    Leventides, John
    Melas, Evangelos
    Poulios, Costas
    DATA SCIENCE IN FINANCE AND ECONOMICS, 2022, 2 (02): : 117 - 146
  • [8] Dynamic mode decomposition for non-uniformly sampled data
    Romain Leroux
    Laurent Cordier
    Experiments in Fluids, 2016, 57
  • [9] Dynamic mode decomposition for non-uniformly sampled data
    Leroux, Romain
    Cordier, Laurent
    EXPERIMENTS IN FLUIDS, 2016, 57 (05)
  • [10] Dynamic mode decomposition for analysis of time-series data
    Marusic, Ivan
    JOURNAL OF FLUID MECHANICS, 2024, 1000
12345