Dynamic mode decomposition of GRACE satellite data

Libero, G.; Ciriello, V.; Tartakovsky, D. M.

doi:10.1016/j.advwatres.2024.104834

Title: Dynamic mode decomposition of GRACE satellite data

Journal Article · 01 November 2024 · Advances in Water Resources

DOI: https://doi.org/10.1016/j.advwatres.2024.104834 · OSTI ID:2466292

;

Not Available

View Journal Article

Cite

Export

Save

Sponsoring Organization:: USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR)

OSTI ID:: 2466292

Journal Information:: Advances in Water Resources, Journal Name: Advances in Water Resources Journal Issue: C Vol. 193; ISSN 0309-1708

Publisher:: ElsevierCopyright Statement

Country of Publication:: United Kingdom

Language:: English

References (41)

Improved methods for observing Earth's time variable mass distribution with GRACE using spherical cap mascons: Improved Gravity Observations from GRACE Watkins, Michael M.; Wiese, David N.; Yuan, Dah-Ning Journal of Geophysical Research: Solid Earth, Vol. 120, Issue 4 https://doi.org/10.1002/2014JB011547	journal	April 2015
A review of surrogate models and their application to groundwater modeling: SURROGATES OF GROUNDWATER MODELS Asher, M. J.; Croke, B. F. W.; Jakeman, A. J. Water Resources Research, Vol. 51, Issue 8 https://doi.org/10.1002/2015WR016967	journal	August 2015
Quantifying and reducing leakage errors in the JPL RL05M GRACE mascon solution: GRACE JPL RL05M LEAKAGE ERROR REDUCTION Wiese, David N.; Landerer, Felix W.; Watkins, Michael M. Water Resources Research, Vol. 52, Issue 9 https://doi.org/10.1002/2016WR019344	journal	September 2016
De-biasing the dynamic mode decomposition for applied Koopman spectral analysis of noisy datasets Hemati, Maziar S.; Rowley, Clarence W.; Deem, Eric A. Theoretical and Computational Fluid Dynamics, Vol. 31, Issue 4 https://doi.org/10.1007/s00162-017-0432-2	journal	April 2017
The “independent components” of natural scenes are edge filters Bell, Anthony J.; Sejnowski, Terrence J. Vision Research, Vol. 37, Issue 23 https://doi.org/10.1016/S0042-6989(97)00121-1	journal	December 1997
Model-data fusion of hydrologic simulations and GRACE terrestrial water storage observations to estimate changes in water table depth Stampoulis, Dimitrios; Reager, John T.; David, Cédric H. Advances in Water Resources, Vol. 128 https://doi.org/10.1016/j.advwatres.2019.04.004	journal	June 2019
Polynomial chaos enhanced by dynamic mode decomposition for order-reduction of dynamic models Libero, G.; Tartakovsky, D. M.; Ciriello, V. Advances in Water Resources, Vol. 186 https://doi.org/10.1016/j.advwatres.2024.104677	journal	April 2024
Data driven governing equations approximation using deep neural networks Qin, Tong; Wu, Kailiang; Xiu, Dongbin Journal of Computational Physics, Vol. 395 https://doi.org/10.1016/j.jcp.2019.06.042	journal	October 2019
Lagrangian dynamic mode decomposition for construction of reduced-order models of advection-dominated phenomena Lu, Hannah; Tartakovsky, Daniel M. Journal of Computational Physics, Vol. 407 https://doi.org/10.1016/j.jcp.2020.109229	journal	April 2020
On generalized residual network for deep learning of unknown dynamical systems Chen, Zhen; Xiu, Dongbin Journal of Computational Physics, Vol. 438 https://doi.org/10.1016/j.jcp.2021.110362	journal	August 2021
Extended dynamic mode decomposition for inhomogeneous problems Lu, Hannah; Tartakovsky, Daniel M. Journal of Computational Physics, Vol. 444 https://doi.org/10.1016/j.jcp.2021.110550	journal	November 2021
Physics-informed machine learning method with space-time Karhunen-Loève expansions for forward and inverse partial differential equations Tartakovsky, Alexandre M.; Zong, Yifei Journal of Computational Physics, Vol. 499 https://doi.org/10.1016/j.jcp.2023.112723	journal	February 2024
