Skip to main content

Department of Meteorology – University of Reading

Show access keys

Eviatar Bach

Lecturer in Mathematics of Environmental Data Science

Personal website

I am jointly appointed to the Department of Meteorology and the Department of Mathematics and Statistics. I am part of the Data Assimilation Research Centre (DARC), the National Centre for Earth Observation (NCEO), and the Centre for Mathematics of Planet Earth (CMPE).

Interests:

  • Data assimilation and filtering
  • Predictability of weather and climate
  • Application of dynamical systems theory to weather and climate
  • Application of machine learning to data assimilation and forecasting
  • Subseasonal-to-seasonal forecasting
  • Climate dynamics
  • Climate mitigation and political economy of climate change
  • Climate justice and social movements
  • Inverse problems
  • Time-series analysis

Centaur Publications

Jump to: 2024 | 2023 | 2022 | 2021 | 2019 | 2018
Number of items: 16.

2024

Vishny, D., Morzfeld, M., Gwirtz, K., Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203, Dunbar, O. R. A. and Hodyss, D. (2024) High‐dimensional covariance estimation from a small number of samples. Journal of Advances in Modeling Earth Systems, 16 (9). e2024MS004417. ISSN 1942-2466 doi: https://doi.org/10.1029/2024MS004417

Manta, G., Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203, Talento, S., Barreiro, M., Speich, S. and Ghil, M. (2024) The South Atlantic Dipole via multichannel singular spectrum analysis. Scientific Reports, 14. 15534. ISSN 2045-2322 doi: https://doi.org/10.1038/s41598-024-62089-w

Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203, Krishnamurthy, V., Mote, S., Shukla, J., Surjalal Sharma, A., Kalnay, E. and Ghil, M. (2024) Improved subseasonal prediction of South Asian monsoon rainfall using data-driven forecasts of oscillatory modes. Proceedings of the National Academy of Sciences of the United States of America, 121 (15). e2312573121. ISSN 1091-6490 doi: https://doi.org/10.1073/pnas.2312573121

Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203, Colonius, T., Scherl, I. and Stuart, A. (2024) Filtering dynamical systems using observations of statistics. Chaos: An Interdisciplinary Journal of Nonlinear Science, 34 (3). 033119. ISSN 1089-7682 doi: https://doi.org/10.1063/5.0171827

Xu, Z., Li, Y., Qin, Y. and Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203 (2024) A global assessment of the effects of solar farms on albedo, vegetation, and land surface temperature using remote sensing. Solar Energy, 268. 112198. ISSN 1471-1257 doi: https://doi.org/10.1016/j.solener.2023.112198

2023

Chattopadhyay, A., Nabizadeh, E., Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203 and Hassanzadeh, P. (2023) Deep learning-enhanced ensemble-based data assimilation for high-dimensional nonlinear dynamical systems. Journal of Computational Physics, 477. 111918. ISSN 1090-2716 doi: https://doi.org/10.1016/j.jcp.2023.111918

Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203 and Ghil, M. (2023) A multi‐model ensemble Kalman filter for data assimilation and forecasting. Journal of Advances in Modeling Earth Systems, 15 (1). e2022MS003123. ISSN 1942-2466 doi: https://doi.org/10.1029/2022MS003123

2022

Dunbar, O. R. A., Lopez-Gomez, I., Garbuno-Iñigo, A., Zhengyu Huang, D., Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203 and Wu, J.-l. (2022) EnsembleKalmanProcesses.jl: derivative-free ensemble-based model calibration. Journal of Open Source Software, 7 (80). 4869. ISSN 2475-9066 doi: https://doi.org/10.21105/joss.04869

Chattopadhyay, A., Mustafa, M., Hassanzadeh, P., Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203 and Kashinath, K. (2022) Towards physics-inspired data-driven weather forecasting: integrating data assimilation with a deep spatial-transformer-based U-NET in a case study with ERA5. Geoscientific Model Development, 15 (5). pp. 2221-2237. ISSN 1991-9603 doi: https://doi.org/10.5194/gmd-15-2221-2022

Qin, Y., Li, Y., Xu, R., Hou, C., Armstrong, A., Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203, Wang, Y. and Fu, B. (2022) Impacts of 319 wind farms on surface temperature and vegetation in the United States. Environmental Research Letters, 17 (2). 024026. ISSN 1748-9326 doi: https://doi.org/10.1088/1748-9326/ac49ba

2021

Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203, Mote, S., Krishnamurthy, V., Surjalal Sharma, A., Ghil, M. and Kalnay, E. (2021) Ensemble Oscillation Correction (EnOC): leveraging oscillatory modes to improve forecasts of chaotic systems. Journal of Climate, 34 (14). pp. 5673-5686. ISSN 1520-0442 doi: https://doi.org/10.1175/jcli-d-20-0624.1

Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203 (2021) parasweep: a template-based utility for generating, dispatching, and post-processing of parameter sweeps. SoftwareX, 13. 100631. ISSN 2352-7110 doi: https://doi.org/10.1016/j.softx.2020.100631

2019

Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203, Motesharrei, S., Kalnay, E. and Ruiz-Barradas, A. (2019) Local atmosphere–ocean predictability: dynamical origins, lead times, and seasonality. Journal of Climate, 32 (21). pp. 7507-7519. ISSN 1520-0442 doi: https://doi.org/10.1175/JCLI-D-18-0817.1

Penny, S. G., Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203, Bhargava, K., Chang, C. ‐C., Da, C., Sun, L. and Yoshida, T. (2019) Strongly coupled data assimilation in multiscale media: experiments using a quasi‐geostrophic coupled model. Journal of Advances in Modeling Earth Systems, 11 (6). pp. 1803-1829. ISSN 1942-2466 doi: https://doi.org/10.1029/2019MS001652

2018

Li, Y., Kalnay, E., Motesharrei, S., Rivas, J., Kucharski, F., Kirk-Davidoff, D., Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203 and Zeng, N. (2018) Climate model shows large-scale wind and solar farms in the Sahara increase rain and vegetation. Science, 361 (6406). pp. 1019-1022. ISSN 1095-9203 doi: https://doi.org/10.1126/science.aar5629

Bach, E. ORCID: https://orcid.org/0000-0002-9725-0203, Radić, V. and Schoof, C. (2018) How sensitive are mountain glaciers to climate change? Insights from a block model. Journal of Glaciology, 6 (244). pp. 247-258. ISSN 1727-5652 doi: https://doi.org/10.1017/jog.2018.15

This list was generated on Sat Dec 21 10:44:45 2024 UTC.

Last update: 18th December 2024

Contact

e.bach@reading.ac.uk

Office:

BH 3L42/Maths 310 -

Personal Website

We use Javascript to improve your experience on reading.ac.uk, but it looks like yours is turned off. Everything will still work, but it is even more beautiful with Javascript in action. Find out more about why and how to turn it back on here.
We also use cookies to improve your time on the site, for more information please see our cookie policy.

Back to top