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math.OC2026
Hybrid System Identification of Electric Freight Transition Dynamics via SINDy and Neural ODEs
Alessandro Carli, Maret Clement, Jonas MÃ¥rtensson +2
The transition to electric heavy-duty freight is constrained by a strong interdependence between vehicle adoption and charging infrastructure deployment. While system dynamics mode…
math.OC2025
Closed-Loop Neural Operator-Based Observer of Traffic Density
Alice Harting, Karl Henrik Johansson, Matthieu Barreau
We consider the problem of traffic density estimation with sparse measurements from stationary roadside sensors. Our approach uses Fourier neural operators to learn macroscopic tra…