Beyond ecosystem modeling: a roadmap to community cyberinfrastructure for ecological data‐model integrationFer, I. ORCID: https://orcid.org/0000-0001-8236-303X, Gardella, A. K., Shiklomanov, A. N. ORCID: https://orcid.org/0000-0003-4022-5979, Campbell, E. E. ORCID: https://orcid.org/0000-0002-9272-6276, Cowdery, E. M., De Kauwe, M. G. ORCID: https://orcid.org/0000-0002-3399-9098, Desai, A., Duveneck, M. J., Fisher, J. B., Haynes, K. D., Hoffman, F. M., Johnston, M. R., Kooper, R., LeBauer, D. S., Mantooth, J., Parton, W., Poulter, B. ORCID: https://orcid.org/0000-0002-9493-8600, Quaife, T. ORCID: https://orcid.org/0000-0001-6896-4613, Raiho, A. ORCID: https://orcid.org/0000-0002-2552-3399, Schaefer, K. , Serbin, S. P. ORCID: https://orcid.org/0000-0003-4136-8971, Simkins, J., Wilcox, K. R., Viskari, T. and Dietze, M. C. ORCID: https://orcid.org/0000-0002-2324-2518 (2020) Beyond ecosystem modeling: a roadmap to community cyberinfrastructure for ecological data‐model integration. Global Change Biology, 27 (1). pp. 13-26. ISSN 1365-2486
It is advisable to refer to the publisher's version if you intend to cite from this work. See Guidance on citing. To link to this item DOI: 10.1111/gcb.15409 Abstract/SummaryIn an era of rapid global change, our ability to understand and predict Earth's natural systems is lagging behind our ability to monitor and measure changes in the biosphere. Bottlenecks to informing models with observations have reduced our capacity to fully exploit the growing volume and variety of available data. Here, we take a critical look at the information infrastructure that connects ecosystem modeling and measurement efforts, and propose a roadmap to community cyberinfrastructure development that can reduce the divisions between empirical research and modeling and accelerate the pace of discovery. A new era of data‐model integration requires investment in accessible, scalable, transparent tools that integrate the expertise of the whole community, including both modelers and empiricists. This roadmap focuses on five key opportunities for community tools: the underlying foundationsof community cyberinfrastructure; data ingest; calibration of models to data; model‐data benchmarking; and data assimilation and ecological forecasting. This community‐driven approach is key to meeting the pressing needs of science and society in the 21st century.
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