Doppler Frequency‐Shift Information Processing in WOx‐Based Memristive Synapse for Auditory Motion Perception

Abstract Auditory motion perception is one crucial capability to decode and discriminate the spatiotemporal information for neuromorphic auditory systems. Doppler frequency‐shift feature and interaural time difference (ITD) are two fundamental cues of auditory information processing. In this work, t...

Full description

Bibliographic Details
Main Authors: Tao Zeng, Zhongqiang Wang, Ya Lin, YanKun Cheng, Xuanyu Shan, Ye Tao, Xiaoning Zhao, Haiyang Xu, Yichun Liu
Format: Article
Language:English
Published: Wiley 2023-05-01
Series:Advanced Science
Subjects:
Online Access:https://doi.org/10.1002/advs.202300030
_version_ 1797832940665700352
author Tao Zeng
Zhongqiang Wang
Ya Lin
YanKun Cheng
Xuanyu Shan
Ye Tao
Xiaoning Zhao
Haiyang Xu
Yichun Liu
author_facet Tao Zeng
Zhongqiang Wang
Ya Lin
YanKun Cheng
Xuanyu Shan
Ye Tao
Xiaoning Zhao
Haiyang Xu
Yichun Liu
author_sort Tao Zeng
collection DOAJ
description Abstract Auditory motion perception is one crucial capability to decode and discriminate the spatiotemporal information for neuromorphic auditory systems. Doppler frequency‐shift feature and interaural time difference (ITD) are two fundamental cues of auditory information processing. In this work, the functions of azimuth detection and velocity detection, as the typical auditory motion perception, are demonstrated in a WOx‐based memristive synapse. The WOx memristor presents both the volatile mode (M1) and semi‐nonvolatile mode (M2), which are capable of implementing the high‐pass filtering and processing the spike trains with a relative timing and frequency shift. In particular, the Doppler frequency‐shift information processing for velocity detection is emulated in the WOx memristor based auditory system for the first time, which relies on a scheme of triplet spike‐timing‐dependent‐plasticity in the memristor. These results provide new opportunities for the mimicry of auditory motion perception and enable the auditory sensory system to be applied in future neuromorphic sensing.
first_indexed 2024-04-09T14:16:54Z
format Article
id doaj.art-f0f97706832944bba394b9416a0dc6be
institution Directory Open Access Journal
issn 2198-3844
language English
last_indexed 2024-04-09T14:16:54Z
publishDate 2023-05-01
publisher Wiley
record_format Article
series Advanced Science
spelling doaj.art-f0f97706832944bba394b9416a0dc6be2023-05-05T09:24:48ZengWileyAdvanced Science2198-38442023-05-011013n/an/a10.1002/advs.202300030Doppler Frequency‐Shift Information Processing in WOx‐Based Memristive Synapse for Auditory Motion PerceptionTao Zeng0Zhongqiang Wang1Ya Lin2YanKun Cheng3Xuanyu Shan4Ye Tao5Xiaoning Zhao6Haiyang Xu7Yichun Liu8Key Laboratory for UV Light‐Emitting Materials and Technology (Northeast Normal University) Ministry of Education 5268 Renmin Street Changchun 130024 P. R. ChinaKey Laboratory for UV Light‐Emitting Materials and Technology (Northeast Normal University) Ministry of Education 5268 Renmin Street Changchun 130024 P. R. ChinaKey Laboratory for UV Light‐Emitting Materials and Technology (Northeast Normal University) Ministry of Education 5268 Renmin Street Changchun 130024 P. R. ChinaKey Laboratory for UV Light‐Emitting Materials and Technology (Northeast Normal University) Ministry of Education 5268 Renmin Street Changchun 130024 P. R. ChinaKey Laboratory for UV Light‐Emitting Materials and Technology (Northeast Normal University) Ministry of Education 5268 Renmin Street Changchun 130024 P. R. ChinaKey Laboratory for UV Light‐Emitting Materials and Technology (Northeast Normal University) Ministry of Education 5268 Renmin Street Changchun 130024 P. R. ChinaKey Laboratory for UV Light‐Emitting Materials and Technology (Northeast Normal University) Ministry of Education 5268 