CN107077636A - Cold神经元尖峰定时反向传播 - Google Patents

Cold神经元尖峰定时反向传播 Download PDF

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Publication number
CN107077636A
CN107077636A CN201580015733.5A CN201580015733A CN107077636A CN 107077636 A CN107077636 A CN 107077636A CN 201580015733 A CN201580015733 A CN 201580015733A CN 107077636 A CN107077636 A CN 107077636A
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neuron
spike
update
updates
computing
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D·J·朱里安
S·S·塔拉迪
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Qualcomm Inc
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Qualcomm Inc
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/11—Complex mathematical operations for solving equations, e.g. nonlinear equations, general mathematical optimization problems
    • 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
    • G06N3/049—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
    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent

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  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
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  • General Physics & Mathematics (AREA)
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  • General Engineering & Computer Science (AREA)
  • Computational Linguistics (AREA)
  • Evolutionary Computation (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Artificial Intelligence (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Mathematical Analysis (AREA)
  • Computational Mathematics (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Operations Research (AREA)
  • Algebra (AREA)
  • Databases & Information Systems (AREA)
  • Image Analysis (AREA)
  • Elevator Control (AREA)
  • Measurement Of The Respiration, Hearing Ability, Form, And Blood Characteristics Of Living Organisms (AREA)
  • Measuring Pulse, Heart Rate, Blood Pressure Or Blood Flow (AREA)
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CN201580015733.5A 2014-03-24 2015-03-18 Cold神经元尖峰定时反向传播 Pending CN107077636A (zh)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201461969752P 2014-03-24 2014-03-24
US61/969,752 2014-03-24
US14/486,757 US20150269485A1 (en) 2014-03-24 2014-09-15 Cold neuron spike timing back-propagation
US14/486,757 2014-09-15
PCT/US2015/021326 WO2015148224A2 (en) 2014-03-24 2015-03-18 Cold neuron spike timing back propagation

Publications (1)

Publication Number Publication Date
CN107077636A true CN107077636A (zh) 2017-08-18

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CN201580015733.5A Pending CN107077636A (zh) 2014-03-24 2015-03-18 Cold神经元尖峰定时反向传播

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US (1) US20150269485A1 (enExample)
EP (1) EP3123402A2 (enExample)
JP (1) JP2017515205A (enExample)
KR (1) KR20160136364A (enExample)
CN (1) CN107077636A (enExample)
TW (1) TW201602807A (enExample)
WO (1) WO2015148224A2 (enExample)

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CN112384934A (zh) * 2018-09-06 2021-02-19 国际商业机器公司 因子图上的概率传播
CN115100458A (zh) * 2022-06-02 2022-09-23 西安电子科技大学 一种图像分类方法以及相关装置

