363 citations · 899 across the 23 of their papers we have counts for
6 papers · 1 filter
Theory of neuromorphic computing by waves: machine learning by rogue waves, dispersive shocks, and solitons
Giulia Marcucci, Davide Pierangeli, Claudio Conti
We study artificial neural networks with nonlinear waves as a computing reservoir. We discuss universality and the conditions to learn a dataset in terms of output channels and non…
Anisotropic Optical Shock Waves in Isotropic Media with Giant Nonlocal Nonlinearity
Giulia Marcucci, Phillip Cala, Weining Man +3
Dispersive shock waves in thermal optical media belong to the third-order nonlinear phenomena, whose intrinsic irreversibility is described by time asymmetric quantum mechanics. Re…
Topological Control of Extreme Waves
Giulia Marcucci, Davide Pierangeli, Aharon J. Agranat +3
From optics to hydrodynamics, shock and rogue waves are widespread. Although they appear as distinct phenomena, new theories state that transitions between extreme waves are allowe…
Optical Spatial Shock Waves in Nonlocal Nonlinear Media
Giulia Marcucci, Davide Pierangeli, Silvia Gentilini +3
Dispersive shock waves are fascinating phenomena occurring when nonlinearity overwhelms linear effects, such as dispersion and diffraction. Many features of shock waves are still u…
Large-scale photonic Ising machine by spatial light modulation
D. Pierangeli, G. Marcucci, C. Conti
Quantum and classical physics can be used for mathematical computations that are hard to tackle by conventional electronics. Very recently, optical Ising machines have been demonst…
Programming multi-level quantum gates in disordered computing reservoirs via machine learning and TensorFlow
Giulia Marcucci, Davide Pierangeli, Pepijn Pinkse +2
Novel machine learning computational tools open new perspectives for quantum information systems. Here we adopt the open-source programming library TensorFlow to design multi-level…