Renmin Street Changchun 130024 P. R. ChinaKey Laboratory for UV Light‐Emitting Materials and Technology (Northeast Normal University) Ministry of Education 5268 Renmin Street Changchun 130024 P. R. ChinaKey Laboratory for UV Light‐Emitting Materials and Technology (Northeast Normal University) Ministry of Education 5268 Renmin Street Changchun 130024 P. R. ChinaAbstract Auditory motion perception is one crucial capability to decode and discriminate the spatiotemporal information for neuromorphic auditory systems. Doppler frequency‐shift feature and interaural time difference (ITD) are two fundamental cues of auditory information processing. In this work, the functions of azimuth detection and velocity detection, as the typical auditory motion perception, are demonstrated in a WOx‐based memristive synapse. The WOx memristor presents both the volatile mode (M1) and semi‐nonvolatile mode (M2), which are capable of implementing the high‐pass filtering and processing the spike trains with a relative timing and frequency shift. In particular, the Doppler frequency‐shift information processing for velocity detection is emulated in the WOx memristor based auditory system for the first time, which relies on a scheme of triplet spike‐timing‐dependent‐plasticity in the memristor. These results provide new opportunities for the mimicry of auditory motion perception and enable the auditory sensory system to be applied in future neuromorphic sensing.https://doi.org/10.1002/advs.202300030auditory motion perceptionazimuth detectiondoppler frequency‐shiftmemristive synapsesvelocity detection
spellingShingle Tao Zeng
Zhongqiang Wang
Ya Lin
YanKun Cheng
Xuanyu Shan
Ye Tao
Xiaoning Zhao
Haiyang Xu
Yichun Liu
Doppler Frequency‐Shift Information Processing in WOx‐Based Memristive Synapse for Auditory Motion Perception
Advanced Science
auditory motion perception
azimuth detection
doppler frequency‐shift
memristive synapses
velocity detection
title Doppler Frequency‐Shift Information Processing in WOx‐Based Memristive Synapse for Auditory Motion Perception
title_full Doppler Frequency‐Shift Information Processing in WOx‐Based Memristive Synapse for Auditory Motion Perception
title_fullStr Doppler Frequency‐Shift Information Processing in WOx‐Based Memristive Synapse for Auditory Motion Perception
title_full_unstemmed Doppler Frequency‐Shift Information Processing in WOx‐Based Memristive Synapse for Auditory Motion Perception
title_short Doppler Frequency‐Shift Information Processing in WOx‐Based Memristive Synapse for Auditory Motion Perception
title_sort doppler frequency shift information processing in wox based memristive synapse for auditory motion perception
topic auditory motion perception
azimuth detection
doppler frequency‐shift
memristive synapses
velocity detection
url https://doi.org/10.1002/advs.202300030
work_keys_str_mv AT taozeng dopplerfrequencyshiftinformationprocessinginwoxbasedmemristivesynapseforauditorymotionperception
AT zhongqiangwang dopplerfrequencyshiftinformationprocessinginwoxbasedmemristivesynapseforauditorymotionperception
AT yalin dopplerfrequencyshiftinformationprocessinginwoxbasedmemristivesynapseforauditorymotionperception
AT yankuncheng dopplerfrequencyshiftinformationprocessinginwoxbasedmemristivesynapseforauditorymotionperception
AT xuanyushan dopplerfrequencyshiftinformationprocessinginwoxbasedmemristivesynapseforauditorymotionperception
AT yetao dopplerfrequencyshiftinformationprocessinginwoxbasedmemristivesynapseforauditorymotionperception
AT xiaoningzhao dopplerfrequencyshiftinformationprocessinginwoxbasedmemristivesynapseforauditorymotionperception
AT haiyangxu dopplerfrequencyshiftinformationprocessinginwoxbasedmemristivesynapseforauditorymotionperception
AT yichunliu dopplerfrequencyshiftinformationprocessinginwoxbasedmemristivesynapseforauditorymotionperception