A linear-time, optimization-free, and edge device-compatible hypervector encoding

S Aygun, MH Najafi, M Imani - … & Test in Europe Conference & …, 2023 - ieeexplore.ieee.org
Hyperdimensional computing (HDC) offers a single-pass learning system by imitating the
brain-like signal structure. HDC data structure is in random hypervector format for better …

Sobol Sequence Optimization for Hardware-Efficient Vector Symbolic Architectures

S Aygun, MH Najafi - … on Computer-Aided Design of Integrated …, 2024 - ieeexplore.ieee.org
Hyperdimensional computing (HDC) is an emerging computing paradigm with significant
promise for efficient and robust learning. In HDC, objects are encoded with high …

Fully Learnable Hyperdimensional Computing Framework with Ultra-tiny Accelerator for Edge-side Applications

T Yu, B Wu, K Chen, G Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Brain-inspired hyperdimensional computing (HDC) is a new computational paradigm that
encodes input sample into a hypervector (generally with dimensions of), and performs …

SAR Filtering Algorithm for Detecting Terrain Relief Targets

Y Li, W Xiang, W Chen - IEEE Geoscience and Remote …, 2023 - ieeexplore.ieee.org
Synthetic aperture radar (SAR) is a powerful tool for all-weather, all-day observation, but it is
susceptible to interference in the echo phase, particularly from the nonlinear phase caused …