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US9984326B1 (en) * 2015-04-06 2018-05-29 Hrl Laboratories, Llc Spiking neural network simulator for image and video processing
US9933264B2 (en) 2015-04-06 2018-04-03 Hrl Laboratories, Llc System and method for achieving fast and reliable time-to-contact estimation using vision and range sensor data for autonomous navigation
US9934437B1 (en) 2015-04-06 2018-04-03 Hrl Laboratories, Llc System and method for real-time collision detection
US11126913B2 (en) * 2015-07-23 2021-09-21 Applied Brain Research Inc Methods and systems for implementing deep spiking neural networks
US10713562B2 (en) * 2016-06-18 2020-07-14 International Business Machines Corporation Neuromorphic memory circuit
US11238337B2 (en) * 2016-08-22 2022-02-01 Applied Brain Research Inc. Methods and systems for implementing dynamic neural networks
US9779355B1 (en) 2016-09-15 2017-10-03 International Business Machines Corporation Back propagation gates and storage capacitor for neural networks
US10846595B2 (en) * 2016-12-20 2020-11-24 Intel Corporation Rapid competitive learning techniques for neural networks
US11521045B2 (en) 2017-06-14 2022-12-06 Knowm, Inc. Anti-Hebbian and Hebbian (AHAH) computing
EP3502974A1 (de) * 2017-12-20 2019-06-26 Siemens Aktiengesellschaft Verfahren zur realisierung eines neuronalen netzes
KR102603287B1 (ko) * 2018-01-11 2023-11-20 한국전자통신연구원 뉴로모픽 시스템 및 그것의 동작 방법
US11640522B2 (en) 2018-12-13 2023-05-02 Tybalt, Llc Computational efficiency improvements for artificial neural networks
FR3087560A1 (fr) * 2018-10-23 2020-04-24 Commissariat A L'energie Atomique Et Aux Energies Alternatives Retro-propagation d'erreurs sous forme impulsionnelle dans un reseau de neurones impulsionnels
US20220230051A1 (en) * 2018-11-18 2022-07-21 Innatera Nanosystems B.V. Spiking Neural Network
KR102311135B1 (ko) * 2019-03-07 2021-10-14 고려대학교 산학협력단 스파이킹 뉴럴 네트워크에 대한 연산량을 감소시키는 stdp 기반의 뉴로모픽 연산처리장치
US20200401876A1 (en) * 2019-06-24 2020-12-24 Washington University Method for designing scalable and energy-efficient analog neuromorphic processors
KR102431371B1 (ko) * 2019-11-26 2022-08-10 성균관대학교산학협력단 스파이킹 뉴런 모델 및 그의 스파이크 생성 방법
CN112884141B (zh) * 2021-04-16 2022-10-21 安徽大学 一种忆阻耦合Hindmarsh-Rose神经元电路
CN113408618B (zh) * 2021-06-18 2023-04-18 电子科技大学 一种基于R-Multi-parameter PBSNLR模型的图像分类方法
US12437189B2 (en) * 2021-08-26 2025-10-07 Electronics And Telecommunications Research Institute Encoder and operation method thereof
KR102838908B1 (ko) * 2022-11-25 2025-07-24 광운대학교 산학협력단 스파이킹 뉴럴 네트워크 기반 와이파이 프레임 탐지 장치 및 방법

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US8918352B2 (en) * 2011-05-23 2014-12-23 Microsoft Corporation Learning processes for single hidden layer neural networks with linear output units
US9147155B2 (en) * 2011-08-16 2015-09-29 Qualcomm Incorporated Method and apparatus for neural temporal coding, learning and recognition
US9111224B2 (en) * 2011-10-19 2015-08-18 Qualcomm Incorporated Method and apparatus for neural learning of natural multi-spike trains in spiking neural networks
US9111225B2 (en) * 2012-02-08 2015-08-18 Qualcomm Incorporated Methods and apparatus for spiking neural computation
US20130325767A1 (en) * 2012-05-30 2013-12-05 Qualcomm Incorporated Dynamical event neuron and synapse models for learning spiking neural networks
US20140074761A1 (en) * 2012-05-30 2014-03-13 Qualcomm Incorporated Dynamical event neuron and synapse models for learning spiking neural networks
US9256215B2 (en) * 2012-07-27 2016-02-09 Brain Corporation Apparatus and methods for generalized state-dependent learning in spiking neuron networks
US9256823B2 (en) * 2012-07-27 2016-02-09 Qualcomm Technologies Inc. Apparatus and methods for efficient updates in spiking neuron network
US9489623B1 (en) * 2013-10-15 2016-11-08 Brain Corporation Apparatus and methods for backward propagation of errors in a spiking neuron network

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112384934A (zh) * 2018-09-06 2021-02-19 国际商业机器公司 因子图上的概率传播
CN115100458A (zh) * 2022-06-02 2022-09-23 西安电子科技大学 一种图像分类方法以及相关装置

Also Published As

Publication number Publication date
US20150269485A1 (en) 2015-09-24
EP3123402A2 (en) 2017-02-01
WO2015148224A2 (en) 2015-10-01
KR20160136364A (ko) 2016-11-29
TW201602807A (zh) 2016-01-16
JP2017515205A (ja) 2017-06-08
WO2015148224A3 (en) 2015-11-26

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Application publication date: 20170818