JP7562522B2 - スパイキングニューラルネットワーク - Google Patents

スパイキングニューラルネットワーク Download PDF

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JP7562522B2
JP7562522B2 JP2021527165A JP2021527165A JP7562522B2 JP 7562522 B2 JP7562522 B2 JP 7562522B2 JP 2021527165 A JP2021527165 A JP 2021527165A JP 2021527165 A JP2021527165 A JP 2021527165A JP 7562522 B2 JP7562522 B2 JP 7562522B2
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クマール、スメート・スシェール
ズジャージョ、アミール
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    • G06N3/049Temporal neural networks, e.g. delay elements, oscillating neurons or pulsed inputs
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    • G06N3/06Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
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JP2021527165A 2018-11-18 2019-11-14 スパイキングニューラルネットワーク Active JP7562522B2 (ja)

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Families Citing this family (36)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR102744306B1 (ko) * 2018-12-07 2024-12-18 삼성전자주식회사 뉴럴 네트워크를 분할하는 방법 및 뉴로모픽 장치
US20200293860A1 (en) * 2019-03-11 2020-09-17 Infineon Technologies Ag Classifying information using spiking neural network
US11468276B2 (en) * 2020-04-16 2022-10-11 Robert Bosch Gmbh System and method of a monotone operator neural network
CN111723726B (zh) * 2020-06-17 2023-09-19 苏州大学 一种脉冲神经膜系统干燥剂包装袋识别模型的识别方法
US12347421B2 (en) * 2020-06-25 2025-07-01 PolyN Technology Limited Sound signal processing using a neuromorphic analog signal processor
US20210406661A1 (en) 2020-06-25 2021-12-30 PolyN Technology Limited Analog Hardware Realization of Neural Networks
US20230368004A1 (en) * 2020-10-05 2023-11-16 Innatera Nanosystems B.V. Adaptation of snns through transient synchrony
US20220156564A1 (en) * 2020-11-18 2022-05-19 Micron Technology, Inc. Routing spike messages in spiking neural networks
KR102558169B1 (ko) * 2020-11-20 2023-07-24 한국과학기술원 신경 발화 데이터 프로파일링 및 컨텐츠 추출을 위한 컴퓨터 시스템, 및 그의 방법
KR20220081782A (ko) 2020-12-09 2022-06-16 삼성전자주식회사 뉴럴 네트워크를 이용하는 데이터 처리 방법, 데이터 처리 장치 및 이를 포함한 전자 장치
JP7438994B2 (ja) * 2021-01-07 2024-02-27 株式会社東芝 ニューラルネットワーク装置及び学習方法
EP4535238A3 (en) * 2021-04-16 2025-06-25 Innatera Nanosystems B.V. Hierarchical reconfigurable multi-segment spiking neural network
CN117203946A (zh) * 2021-04-16 2023-12-08 诺基亚通信公司 用于确定随机接入前导标识符的装置、方法和非瞬态计算机可读介质
US20230004777A1 (en) * 2021-07-05 2023-01-05 Electronics And Telecommunications Research Institute Spike neural network apparatus based on multi-encoding and method of operation thereof
SE2151099A1 (en) * 2021-09-03 2023-03-04 IntuiCell AB A computer-implemented or hardware-implemented method, a computer program product, an apparatus, a transfer function unit and a system for identification or separation of entities
US12001529B1 (en) * 2021-11-05 2024-06-04 Validate Me LLC Counting machine for manufacturing and validating event-relevant identities via an ensemble network
CN116245147B (zh) * 2021-12-03 2025-12-05 中国科学院微电子研究所 一种脉冲神经网络结构
CN114528983B (zh) * 2021-12-29 2025-08-29 北京时代民芯科技有限公司 一种脉冲神经元加固电路、加固方法
CN114781597B (zh) * 2022-03-28 2024-09-06 华中科技大学 面向时间序列预测的漂移脉冲神经网络构建方法及其应用
CN114781575B (zh) * 2022-04-07 2025-04-08 华南师范大学 一种基于秀丽线虫神经元的全智能小车
KR102845414B1 (ko) * 2022-05-30 2025-08-12 한국전자통신연구원 스파이크 뉴럴 네트워크 회로
US12579470B2 (en) 2022-06-24 2026-03-17 Microsoft Technology Licensing, Llc Systems and methods for distributing layers of special mixture-of-experts machine learning models
EP4303766A1 (en) * 2022-07-07 2024-01-10 Centre national de la recherche scientifique A neuro-synaptic system for real time processing of trading data and associated computer program
CN115496195A (zh) * 2022-08-08 2022-12-20 西安电子科技大学 基于mzi阵列和fp-sa的光脉冲神经网络实现装置
KR20250051711A (ko) * 2022-08-16 2025-04-17 인나테라 나노시스템즈 비.브이. 재구성 가능한 모듈형 뉴로시냅틱 연산 구조를 위한 시스템 및 방법
US20240086682A1 (en) * 2022-09-13 2024-03-14 International Business Machines Corporation Function-based activation of memory tiers
CN115421929A (zh) * 2022-11-04 2022-12-02 北京大学 MoE模型训练方法、装置、设备以及存储介质
EP4369032A1 (en) * 2022-11-09 2024-05-15 VoxelSensors SRL Optical sensing system
US20240221756A1 (en) * 2022-12-29 2024-07-04 Intel Corporation End-to-end neuromorphic acoustic processing
CN116757256B (zh) * 2023-06-06 2026-02-13 深圳时识科技有限公司 带通滤波方法及装置、芯片及电子设备
CN117077746B (zh) * 2023-08-25 2025-08-05 南京大学 基于二值权重的脉冲神经网络的无监督片上学习系统
US20250232162A1 (en) * 2024-01-16 2025-07-17 Huawei Technologies Co., Ltd. Method and apparatus for improved generative ai models
CN117688992B (zh) * 2024-02-01 2024-06-04 之江实验室 神经元计算机操作系统的资源映射方法和装置
CN118096500B (zh) * 2024-03-15 2024-09-13 山东科技大学 基于多稳态耦合神经网络动力学特性的图像储存方法及系统
KR102945523B1 (ko) * 2024-10-04 2026-03-30 고려대학교 세종산학협력단 단기 기억 시냅스 소자를 활용한 대역 통과 필터
CN120134326B (zh) * 2025-05-13 2025-07-15 江苏智慧工场技术研究院有限公司 一种控制双轮机器人直线行走的方法和系统

