Lotka–Volterra equations
PulseAugur coverage of Lotka–Volterra equations — every cluster mentioning Lotka–Volterra equations across labs, papers, and developer communities, ranked by signal.
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New MPINeuralODE method improves dynamical system learning
Researchers have developed MPINeuralODE, a novel approach to learning dynamical systems using neural ordinary differential equations. This method addresses the common issue of poor generalization to unseen initial condi…
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Agent-based models tuned to Lotka-Volterra dynamics
Researchers have developed a method to tune agent-based predator-prey models to better align with Lotka-Volterra dynamics. This approach uses a feature-based loss function to optimize environmental and demographic param…
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Echo-State Networks successfully reproduce rare events in chaotic systems
Researchers have utilized Echo-State Networks to accurately model and predict rare events within chaotic systems, specifically the competitive Lotka-Volterra model. The study demonstrates the network's capability to lea…
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Physics-informed neural networks offer unified approach for change-point detection
Researchers have developed a new method for analyzing nonlinear dynamical systems that exhibit regime switching. This approach utilizes physics-informed neural networks to jointly estimate piecewise parameters and ident…