Projekt
Photo-induced currents and short-term memory for reservoir computing in a ferroelectric semiconductor
Physical reservoir computing represents an energy efficient approach for processing temporal signals by exploiting the intrinsic nonlinear dynamics and fading memory of a physical system. Recently, ferroelectric semiconductors moved into focus as reservoir materials motivated by their versatile electronic responses to…
Physical reservoir computing represents an energy efficient approach for processing temporal signals by exploiting the intrinsic nonlinear dynamics and fading memory of a physical system. Recently, ferroelectric semiconductors moved into focus as reservoir materials motivated by their versatile electronic responses to external stimuli. Here, we explore the fundamental possibility to recognize time-varying light pulses via photo-induced currents, using the small-band-gap p-type semiconductor ErMnO$_3$ as a model system. Under white light illumination, ErMnO$_3$ exhibits non-linearly evolving photo-induced currents and controllable relaxation dynamics that naturally realize the high-dimensional projection and fading memory capabilities required for reservoir computing. The reservoir capability of ErMnO$_3$ is reflected by the improved recognition accuracy of "Past" input pulses, which increases from ~33% to ~93% after applying reservoir transformation to the input signal. The results present ferroelectric hexagonal manganites as a promising platform for photo-induced current-based reservoir computing and highlight the potential of light-driven oxide semiconductors for temporal information processing.
Hochschulen
- Norwegian University of Science and Technology Norwegian University of Science and Technology – Hochschule bzw. Forschungseinrichtung mit Aktivitäten in For…
- University of Duisburg-Essen University of Duisburg-Essen – Hochschule bzw. Forschungseinrichtung mit Aktivitäten in Forschung und Innovat…
- University of Augsburg University of Augsburg – Hochschule bzw. Forschungseinrichtung mit Aktivitäten in Forschung und Innovation.