KR101700140B1 - 스파이킹 뉴럴 연산을 위한 방법들 및 장치 - Google Patents
스파이킹 뉴럴 연산을 위한 방법들 및 장치 Download PDFInfo
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- KR101700140B1 KR101700140B1 KR1020147024204A KR20147024204A KR101700140B1 KR 101700140 B1 KR101700140 B1 KR 101700140B1 KR 1020147024204 A KR1020147024204 A KR 1020147024204A KR 20147024204 A KR20147024204 A KR 20147024204A KR 101700140 B1 KR101700140 B1 KR 101700140B1
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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
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- 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
- G06N3/042—Knowledge-based neural networks; Logical representations of neural networks
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- 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
- G06N3/0499—Feedforward networks
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- 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
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- 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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- 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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Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US13/369,080 US9367797B2 (en) | 2012-02-08 | 2012-02-08 | Methods and apparatus for spiking neural computation |
| US13/369,080 | 2012-02-08 | ||
| PCT/US2013/025219 WO2013119867A1 (en) | 2012-02-08 | 2013-02-07 | Methods and apparatus for spiking neural computation |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| KR20140128382A KR20140128382A (ko) | 2014-11-05 |
| KR101700140B1 true KR101700140B1 (ko) | 2017-02-13 |
Family
ID=47754985
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| KR1020147024204A Active KR101700140B1 (ko) | 2012-02-08 | 2013-02-07 | 스파이킹 뉴럴 연산을 위한 방법들 및 장치 |
Country Status (6)
| Country | Link |
|---|---|
| US (1) | US9367797B2 (https=) |
| EP (1) | EP2812854A1 (https=) |
| JP (1) | JP6017590B2 (https=) |
| KR (1) | KR101700140B1 (https=) |
| CN (1) | CN104094293B (https=) |
| WO (1) | WO2013119867A1 (https=) |
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| US9146546B2 (en) | 2012-06-04 | 2015-09-29 | Brain Corporation | Systems and apparatus for implementing task-specific learning using spiking neurons |
| US9213937B2 (en) | 2011-09-21 | 2015-12-15 | Brain Corporation | Apparatus and methods for gating analog and spiking signals in artificial neural networks |
| US9104186B2 (en) | 2012-06-04 | 2015-08-11 | Brain Corporation | Stochastic apparatus and methods for implementing generalized learning rules |
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| US9224090B2 (en) | 2012-05-07 | 2015-12-29 | Brain Corporation | Sensory input processing apparatus in a spiking neural network |
| US9208431B2 (en) | 2012-05-10 | 2015-12-08 | Qualcomm Incorporated | Method and apparatus for strategic synaptic failure and learning in spiking neural networks |
| US9015096B2 (en) * | 2012-05-30 | 2015-04-21 | Qualcomm Incorporated | Continuous time spiking neural network event-based simulation that schedules co-pending events using an indexable list of nodes |
| US9412041B1 (en) | 2012-06-29 | 2016-08-09 | Brain Corporation | Retinal apparatus and methods |
| US9256215B2 (en) | 2012-07-27 | 2016-02-09 | Brain Corporation | Apparatus and methods for generalized state-dependent learning in spiking neuron networks |