Spectral analysis of nonlinear flows Rowley, Clarence W.; MeziĆ, Igor; Bagheri, Shervin Journal of Fluid Mechanics, Vol. 641 https://doi.org/10.1017/S0022112009992059	journal	November 2009
Dynamic mode decomposition of numerical and experimental data Schmid, Peter J. Journal of Fluid Mechanics, Vol. 656 https://doi.org/10.1017/S0022112010001217	journal	July 2010
Optimal mode decomposition for unsteady flows Wynn, A.; Pearson, D. S.; Ganapathisubramani, B. Journal of Fluid Mechanics, Vol. 733 https://doi.org/10.1017/jfm.2013.426	journal	September 2013
Spectral proper orthogonal decomposition and its relationship to dynamic mode decomposition and resolvent analysis Towne, Aaron; Schmidt, Oliver T.; Colonius, Tim Journal of Fluid Mechanics, Vol. 847 https://doi.org/10.1017/jfm.2018.283	journal	May 2018
Residual dynamic mode decomposition: robust and verified Koopmanism Colbrook, Matthew J.; Ayton, Lorna J.; Szőke, Máté Journal of Fluid Mechanics, Vol. 955 https://doi.org/10.1017/jfm.2022.1052	journal	January 2023
Satellite Remote Sensing for Water Resources Management: Potential for Supporting Sustainable Development in Data‐Poor Regions Sheffield, J.; Wood, E. F.; Pan, M. Water Resources Research, Vol. 54, Issue 12 https://doi.org/10.1029/2017WR022437	journal	December 2018
Distribution‐Based Global Sensitivity Analysis in Hydrology Ciriello, Valentina; Lauriola, Ilaria; Tartakovsky, Daniel M. Water Resources Research, Vol. 55, Issue 11 https://doi.org/10.1029/2019WR025844	journal	November 2019
Reconstruction of GRACE Data on Changes in Total Water Storage Over the Global Land Surface and 60 Basins Sun, Zhangli; Long, Di; Yang, Wenting Water Resources Research, Vol. 56, Issue 4 https://doi.org/10.1029/2019WR026250	journal	April 2020
Comparison of Data‐Driven Techniques to Reconstruct (1992–2002) and Predict (2017–2018) GRACE‐Like Gridded Total Water Storage Changes Using Climate Inputs Li, Fupeng; Kusche, Jürgen; Rietbroek, Roelof Water Resources Research, Vol. 56, Issue 5 https://doi.org/10.1029/2019WR026551	journal	May 2020
Extending the Global Mass Change Data Record: GRACE Follow‐On Instrument and Science Data Performance Landerer, Felix W.; Flechtner, Frank M.; Save, Himanshu Geophysical Research Letters, Vol. 47, Issue 12 https://doi.org/10.1029/2020GL088306	journal	June 2020
Remote Sensing of Groundwater: Current Capabilities and Future Directions Adams, Kyra H.; Reager, John T.; Rosen, Paul Water Resources Research, Vol. 58, Issue 10 https://doi.org/10.1029/2022WR032219	journal	October 2022
Hyporheic Flows in Stratified Sediments: Implications on Residence Time Distributions Marzadri, Alessandra; Ciriello, Valentina; de Barros, Felipe P. J. Water Resources Research, Vol. 60, Issue 1 https://doi.org/10.1029/2023WR035625	journal	January 2024
Hotspots for social and ecological impacts from freshwater stress and storage loss Huggins, Xander; Gleeson, Tom; Kummu, Matti Nature Communications, Vol. 13, Issue 1 https://doi.org/10.1038/s41467-022-28029-w	journal	January 2022
Emerging trends in global freshwater availability Rodell, M.; Famiglietti, J. S.; Wiese, D. N. Nature, Vol. 557, Issue 7707 https://doi.org/10.1038/s41586-018-0123-1	journal	May 2018
Identifying Climate-Induced Groundwater Depletion in GRACE Observations Thomas, Brian F.; Famiglietti, James S. Scientific Reports, Vol. 9, Issue 1 https://doi.org/10.1038/s41598-019-40155-y	journal	March 2019
