参考资料#
Martyn P. Clark, Charles H. Luce, Amir AghaKouchak, Wouter Berghuijs, Cédric H. David, Qingyun Duan, Shemin Ge, Ilja van Meerveld, Chunmiao Zheng, Marc B. Parlange, and Scott W. Tyler. Open science: open data, open models, …and open publications? Water Resources Research, 57(4):e2020WR029480, 2021. e2020WR029480 2020WR029480. URL: https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2020WR029480, arXiv:https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/2020WR029480, doi:https://doi.org/10.1029/2020WR029480.
C. A. Hall, S. M. Saia, A. L. Popp, N. Dogulu, S. J. Schymanski, N. Drost, T. van Emmerik, and R. Hut. A hydrologist's guide to open science. Hydrology and Earth System Sciences, 26(3):647–664, 2022. URL: https://hess.copernicus.org/articles/26/647/2022/, doi:10.5194/hess-26-647-2022.
Charles R. Harris, K. Jarrod Millman, Stéfan J. van der Walt, Ralf Gommers, Pauli Virtanen, David Cournapeau, Eric Wieser, Julian Taylor, Sebastian Berg, Nathaniel J. Smith, Robert Kern, Matti Picus, Stephan Hoyer, Marten H. van Kerkwijk, Matthew Brett, Allan Haldane, Jaime Fernández del Río, Mark Wiebe, Pearu Peterson, Pierre Gérard-Marchant, Kevin Sheppard, Tyler Reddy, Warren Weckesser, Hameer Abbasi, Christoph Gohlke, and Travis E. Oliphant. Array programming with NumPy. Nature, 585(7825):357–362, September 2020. URL: https://doi.org/10.1038/s41586-020-2649-2, doi:10.1038/s41586-020-2649-2.
F. Kratzert, D. Klotz, C. Brenner, K. Schulz, and M. Herrnegger. Rainfall–runoff modelling using long short-term memory (lstm) networks. Hydrology and Earth System Sciences, 22(11):6005–6022, 2018. URL: https://hess.copernicus.org/articles/22/6005/2018/, doi:10.5194/hess-22-6005-2018.
F. Kratzert, D. Klotz, G. Shalev, G. Klambauer, S. Hochreiter, and G. Nearing. Towards learning universal, regional, and local hydrological behaviors via machine learning applied to large-sample datasets. Hydrology and Earth System Sciences, 23(12):5089–5110, 2019. URL: https://hess.copernicus.org/articles/23/5089/2019/, doi:10.5194/hess-23-5089-2019.
L. J. Slater, G. Thirel, S. Harrigan, O. Delaigue, A. Hurley, A. Khouakhi, I. Prosdocimi, C. Vitolo, and K. Smith. Using r in hydrology: a review of recent developments and future directions. Hydrology and Earth System Sciences, 23(7):2939–2963, 2019. URL: https://hess.copernicus.org/articles/23/2939/2019/, doi:10.5194/hess-23-2939-2019.
Mark D. Wilkinson, Michel Dumontier, IJsbrand Jan Aalbersberg, Gabrielle Appleton, Myles Axton, Arie Baak, Niklas Blomberg, Jan-Willem Boiten, Luiz Bonino da Silva Santos, Philip E. Bourne, Jildau Bouwman, Anthony J. Brookes, Tim Clark, Mercè Crosas, Ingrid Dillo, Olivier Dumon, Scott Edmunds, Chris T. Evelo, Richard Finkers, Alejandra Gonzalez-Beltran, Alasdair J.G. Gray, Paul Groth, Carole Goble, Jeffrey S. Grethe, Jaap Heringa, Peter A.C ’t Hoen, Rob Hooft, Tobias Kuhn, Ruben Kok, Joost Kok, Scott J. Lusher, Maryann E. Martone, Albert Mons, Abel L. Packer, Bengt Persson, Philippe Rocca-Serra, Marco Roos, Rene van Schaik, Susanna-Assunta Sansone, Erik Schultes, Thierry Sengstag, Ted Slater, George Strawn, Morris A. Swertz, Mark Thompson, Johan van der Lei, Erik van Mulligen, Jan Velterop, Andra Waagmeester, Peter Wittenburg, Katherine Wolstencroft, Jun Zhao, and Barend Mons. The FAIR Guiding Principles for scientific data management and stewardship. Scientific Data, 3(1):160018, March 2016. URL: https://doi.org/10.1038/sdata.2016.18, doi:10.1038/sdata.2016.18.