High-order nanofluidic spiking encoding

Abstract High-order memristor is needed in neuromorphic engineering for sophisticated neural encoding. Progress has been made in solid-state memristor with electronic dynamics, which, however, presents a significant disparity with the ionic-chemical signaling in the human brain. Herein, we realize high-order nanofluidic spiking encoding based on synergizing the high porosity for non-linear ion transport, light responsibility for optical sensing, and catalytic chemistry for biological perception of a multifunctional covalent organic framework under nanoconfinement. The unique multimodal responses make possible the co-encoded spiking by electricity, light and real neurotransmitter glutamate in the physiological media, leading to the significantly enriched synaptic plasticity towards high-order spiking encoding behaviors, i.e. the rate encoding, time-to-first-spike encoding, rate and temporal fusion encoding, and history-dependent spiking encoding. It is expected to be a starting point for high-order nanofluidic spiking encoding.

Authors

Institutions

Publication Details

Journal
National Science Review
Published
2026-10-29
DOI
https://doi.org/10.1093/nsr/nwag684
Primary Topic
Advanced Memory and Neural Computing
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

High-order nanofluidic spiking encoding

Weiwei Zhao, Deju Ye, Jingjuan Xu, Jian-Xiang Pang et al.
National Science Review
Advanced Memory and Neural Computing
article

High-order nanofluidic spiking encoding

Weiwei Zhao, Deju Ye, Jingjuan Xu, Jian-Xiang Pang, Cheng Yuan, Yue Fang, Hong-Yuan Chen
article en

Abstract

Abstract High-order memristor is needed in neuromorphic engineering for sophisticated neural encoding. Progress has been made in solid-state memristor with electronic dynamics, which, however, presents a significant disparity with the ionic-chemical signaling in the human brain. Herein, we realize high-order nanofluidic spiking encoding based on synergizing the high porosity for non-linear ion transport, light responsibility for optical sensing, and catalytic chemistry for biological perception of a multifunctional covalent organic framework under nanoconfinement. The unique multimodal responses make possible the co-encoded spiking by electricity, light and real neurotransmitter glutamate in the physiological media, leading to the significantly enriched synaptic plasticity towards high-order spiking encoding behaviors, i.e. the rate encoding, time-to-first-spike encoding, rate and temporal fusion encoding, and history-dependent spiking encoding. It is expected to be a starting point for high-order nanofluidic spiking encoding.

National Science Review
State Key Laboratory of Analytical Chemistry for Life Science (CN), Nanjing University (CN)
Openalex Percentile: Top 24%
Advanced Memory and Neural Computing
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.

Laika access coming soon