Few-and single-molecule reservoir computing experimentally demonstrated with surface-enhanced Raman scattering and ion gating
D Nishioka, Y Shingaya, T Tsuchiya, T Higuchi… - Science …, 2024 - science.org
Molecule-based reservoir computing (RC) is promising for achieving low power
consumption neuromorphic computing, although the information-processing capability of …
consumption neuromorphic computing, although the information-processing capability of …
Brain-Inspired Reservoir Computing Using Memristors with Tunable Dynamics and Short-Term Plasticity
Recent advancements in reservoir computing (RC) research have created a demand for
analogue devices with dynamics that can facilitate the physical implementation of reservoirs …
analogue devices with dynamics that can facilitate the physical implementation of reservoirs …
Dynamic Memristors for Physical Reservoir Computing
Q Zhang, W Ouyang, X Wang, F Yang, J Chen, Z Wen… - Nanoscale, 2024 - pubs.rsc.org
Reservoir computing (RC) has garnered considerable attention for its efficient handling of
temporal signal and lower training costs. As a nonlinear dynamical system, RC can map low …
temporal signal and lower training costs. As a nonlinear dynamical system, RC can map low …
Reservoir Computing Using Interfacial Memristors with Native SiOx Nanostructures Modified by Room-Temperature Plasma Oxidation
X Cao, Y Xiao, Z Ma, W Chen, S Diao… - ACS Applied Nano …, 2024 - ACS Publications
We present an interface-type memristor utilizing native silicon oxide nanostructures
achieved through controlled plasma oxidation engineering at room temperature. This …
achieved through controlled plasma oxidation engineering at room temperature. This …
Intrinsic Voltage Offsets in Memcapacitive Biomembranes Enable High-Performance Physical Reservoir Computing
Reservoir computing is a brain-inspired machine learning framework for processing
temporal data by mapping inputs into high-dimensional spaces. Physical reservoir …
temporal data by mapping inputs into high-dimensional spaces. Physical reservoir …
[HTML][HTML] Correlation between PPF index and short-term memory in physical-reservoir computing with artificial synapse using simple RC-series circuit
The correlation between the short-term plasticity (STP) of artificial synapses and the
computational performance of physical-reservoir computing (PRC) using artificial synapses …
computational performance of physical-reservoir computing (PRC) using artificial synapses …
Dynamic Memristors for Temporal Signal Processing
F Song, H Shao, J Ming, J Sun, W Li… - Advanced Materials …, 2024 - Wiley Online Library
The rapid advancement of neuromorphic computing demands innovative hardware
solutions capable of efficiently mimicking the functionality of biological neural systems. In …
solutions capable of efficiently mimicking the functionality of biological neural systems. In …