Stability and Fluctuations in Complex Ecological Systems

no code implementations • 12 Jun 2023 • Eric Forgoston, Sarah Day, Peter C. de Ruiter, Arjen Doelman, Nienke Hartemink, Alan Hastings, Lia Hemerik, Alexandru Hening, Josef Hofbauer, Sonia Kefi, David A. Kessler, Toni Klauschies, Christian Kuehn, Xiaoxiao Li, John C. Moore, Elly Morrien, Anje-Margriet Neutel, Jelena Pantel, Sebastian J. Schreiber, Leah B. Shaw, Nadav Shnerb, Eric Siero, Laura S. Storch, Michael A. S. Thorne, Ingrid van de Leemput, Ellen van Velzen, Els Weinans

From 08-12 August, 2022, 32 individuals participated in a workshop, Stability and Fluctuations in Complex Ecological Systems, at the Lorentz Center, located in Leiden, The Netherlands.

Knowledge-Based Learning of Nonlinear Dynamics and Chaos

1 code implementation • 7 Oct 2020 • Tom Z. Jiahao, M. Ani Hsieh, Eric Forgoston

For the Lorenz system, different types of domain knowledge are incorporated to demonstrate the strength of knowledge embedding in data-driven system identification.

BIG-bench Machine Learning

Bridging the Gap: Machine Learning to Resolve Improperly Modeled Dynamics

no code implementations • 23 Aug 2020 • Maan Qraitem, Dhanushka Kularatne, Eric Forgoston, M. Ani Hsieh

We present a data-driven modeling strategy to overcome improperly modeled dynamics for systems exhibiting complex spatio-temporal behaviors.

BIG-bench Machine Learning