On the Role of Preprocessing and Memristor Dynamics in Reservoir Computing for Image Classification
ABSTRACT Reservoir computing (RC) is an emerging recurrent neural network architecture that has attracted growing attention for its low training cost and modest hardware requirements. Memristor‐based circuits are particularly promising for RC, as their intrinsic dynamics can reduce network size and parameter overhead in tasks such as time‐series ...
Rishona Daniels +4 more
wiley +1 more source
The "Three-Tier Regulatory Network" of Orthokeratology in Myopia Control: Evidence Weight of Underlying Mechanisms, Controversies, and New Perspectives for Clinical Translation--A Review. [PDF]
Han L, He S, Dong S, Lu Y, Zhang M.
europepmc +1 more source
Giant Exfoliation Induced Magnetic Coercivity in Fe3GaTe2
Mechanical exfoliation is shown to transform the van der Waals ferromagnet Fe3GaTe2 from a soft into a hard magnetic system. Reducing thickness drives a crossover to single‐domain behavior, dramatically enhancing in‐plane coercivity to near–permanent‐magnet levels at room temperature.
Lingrui Mei +8 more
wiley +1 more source
Longitudinal topological manipulations of vortex fields via nested spiral arrays. [PDF]
Wang Y, Wu J, Ma L, Liu J.
europepmc +1 more source
Linear and Programmable Long‐Term Plasticity in PECVD Amorphous SiC Memristors
Stoichiometry‐engineered PECVD amorphous SiC memristors exhibit highly linear and programmable long‐term synaptic plasticity with a nonlinearity as low as 0.08. By controlling the local bonding environment, stable multilevel conductance updates are achieved, enabling robust neural‐network classification on MNIST and CIFAR‐10 and highlighting amorphous ...
Qin Liu +6 more
wiley +1 more source
Agrarian and ℓ 2 -Betti numbers of locally indicable groups, with a twist. [PDF]
Kielak D, Sun B.
europepmc +1 more source
Intrinsic Mechanical Parameters and their Characterization in Solid‐State Lithium Batteries
This review focuses on the intrinsic mechanical parameters and their associated characterization in solid‐state batteries. The physical significance of mechanics parameters is introduced with exhaustive classifications by elastic, plastic deformations and fracture in bulk, adhesion, friction at interfaces, and mechanical fatigue in cells ...
Shuai Hao +5 more
wiley +1 more source
Roadmap on singular optics and its applications. [PDF]
Balasubramaniam GM +49 more
europepmc +1 more source
A Survey of Lattice-Based Physical-Layer Security for Wireless Systems with <i>p</i>-Modular Lattice Constructions. [PDF]
Khodaiemehr H +5 more
europepmc +1 more source
Fluid-derived lattices for unbiased modeling of bacterial colony growth. [PDF]
Verhoef B, Hermsen R, de Graaf J.
europepmc +1 more source

