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    Academic Journals

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• Building a machine learning surrogate model for wildfire activities within a global Earth system model.

  Authors:Qing Zhu, Fa Li, William J. Riley, Li Xu, Lei Zhao, Kunxiaojia Yuan, et al.From:Geoscientific Model Development (Vol. 15, Issue 5) Peer-Reviewed

  Mar. 8, 2022286 words Brief article Wildfire is an important ecosystem process, influencing land biogeophysical and biogeochemical dynamics and atmospheric composition. Fire-driven loss of vegetation cover, for example, directly modifies the surface energy...

• Emulation of high-resolution land surface models using sparse Gaussian processes with application to JULES.

  Authors:Evan Baker, Anna B. Harper, Daniel Williamson, and Peter ChallenorFrom:Geoscientific Model Development (Vol. 15, Issue 5) Peer-Reviewed

  Mar. 8, 2022254 words Brief article Land surface models are typically integrated into global climate projections, but as their spatial resolution increases the prospect of using them to aid in local policy decisions becomes more appealing. If these complex...