Zobrazeno 1 - 10
of 16 113
pro vyhledávání: '"reservoir computing"'
Photonics has long been considered an attractive substrate for next generation implementations of machine-learning concepts. Reservoir Computing tremendously facilitated the realization of recurrent neural networks in analogue hardware. This concept
Surrogate modeling of non-linear oscillator networks remains challenging due to discrepancies between simplified analytical models and real-world complexity. To bridge this gap, we investigate hybrid reservoir computing, combining reservoir computing
Externí odkaz:
http://arxiv.org/abs/2411.05867
Reservoir computing with optical devices offers an energy-efficient approach for time-series forecasting. Quantum dot lasers with feedback are modelled in this paper to explore the extent to which increased complexity in the charge carrier dynamics w
Externí odkaz:
http://arxiv.org/abs/2411.02032
Publikováno v:
Published in Scientific Reports 2024
A chemical discrimination system based on photonic reservoir computing is demonstrated experimentally for the first time. The system is inspired by the way humans perceive and process visual sensory information. The electro-optical reservoir computin
Externí odkaz:
http://arxiv.org/abs/2410.11755
Quantum reservoir computing (QRC) exploits the dynamical properties of quantum systems to perform machine learning tasks. We demonstrate that optimal performance in QRC can be achieved without relying on disordered systems. Systems with all-to-all to
Externí odkaz:
http://arxiv.org/abs/2411.13401
Reservoir computing - information processing based on untrained recurrent neural networks with random connections - is expected to depend on the nonlinear properties of the neurons and the resulting oscillatory, chaotic, or fixpoint dynamics of the n
Externí odkaz:
http://arxiv.org/abs/2411.10047
Over the past decades, we have witnessed a rapid emergence of soft and reconfigurable robots thanks to their capability to interact safely with humans and adapt to complex environments. However, their softness makes accurate control very challenging.
Externí odkaz:
http://arxiv.org/abs/2411.07309
Autor:
Qian, Daoyuan, Fiete, Ila
Reservoir computing (RC) harnesses the intrinsic dynamics of a chaotic system, called the reservoir, to perform various time-varying functions. An important use-case of RC is the generation of target temporal sequences via a trainable output-to-reser
Externí odkaz:
http://arxiv.org/abs/2410.20393
Reservoir computing (RC) is one of the hottest research topic as an application of many physical devices because the device characteristics can be used directly in computing sequences. Quantum RC is also a promising candidate for application in small
Externí odkaz:
http://arxiv.org/abs/2410.07481