| US9186793B1 (en) | 2012-08-31 | 2015-11-17 | Brain Corporation | Apparatus and methods for controlling attention of a robot |
| US9189730B1 (en) | 2012-09-20 | 2015-11-17 | Brain Corporation | Modulated stochasticity spiking neuron network controller apparatus and methods |
| US9311594B1 (en) | 2012-09-20 | 2016-04-12 | Brain Corporation | Spiking neuron network apparatus and methods for encoding of sensory data |
| US9367798B2 (en) | 2012-09-20 | 2016-06-14 | Brain Corporation | Spiking neuron network adaptive control apparatus and methods |
| US9477926B2 (en) * | 2012-11-20 | 2016-10-25 | Qualcomm Incorporated | Piecewise linear neuron modeling |
| US9275326B2 (en) * | 2012-11-30 | 2016-03-01 | Brain Corporation | Rate stabilization through plasticity in spiking neuron network |
| US9098801B2 (en) * | 2012-12-17 | 2015-08-04 | John L. Breckenridge | Time series classifying memory, systems and methods |
| US9195934B1 (en) * | 2013-01-31 | 2015-11-24 | Brain Corporation | Spiking neuron classifier apparatus and methods using conditionally independent subsets |
| US9436909B2 (en) | 2013-06-19 | 2016-09-06 | Brain Corporation | Increased dynamic range artificial neuron network apparatus and methods |
| US9239985B2 (en) | 2013-06-19 | 2016-01-19 | Brain Corporation | Apparatus and methods for processing inputs in an artificial neuron network |
| US9552546B1 (en) | 2013-07-30 | 2017-01-24 | Brain Corporation | Apparatus and methods for efficacy balancing in a 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 |
| US20150212861A1 (en) * | 2014-01-24 | 2015-07-30 | Qualcomm Incorporated | Value synchronization across neural processors |
| US20150242742A1 (en) * | 2014-02-21 | 2015-08-27 | Qualcomm Incorporated | Imbalanced cross-inhibitory mechanism for spatial target selection |
| US20150242745A1 (en) * | 2014-02-21 | 2015-08-27 | Qualcomm Incorporated | Event-based inference and learning for stochastic spiking bayesian networks |
| US10552734B2 (en) | 2014-02-21 | 2020-02-04 | Qualcomm Incorporated | Dynamic spatial target selection |
| US9533413B2 (en) | 2014-03-13 | 2017-01-03 | Brain Corporation | Trainable modular robotic apparatus and methods |
| US9987743B2 (en) | 2014-03-13 | 2018-06-05 | Brain Corporation | Trainable modular robotic apparatus and methods |
| KR102366783B1 (ko) * | 2014-07-07 | 2022-02-24 | 광주과학기술원 | 뉴로모픽 시스템 및 뉴로모픽 시스템의 동작방법 |
| US20160042271A1 (en) * | 2014-08-08 | 2016-02-11 | Qualcomm Incorporated | Artificial neurons and spiking neurons with asynchronous pulse modulation |
| US9881349B1 (en) | 2014-10-24 | 2018-01-30 | Gopro, Inc. | Apparatus and methods for computerized object identification |
| CN104579253B (zh) * | 2015-01-30 | 2017-09-29 | 中国人民解放军军械工程学院 | 一种具有抗扰特性的仿生时钟电路及其实现方法 |
| CN108027896A (zh) * | 2015-03-18 | 2018-05-11 | 赫尔实验室有限公司 | 用于解码具有连续突触可塑性的脉冲储层的系统和方法 |
| US9840003B2 (en) | 2015-06-24 | 2017-12-12 | Brain Corporation | Apparatus and methods for safe navigation of robotic devices |
| US10423879B2 (en) * | 2016-01-13 | 2019-09-24 | International Business Machines Corporation | Efficient generation of stochastic spike patterns in core-based neuromorphic systems |
| EP3324343A1 (en) | 2016-11-21 | 2018-05-23 | Centre National de la Recherche Scientifique | Unsupervised detection of repeating patterns in a series of events |
| CN108197711B (zh) * | 2017-12-13 | 2020-02-28 | 中国科学院自动化研究所 | 基于类脑多感觉注意切换的计算方法 |
