3 papers
cs.LG2026
Phase space integrity in neural network models of Hamiltonian dynamics: A Lagrangian descriptor approach
Abrari Noor Hasmi, Haralampos Hatzikirou, Hadi Susanto
We propose Lagrangian Descriptors (LDs) as a diagnostic framework for evaluating neural network models of Hamiltonian systems beyond conventional trajectory-based metrics. Standard…
cs.CE2025
Model-free Forecasting of Rogue Waves using Reservoir Computing
Abrari Noor Hasmi, Hadi Susanto
Recent research has demonstrated Reservoir Computing's capability to model various chaotic dynamical systems, yet its application to Hamiltonian systems remains relatively unexplor…
nlin.PS2025
Supratransmission of rogue wave-like breathing solitons
Abrari Noor Hasmi, Hadi Susanto
Supratransmission is a fascinating and counterintuitive nonlinear wave phenomenon that enables energy transmission through frequency band gaps. Recent studies have suggested that s…