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[HTML][HTML] Recent advances in physical reservoir computing: A review
Reservoir computing is a computational framework suited for temporal/sequential data
processing. It is derived from several recurrent neural network models, including echo state …
processing. It is derived from several recurrent neural network models, including echo state …
Artificial intelligence and advanced materials
C López - Advanced Materials, 2023 - Wiley Online Library
Artificial intelligence (AI) is gaining strength, and materials science can both contribute to
and profit from it. In a simultaneous progress race, new materials, systems, and processes …
and profit from it. In a simultaneous progress race, new materials, systems, and processes …
A memristor-based analogue reservoir computing system for real-time and power-efficient signal processing
Reservoir computing offers a powerful neuromorphic computing architecture for
spatiotemporal signal processing. To boost the power efficiency of the hardware …
spatiotemporal signal processing. To boost the power efficiency of the hardware …
Dynamic memristor-based reservoir computing for high-efficiency temporal signal processing
Reservoir computing is a highly efficient network for processing temporal signals due to its
low training cost compared to standard recurrent neural networks, and generating rich …
low training cost compared to standard recurrent neural networks, and generating rich …
Neuromorphic computing with nanoscale spintronic oscillators
Neurons in the brain behave as nonlinear oscillators, which develop rhythmic activity and
interact to process information. Taking inspiration from this behaviour to realize high-density …
interact to process information. Taking inspiration from this behaviour to realize high-density …
Advances in photonic reservoir computing
We review a novel paradigm that has emerged in analogue neuromorphic optical
computing. The goal is to implement a reservoir computer in optics, where information is …
computing. The goal is to implement a reservoir computer in optics, where information is …
High-speed photonic reservoir computing using a time-delay-based architecture: Million words per second classification
Reservoir computing, originally referred to as an echo state network or a liquid state
machine, is a brain-inspired paradigm for processing temporal information. It involves …
machine, is a brain-inspired paradigm for processing temporal information. It involves …
Functional materials for memristor‐based reservoir computing: Dynamics and applications
G Zhang, J Qin, Y Zhang, G Gong… - Advanced Functional …, 2023 - Wiley Online Library
The booming development of artificial intelligence (AI) requires faster physical processing
units as well as more efficient algorithms. Recently, reservoir computing (RC) has emerged …
units as well as more efficient algorithms. Recently, reservoir computing (RC) has emerged …
Large-scale optical reservoir computing for spatiotemporal chaotic systems prediction
Reservoir computing is a relatively recent computational paradigm that originates from a
recurrent neural network and is known for its wide range of implementations using different …
recurrent neural network and is known for its wide range of implementations using different …
Neuromorphic photonic integrated circuits
This paper reviews some recent progress in the field of neuromorphic photonics, with a
particular focus on scalability. We provide a framework for understanding the underlying …
particular focus on scalability. We provide a framework for understanding the underlying …