Artificial intelligence is rapidly being integrated into Earth science, but how Earth science may benefit artificial intelligence has been overlooked. We call for mutual balancing between the two disciplines and improving cross-disciplinary collaboration.
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References
-
Reichstein, M. et al. Deep learning and process understanding for data-driven Earth system science. Nature 566, 195–204 (2019).
Google Scholar
-
Bergen, K. J., Johnson, P. A., de Hoop, M. V. & Beroza, G. C. Machine learning for data-driven discovery in solid Earth geoscience. Science 363, eaau0323 (2019).
Google Scholar
-
Camps-Valls, G., Tuia, D., Zhu, X. X. & Reichstein, M. (eds) Deep Learning for the Earth Sciences: A Comprehensive Approach to Remote Sensing, Climate Science and Geosciences (John Wiley & Sons, 2021).
-
Tuia, D. et al. Toward a collective agenda on AI for earth science data analysis. IEEE Geosci. Remote Sens. Mag. 9, 88–104 (2021).
Google Scholar
-
Chen, M. et al. Iterative integration of deep learning in hybrid Earth surface system modelling. Nat. Rev. Earth Environ. 4, 568–581 (2023).
Google Scholar
-
Zhao, T. et al. Artificial intelligence for geoscience: progress, challenges and perspectives. The Innovation 5, 100691 (2024).
Google Scholar
-
Bommasani, R. et al. On the opportunities and risks of foundation models. Preprint at https://arxiv.org/abs/2108.07258 (2021).
-
Kaack, L. H. et al. Aligning artificial intelligence with climate change mitigation. Nat. Clim. Change 12, 518–527 (2022).
Google Scholar
-
Jay, C. et al. Prioritize environmental sustainability in use of AI and data science methods. Nat. Geosci. 17, 106–108 (2024).
Google Scholar
-
Chen, M. et al. Artificial intelligence and visual analytics in geographical space and cyberspace: research opportunities and challenges. Earth Sci. Rev. 241, 104438 (2023).
Google Scholar
-
Kadow, C., Hall, D. M. & Ulbrich, U. Artificial intelligence reconstructs missing climate information. Nat. Geosci. 13, 408–413 (2020).
Google Scholar
-
Hess, P., Drüke, M., Petri, S., Strnad, F. M. & Boers, N. Physically constrained generative adversarial networks for improving precipitation fields from Earth system models. Nat. Mach. Intell. 4, 828–839 (2022).
Google Scholar
-
Irrgang, C. et al. Towards neural Earth system modelling by integrating artificial intelligence in Earth system science. Nat. Mach. Intell. 3, 667–674 (2021).
Google Scholar
-
Runge, J., Gerhardus, A., Varando, G., Eyring, V. & Camps-Valls, G. Causal inference for time series. Nat. Rev. Earth Environ. 4, 487–505 (2023).
Google Scholar
-
Bi, K. et al. Accurate medium-range global weather forecasting with 3D neural networks. Nature 619, 533–538 (2023).
Google Scholar
Acknowledgements
M.C. acknowledges funding by the National Natural Science Foundation of China for Distinguished Young Scholars under grant agreement no. 42325107. G.L. acknowledges funding by the National Natural Science Foundation of China under grant agreement no. 41930648 and the International Research Center of Big Data for Sustainable Development Goals under grant agreement no. CBAS2022GSP08. N.B. acknowledges funding from the Volkswagen Foundation and the European Union’s Horizon Europe research and innovation programme under grant agreement no. 101137601 (ClimTip). G.C-V. thanks the support of the European Research Council (ERC) under the ERC Synergy Grant USMILE (grant agreement no. 855187) and the Horizon Europe project ELIAS (grant agreement no. 101120237).
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Chen, M., Qian, Z., Boers, N. et al. Collaboration between artificial intelligence and Earth science communities for mutual benefit.
Nat. Geosci. 17, 949–952 (2024). https://doi.org/10.1038/s41561-024-01550-x
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Published: 09 October 2024
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Issue Date: October 2024
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DOI: https://doi.org/10.1038/s41561-024-01550-x