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Francesco Martinuzzi

@martinuzzi.bsky.social
226 followers 190 following 3 posts

Postdoctoral researcher | Chaos and ML | @mpipks.bsky.social martinuzzi.net

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Francesco Martinuzzi @martinuzzi.bsky.social · 09/09/2025
What is the minimally effective way to construct a reservoir computer that can learn chaotic dynamics? In my new paper, I demonstrate that deterministically constructed reservoirs with minimal topologies (MESNs) consistently outperform conventional random-initialized ESNs. 1/2
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Reposted by Francesco Martinuzzi
Miguel D. Mahecha @miguelmahecha.bsky.social · 16/11/2024
So, we managed to survive review and published it is: npg.copernicus.org/articles/31/...
npg.copernicus.org
Learning extreme vegetation response to climate drivers with recurrent neural networks
Abstract. The spectral signatures of vegetation are indicative of ecosystem states and health. Spectral indices used to monitor vegetation are characterized by long-term trends, seasonal fluctuations,...
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Francesco Martinuzzi @martinuzzi.bsky.social · 07/02/2024
SpectralIndices.jl v0.2.0 is out! Dive into enriched docs with DataFrames & YAXArrays examples and enjoy significantly faster index computations. Upgrade now for a smoother experience! #JuliaLang #SpectralIndices
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Reposted by Francesco Martinuzzi
Miguel D. Mahecha @miguelmahecha.bsky.social · 18/10/2023
Happy for PhD cand Francesco Martinuzzi for having is paper in discussion comparing various RNNs in modelling vegetation responses ... there are still arguments for #ESNs, but all models struggled to capture impact of extremes. More research needed! 🌱🌍 🔗https://doi.org/10.5194/egusphere-2023-2368
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