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United Kingdom

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Preprint Sep 2026

An active Lorentz gas: walking droplets in periodic media

The Lorentz gas is a paradigmatic model in dynamical systems theory for understanding the origin of nonequilibrium transport in terms of microscopic deterministic chaos. In the periodic setting, a point particle scatters elastically off disks arranged on a two-dimensional lattice. Here we replace the disks by smooth po...

A. Majaniemi, Esko Toivonen, R. Valani et al. · 0 citations
#machine learning Preprint Sep 2026

An Input-Frugal Deep Learning Framework for Weather-Driven National Crop-Yield Forecasting: A Case Study of Brazilian Soybean

Reliable, timely crop-yield forecasts are essential for market stability and risk management, yet many approaches rely on costly or hard-to-scale inputs. We present a frugal, transferable, and architecture-agnostic deep learning framework that uses routine weather as the only time-varying input plus two lightweight sta...

Fernando Dupin da Cunha Mello, Prashant Kumar, Erick G. Sperandio Nascimento Stricto Sensu Department et al. · 0 citations

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