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2013065336A (ja) 2012-11-22 2013-04-11 Canon Inc 情報処理方法、情報処理装置
JP2016539407A (ja) 2013-10-29 2016-12-15 クゥアルコム・インコーポレイテッドQualcomm Incorporated 因果顕著性時間推論
US20170236027A1 (en) 2016-02-16 2017-08-17 Brainchip Inc. Intelligent biomorphic system for pattern recognition with autonomous visual feature extraction
US20170316310A1 (en) 2015-03-18 2017-11-02 Hrl Laboratories, Llc System and method for decoding spiking reservoirs with continuous synaptic plasticity

Family Cites Families (42)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2810202B2 (ja) 1990-04-25 1998-10-15 株式会社日立製作所 ニューラルネットワークによる情報処理装置
JP3560670B2 (ja) * 1995-02-06 2004-09-02 富士通株式会社 適応的認識システム
US8606732B2 (en) * 2010-08-04 2013-12-10 Qualcomm Incorporated Methods and systems for reward-modulated spike-timing-dependent-plasticity
US8942466B2 (en) * 2010-08-26 2015-01-27 Brain Corporation Sensory input processing apparatus and methods
US20120084240A1 (en) * 2010-09-30 2012-04-05 International Business Machines Corporation Phase change memory synaptronic circuit for spiking computation, association and recall
US8515885B2 (en) * 2010-10-29 2013-08-20 International Business Machines Corporation Neuromorphic and synaptronic spiking neural network with synaptic weights learned using simulation
US8856055B2 (en) * 2011-04-08 2014-10-07 International Business Machines Corporation Reconfigurable and customizable general-purpose circuits for neural networks
US9047568B1 (en) * 2012-09-20 2015-06-02 Brain Corporation Apparatus and methods for encoding of sensory data using artificial spiking neurons
US9147156B2 (en) * 2011-09-21 2015-09-29 Qualcomm Technologies Inc. Apparatus and methods for synaptic update in a pulse-coded network
US9460387B2 (en) * 2011-09-21 2016-10-04 Qualcomm Technologies Inc. Apparatus and methods for implementing event-based updates in neuron networks
US8725662B2 (en) * 2011-09-21 2014-05-13 Brain Corporation Apparatus and method for partial evaluation of synaptic updates based on system events
US9159020B2 (en) 2012-09-14 2015-10-13 International Business Machines Corporation Multiplexing physical neurons to optimize power and area
US9189730B1 (en) * 2012-09-20 2015-11-17 Brain Corporation Modulated stochasticity spiking neuron network controller apparatus and methods
EP2973240A4 (en) * 2013-03-15 2017-09-27 HRL Laboratories, LLC Neural network and method of programming
US9558443B2 (en) * 2013-08-02 2017-01-31 International Business Machines Corporation Dual deterministic and stochastic neurosynaptic core circuit
US10095718B2 (en) * 2013-10-16 2018-10-09 University Of Tennessee Research Foundation Method and apparatus for constructing a dynamic adaptive neural network array (DANNA)
US20150170027A1 (en) * 2013-12-13 2015-06-18 Qualcomm Incorporated Neuronal diversity in spiking neural networks and pattern classification
US20150242745A1 (en) * 2014-02-21 2015-08-27 Qualcomm Incorporated Event-based inference and learning for stochastic spiking bayesian networks
US20150269485A1 (en) * 2014-03-24 2015-09-24 Qualcomm Incorporated Cold neuron spike timing back-propagation
US10006978B2 (en) * 2014-05-30 2018-06-26 Leidos Innovations Technology, Inc. Method and system for signal processing
US9990580B2 (en) 2015-03-13 2018-06-05 International Business Machines Corporation Neuromorphic synapses
US9971965B2 (en) * 2015-03-18 2018-05-15 International Business Machines Corporation Implementing a neural network algorithm on a neurosynaptic substrate based on metadata associated with the neural network algorithm
US9984323B2 (en) * 2015-03-26 2018-05-29 International Business Machines Corporation Compositional prototypes for scalable neurosynaptic networks
