KR20170041724A - 비동기 펄스 변조를 이용한 인공 뉴런들 및 스파이킹 뉴런들 - Google Patents

비동기 펄스 변조를 이용한 인공 뉴런들 및 스파이킹 뉴런들 Download PDF

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KR20170041724A
KR20170041724A KR1020177003315A KR20177003315A KR20170041724A KR 20170041724 A KR20170041724 A KR 20170041724A KR 1020177003315 A KR1020177003315 A KR 1020177003315A KR 20177003315 A KR20177003315 A KR 20177003315A KR 20170041724 A KR20170041724 A KR 20170041724A
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neuron
neurons
input
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영철 윤
블라디미르 아파린
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퀄컴 인코포레이티드
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    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/049—Temporal neural networks, e.g. delay elements, oscillating neurons or pulsed inputs
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G06N3/0455—Auto-encoder networks; Encoder-decoder networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
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    • G06N3/0499—Feedforward networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/082—Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections

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KR1020177003315A 2014-08-08 2015-07-07 비동기 펄스 변조를 이용한 인공 뉴런들 및 스파이킹 뉴런들 Withdrawn KR20170041724A (ko)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201462035192P 2014-08-08 2014-08-08
US62/035,192 2014-08-08
US14/522,348 2014-10-23
US14/522,348 US20160042271A1 (en) 2014-08-08 2014-10-23 Artificial neurons and spiking neurons with asynchronous pulse modulation
PCT/US2015/039396 WO2016022241A1 (en) 2014-08-08 2015-07-07 Artificial neurons and spiking neurons with asynchronous pulse modulation

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KR20170041724A true KR20170041724A (ko) 2017-04-17

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US (1) US20160042271A1 (cg-RX-API-DMAC7.html)
EP (1) EP3178039A1 (cg-RX-API-DMAC7.html)
JP (1) JP2017529592A (cg-RX-API-DMAC7.html)
KR (1) KR20170041724A (cg-RX-API-DMAC7.html)
CN (1) CN106575378A (cg-RX-API-DMAC7.html)
BR (1) BR112017002368A2 (cg-RX-API-DMAC7.html)
SG (1) SG11201610615QA (cg-RX-API-DMAC7.html)
WO (1) WO2016022241A1 (cg-RX-API-DMAC7.html)

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CN106897768B (zh) * 2017-01-25 2020-04-21 清华大学 神经网络信息发送方法和系统
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US10956811B2 (en) * 2017-07-31 2021-03-23 Intel Corporation Variable epoch spike train filtering
US11216723B2 (en) * 2017-08-11 2022-01-04 Syntiant Pulse-width modulated multiplier
JP6293963B1 (ja) * 2017-08-31 2018-03-14 Tdk株式会社 ニューロモルフィック素子を含むアレイの制御装置、離散化ステップサイズの演算方法およびプログラム
US11593623B2 (en) * 2017-12-22 2023-02-28 Intel Corporation Spiking neural network accelerator using external memory
WO2019133732A1 (en) * 2017-12-28 2019-07-04 Knowles Electronics, Llc Content-based audio stream separation
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CN109039980B (zh) * 2018-07-12 2020-09-25 北京大学 一种时空脉冲阵列信号进行量化的方法
US11232352B2 (en) 2018-07-17 2022-01-25 Hewlett Packard Enterprise Development Lp Memristor spiking architecture
US20210232930A1 (en) * 2018-10-11 2021-07-29 Google Llc Temporal Coding in Leaky Spiking Neural Networks
US20220058492A1 (en) * 2018-12-04 2022-02-24 Technion Research & Development Foundation Limited Delta-sigma modulation neurons for high-precision training of memristive synapses in deep neural networks
US11593629B2 (en) * 2019-03-18 2023-02-28 SiliconIntervention Inc. Hybrid delta modulator as neuron with memory
CN112308107A (zh) 2019-07-25 2021-02-02 智力芯片有限责任公司 可重构和时间编码卷积尖峰神经网络中基于事件的特征分类
US11727252B2 (en) * 2019-08-30 2023-08-15 International Business Machines Corporation Adaptive neuromorphic neuron apparatus for artificial neural networks
US11599799B1 (en) * 2019-09-17 2023-03-07 Rockwell Collins, Inc. Digital signal processing with neural networks
KR102795609B1 (ko) * 2019-11-25 2025-04-15 삼성전자주식회사 뉴로모픽 장치 및 이를 포함하는 뉴로모픽 시스템
JP7271463B2 (ja) * 2020-03-06 2023-05-11 株式会社東芝 シナプス回路およびニューラルネットワーク装置
US20210209473A1 (en) * 2021-03-25 2021-07-08 Intel Corporation Generalized Activations Function for Machine Learning
CN116415636A (zh) * 2021-12-28 2023-07-11 北京灵汐科技有限公司 事件传输方法、处理设备、计算机可读介质
US20230376736A1 (en) * 2022-05-23 2023-11-23 International Business Machines Corporation Neuron circuits for spiking neural networks
CN115169547B (zh) * 2022-09-09 2022-11-29 深圳时识科技有限公司 神经形态芯片及电子设备
CN116306857B (zh) * 2023-05-18 2023-07-18 湖北大学 一种基于神经元膜高低电位采样的脉冲电路

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US12511523B2 (en) 2020-06-05 2025-12-30 Electronics And Telecommunications Research Institute Data processing device of spike neural network and data processing method thereof

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JP2017529592A (ja) 2017-10-05
WO2016022241A1 (en) 2016-02-11
US20160042271A1 (en) 2016-02-11
BR112017002368A2 (pt) 2017-12-05
CN106575378A (zh) 2017-04-19
SG11201610615QA (en) 2017-02-27
EP3178039A1 (en) 2017-06-14

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