| US11134126B2 (en) * | 2019-03-06 | 2021-09-28 | Hewlett Packard Enterprise Development Lp | Adaptive routing of branch traffic in software-defined wide area network (SDWAN) deployments |
| CN110084406B (zh) * | 2019-04-03 | 2021-09-24 | 新奥数能科技有限公司 | 基于自编码器和元学习策略的负荷预测方法及装置 |
| US11209834B2 (en) * | 2019-10-17 | 2021-12-28 | Mitsubishi Electric Research Laboratories, Inc. | Direct and indirect control of mixed-automata vehicle platoon |
| CN111401540B (zh) * | 2020-03-09 | 2023-04-07 | 北京航空航天大学 | 神经元模型构建方法以及神经元装置 |
| FR3111455A1 (fr) * | 2020-06-16 | 2021-12-17 | Stmicroelectronics Sa | Codage d’un flux de données |
| KR102339485B1 (ko) * | 2020-06-30 | 2021-12-15 | 강원대학교산학협력단 | 인공신경망을 이용한 아크신호 검출방법 |
| US11940417B2 (en) | 2021-02-02 | 2024-03-26 | Toyota Motor Engineering & Manufacturing North America, Inc. | Systems and methods for machine learning based flexural wave absorber |
| CN112835844B (zh) * | 2021-03-03 | 2024-03-19 | 苏州蓝甲虫机器人科技有限公司 | 一种脉冲神经网络计算负载的通信稀疏化方法 |
| JP7605303B2 (ja) * | 2021-05-26 | 2024-12-24 | 日本電気株式会社 | 設計方法およびプログラム |
| US20230093115A1 (en) * | 2021-09-23 | 2023-03-23 | Intel Corporation | Spiking neuron circuits and methods |
| US20230100670A1 (en) * | 2021-09-24 | 2023-03-30 | Intel Corporation | Spiking neuron circuits and methods |
| CN114925817B (zh) * | 2022-06-06 | 2025-09-26 | 北京灵汐科技有限公司 | 数据处理方法、延迟链单元、延迟装置、众核系统 |
| KR102838908B1 (ko) * | 2022-11-25 | 2025-07-24 | 광운대학교 산학협력단 | 스파이킹 뉴럴 네트워크 기반 와이파이 프레임 탐지 장치 및 방법 |
| CN117647998B (zh) * | 2024-01-30 | 2024-06-11 | 吉林大学 | 一种基于动态视觉传感器的水下航行器接驳方法和系统 |
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| US6581046B1 (en) | 1997-10-10 | 2003-06-17 | Yeda Research And Development Co. Ltd. | Neuronal phase-locked loops |
| JP4392089B2 (ja) | 1999-05-27 | 2009-12-24 | 株式会社デンソー | ニューロン、当該ニューロンを用いて構成された階層型ニューラルネットワーク及び当該ニューロン内部での乗算処理に用いられる乗算回路 |
| US6618712B1 (en) | 1999-05-28 | 2003-09-09 | Sandia Corporation | Particle analysis using laser ablation mass spectroscopy |
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| US20130204814A1 (en) | 2012-02-08 | 2013-08-08 | Qualcomm Incorporated | Methods and apparatus for spiking neural computation |
-
2012
- 2012-02-08 US US13/369,080 patent/US9367797B2/en active Active
-
2013
- 2013-02-07 KR KR1020147024204A patent/KR101700140B1/ko active Active
- 2013-02-07 CN CN201380008188.8A patent/CN104094293B/zh not_active Expired - Fee Related
- 2013-02-07 WO PCT/US2013/025219 patent/WO2013119867A1/en not_active Ceased
- 2013-02-07 JP JP2014556694A patent/JP6017590B2/ja not_active Expired - Fee Related
- 2013-02-07 EP EP13706809.4A patent/EP2812854A1/en not_active Withdrawn
Non-Patent Citations (2)
| Title |
|---|
| Hussain, Shaista, et al. "DELTRON: Neuromorphic architectures for delay based learning." Circuits and Systems (APCCAS), 2012 IEEE Asia Pacific Conference on. IEEE, 2012. |
| Wang, Runchun, et al. "A programmable axonal propagation delay circuit for time-delay spiking neural networks." ISCAS. 2011. |
Also Published As
| Publication number | Publication date |
|---|---|
| EP2812854A1 (en) | 2014-12-17 |
| KR20140128382A (ko) | 2014-11-05 |
| JP2015510194A (ja) | 2015-04-02 |
| CN104094293B (zh) | 2017-08-15 |
| US9367797B2 (en) | 2016-06-14 |
| US20130204820A1 (en) | 2013-08-08 |
| JP6017590B2 (ja) | 2016-11-02 |
| CN104094293A (zh) | 2014-10-08 |
| WO2013119867A1 (en) | 2013-08-15 |
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