Pattern recognition in reciprocal space with a magnon-scattering reservoir

Autor: Körber, L., Heins, C., Hula, T., Kim, J.-V., Thlang, S., Schultheiß, H., Faßbender, J., Schultheiß, K.
Jazyk: angličtina
Rok vydání: 2023
Předmět:
Zdroj: Nature Communications 14(2023), 3954
Popis: Magnons are elementary excitations in magnetic materials and undergo nonlinear multimode scattering processes at large input powers. In experiments and simulations, we show that the interaction between magnon modes of a confined magnetic vortex can be harnessed for pattern recognition. We study the magnetic response to signals comprising sine wave pulses with frequencies corresponding to radial mode excitations. Three-magnon scattering results in the excitation of different azimuthal modes, whose amplitudes depend strongly on the input sequences. We show that recognition rates above 95\% can be attained for four-symbol sequences using the scattered modes, with strong performance maintained with the presence of amplitude noise in the inputs.
Databáze: OpenAIRE