Global water resources and the role of groundwater in a resilient water future Scanlon, Bridget R.; Fakhreddine, Sarah; Rateb, Ashraf Nature Reviews Earth & Environment, Vol. 4, Issue 2 https://doi.org/10.1038/s43017-022-00378-6	journal	January 2023
Water cycle science enabled by the GRACE and GRACE-FO satellite missions Rodell, Matthew; Reager, John T. Nature Water, Vol. 1, Issue 1 https://doi.org/10.1038/s44221-022-00005-0	journal	January 2023
Sparsity-promoting dynamic mode decomposition Jovanović, Mihailo R.; Schmid, Peter J.; Nichols, Joseph W. Physics of Fluids, Vol. 26, Issue 2 https://doi.org/10.1063/1.4863670	journal	February 2014
Extended dynamic mode decomposition for model reduction in fluid dynamics simulations Libero, Giulia; Chiofalo, Alessia; Ciriello, Valentina Physics of Fluids, Vol. 36, Issue 6 https://doi.org/10.1063/5.0207957	journal	June 2024
Hamiltonian Systems and Transformation in Hilbert Space Koopman, B. O. Proceedings of the National Academy of Sciences, Vol. 17, Issue 5 https://doi.org/10.1073/pnas.17.5.315	journal	May 1931
Global models underestimate large decadal declining and rising water storage trends relative to GRACE satellite data Scanlon, Bridget R.; Zhang, Zizhan; Save, Himanshu Proceedings of the National Academy of Sciences, Vol. 115, Issue 6 https://doi.org/10.1073/pnas.1704665115	journal	January 2018
Implications of the selection of a particular modal decomposition technique for the analysis of shallow flows Higham, J. E.; Brevis, W.; Keylock, C. J. Journal of Hydraulic Research, Vol. 56, Issue 6 https://doi.org/10.1080/00221686.2017.1419990	journal	March 2018
Integration of satellite remote sensing data in ecosystem modelling at local scales: Practices and trends Pasetto, Damiano; Arenas‐Castro, Salvador; Bustamante, Javier Methods in Ecology and Evolution, Vol. 9, Issue 8 https://doi.org/10.1111/2041-210X.13018	journal	June 2018
GRACE Measurements of Mass Variability in the Earth System Tapley, B. D. Science, Vol. 305, Issue 5683 https://doi.org/10.1126/science.1099192	journal	July 2004
Prediction Accuracy of Dynamic Mode Decomposition Lu, Hannah; Tartakovsky, Daniel M. SIAM Journal on Scientific Computing, Vol. 42, Issue 3 https://doi.org/10.1137/19M1259948	journal	January 2020
Analysis of Fluid Flows via Spectral Properties of the Koopman Operator Mezić, Igor Annual Review of Fluid Mechanics, Vol. 45, Issue 1 https://doi.org/10.1146/annurev-fluid-011212-140652	journal	January 2013
Dynamic Mode Decomposition and Its Variants Schmid, Peter J. Annual Review of Fluid Mechanics, Vol. 54, Issue 1 https://doi.org/10.1146/annurev-fluid-030121-015835	journal	January 2022
Modal Analysis of Fluid Flows: Applications and Outlook Taira, Kunihiko; Hemati, Maziar S.; Brunton, Steven L. AIAA Journal, Vol. 58, Issue 3 https://doi.org/10.2514/1.J058462	journal	March 2020
On dynamic mode decomposition: Theory and applications Kutz, J. Nathan; Brunton, Steven L.; Luchtenburg, Dirk M. Journal of Computational Dynamics, Vol. 1, Issue 2 https://doi.org/10.3934/jcd.2014.1.391	journal	December 2014

Similar Records

Robust Dynamic Mode Decomposition

Journal Article · 2022 · IEEE Access · OSTI ID:1872670

Hossein Abolmasoumi, Amir; Netto, Marcos; Mili, Lamine

Compressed dynamic mode decomposition for background modeling

Journal Article · 2016 · Journal of Real-Time Image Processing · OSTI ID:1333753

Erichson, N. Benjamin; Brunton, Steven L.; Kutz, J. Nathan

Polynomial chaos enhanced by dynamic mode decomposition for order-reduction of dynamic models

Journal Article · 2024 · Advances in Water Resources · OSTI ID:2323954

Libero, G.; Tartakovsky, D. M.; Ciriello, V.

Title: Dynamic mode decomposition of GRACE satellite data

Citation Formats

References (41)

Similar Records

Related Subjects