CN106250981B (zh) * 2015-06-10 2022-04-01 三星电子株式会社 减少存储器访问和网络内带宽消耗的脉冲神经网络
US11157800B2 (en) * 2015-07-24 2021-10-26 Brainchip, Inc. Neural processor based accelerator system and method
KR20170025715A (ko) * 2015-08-31 2017-03-08 에스케이하이닉스 주식회사 시냅스 및 이를 포함하는 뉴로모픽 장치
US10733500B2 (en) * 2015-10-21 2020-08-04 International Business Machines Corporation Short-term memory using neuromorphic hardware
CN105404902B (zh) * 2015-10-27 2019-02-05 清华大学 基于脉冲神经网络的图像特征描述和记忆方法
US10460237B2 (en) * 2015-11-30 2019-10-29 International Business Machines Corporation Neuron-centric local learning rate for artificial neural networks to increase performance, learning rate margin, and reduce power consumption
CN105719000B (zh) * 2016-01-21 2018-02-16 广西师范大学 一种神经元硬件装置及用这种装置模拟脉冲神经网络的方法
US11157798B2 (en) * 2016-02-12 2021-10-26 Brainchip, Inc. Intelligent autonomous feature extraction system using two hardware spiking neutral networks with spike timing dependent plasticity
KR102399548B1 (ko) * 2016-07-13 2022-05-19 삼성전자주식회사 뉴럴 네트워크를 위한 방법 및 그 방법을 수행하는 장치
US10671912B2 (en) * 2016-09-13 2020-06-02 Sap Se Spatio-temporal spiking neural networks in neuromorphic hardware systems
US10338629B2 (en) * 2016-09-22 2019-07-02 International Business Machines Corporation Optimizing neurosynaptic networks
EP3324343A1 (en) * 2016-11-21 2018-05-23 Centre National de la Recherche Scientifique Unsupervised detection of repeating patterns in a series of events
US10885425B2 (en) * 2016-12-20 2021-01-05 Intel Corporation Network traversal using neuromorphic instantiations of spike-time-dependent plasticity
US11151441B2 (en) * 2017-02-08 2021-10-19 Brainchip, Inc. System and method for spontaneous machine learning and feature extraction
CN107092959B (zh) * 2017-04-07 2020-04-10 武汉大学 基于stdp非监督学习算法的脉冲神经网络模型构建方法
US10878313B2 (en) * 2017-05-02 2020-12-29 Intel Corporation Post synaptic potential-based learning rule
US20200272883A1 (en) * 2017-12-19 2020-08-27 Intel Coporation Reward-based updating of synpatic weights with a spiking neural network
US11423312B2 (en) * 2018-05-14 2022-08-23 Samsung Electronics Co., Ltd Method and apparatus for universal pruning and compression of deep convolutional neural networks under joint sparsity constraints
WO2020049541A1 (en) * 2018-09-09 2020-03-12 Gore Mihir Ratnakar A neuromorphic computing system

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2013065336A (ja) 2012-11-22 2013-04-11 Canon Inc 情報処理方法、情報処理装置
JP2016539407A (ja) 2013-10-29 2016-12-15 クゥアルコム・インコーポレイテッドQualcomm Incorporated 因果顕著性時間推論
US20170316310A1 (en) 2015-03-18 2017-11-02 Hrl Laboratories, Llc System and method for decoding spiking reservoirs with continuous synaptic plasticity
US20170236027A1 (en) 2016-02-16 2017-08-17 Brainchip Inc. Intelligent biomorphic system for pattern recognition with autonomous visual feature extraction

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US12380320B2 (en) 2025-08-05
JP2022507721A (ja) 2022-01-18
EP3881246A2 (en) 2021-09-22
WO2020099680A2 (en) 2020-05-22
JP7520829B2 (ja) 2024-07-23
CN113287122B (zh) 2025-06-06
CN113272828A (zh) 2021-08-17
US20220230051A1 (en) 2022-07-21
JP2022509618A (ja) 2022-01-21
JP2025013779A (ja) 2025-01-28
US20260017500A1 (en) 2026-01-15
WO2020099680A3 (en) 2020-07-23
WO2020099583A1 (en) 2020-05-22
JP2024160227A (ja) 2024-11-13
KR20210127133A (ko) 2021-10-21
KR20210124960A (ko) 2021-10-15
CN113287122A (zh) 2021-08-20
CN120494009A (zh) 2025-08-15
CN113272828B (zh) 2025-06-17
EP3881241A1 (en) 2021-09-22
CN120542480A (zh) 2025-08-26
US20220012564A1 (en) 2022-01-13

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