Live Demonstration: An Efficient Hardware for Real-time Multi-channel Spike Sorting with Localization

This work presents L-Sort, the first localization-based spike sorting accelerator on a miniaturized chip hardware (FPGA). Spike sorting, crucial for neural activity analysis, involves detecting, extracting, and clustering spikes. L-Sort uses geometric data to localize spikes, reducing the need for extensive waveform retention. The system includes a ZCU104 FPGA board and a computer for real-time visualization. Visitors will feed raw Neuropixel data into the FPGA and observe real-time sorted spike trains.

Authors

Institutions

Publication Details

Published
2024-10-24
DOI
https://doi.org/10.1109/biocas61083.2024.10798294
Primary Topic
Advanced Wireless Communication Techniques
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Live Demonstration: An Efficient Hardware for Real-time Multi-channel Spike Sorting with Localization

Yuntao Han, Alister Hamilton, Shiwei Wang
Advanced Wireless Communication Techniques
article

Live Demonstration: An Efficient Hardware for Real-time Multi-channel Spike Sorting with Localization

Yuntao Han, Alister Hamilton, Shiwei Wang
article en

Abstract

This work presents L-Sort, the first localization-based spike sorting accelerator on a miniaturized chip hardware (FPGA). Spike sorting, crucial for neural activity analysis, involves detecting, extracting, and clustering spikes. L-Sort uses geometric data to localize spikes, reducing the need for extensive waveform retention. The system includes a ZCU104 FPGA board and a computer for real-time visualization. Visitors will feed raw Neuropixel data into the FPGA and observe real-time sorted spike trains.

National Microelectronics Institute (GB), University of Edinburgh (GB)
Royal Society
Openalex Percentile: Top 78%
Advanced Wireless Communication Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.