JP2663996B2 - ニューラル・ネットワーク用の仮想ニューロコンピュータ・アーキテクチュア - Google Patents

ニューラル・ネットワーク用の仮想ニューロコンピュータ・アーキテクチュア

Info

Publication number
JP2663996B2
JP2663996B2 JP3517778A JP51777891A JP2663996B2 JP 2663996 B2 JP2663996 B2 JP 2663996B2 JP 3517778 A JP3517778 A JP 3517778A JP 51777891 A JP51777891 A JP 51777891A JP 2663996 B2 JP2663996 B2 JP 2663996B2
Authority
JP
Japan
Prior art keywords
neuron
adder
communication
weight
unit
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Expired - Fee Related
Application number
JP3517778A
Other languages
English (en)
Japanese (ja)
Other versions
JPH04505824A (ja
Inventor
ピチャネック、ジェラルド、ジョージ
ヴァシリデイス、スタマテイス
デルガドーフライアズ、ホセ、グアダルーペ
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
International Business Machines Corp
Original Assignee
International Business Machines Corp
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Priority claimed from US07/526,866 external-priority patent/US5065339A/en
Application filed by International Business Machines Corp filed Critical International Business Machines Corp
Publication of JPH04505824A publication Critical patent/JPH04505824A/ja
Application granted granted Critical
Publication of JP2663996B2 publication Critical patent/JP2663996B2/ja
Anticipated expiration legal-status Critical
Expired - Fee Related legal-status Critical Current

Links

Classifications

    • 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
    • G06N3/10—Interfaces, programming languages or software development kits, e.g. for simulating neural networks

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Molecular Biology (AREA)
  • Mathematical Physics (AREA)
  • General Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Neurology (AREA)
  • Feedback Control In General (AREA)
  • Multi Processors (AREA)
  • Devices For Executing Special Programs (AREA)
  • Complex Calculations (AREA)
  • Executing Machine-Instructions (AREA)
  • Advance Control (AREA)
JP3517778A 1990-05-22 1991-05-17 ニューラル・ネットワーク用の仮想ニューロコンピュータ・アーキテクチュア Expired - Fee Related JP2663996B2 (ja)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US526,866 1990-05-22
US07/526,866 US5065339A (en) 1990-05-22 1990-05-22 Orthogonal row-column neural processor
US68278691A 1991-04-08 1991-04-08
US682,786 1991-04-08

Publications (2)

Publication Number Publication Date
JPH04505824A JPH04505824A (ja) 1992-10-08
JP2663996B2 true JP2663996B2 (ja) 1997-10-15

Family

ID=27062243

Family Applications (4)

Application Number Title Priority Date Filing Date
JP3517778A Expired - Fee Related JP2663996B2 (ja) 1990-05-22 1991-05-17 ニューラル・ネットワーク用の仮想ニューロコンピュータ・アーキテクチュア
JP3510818A Expired - Lifetime JP2502867B2 (ja) 1990-05-22 1991-05-17 Ｐｌａｎ―ピラミッド型学習ア―キテクチャ・ニュ―ロコンピュ―タ
JP3509437A Expired - Fee Related JP2663995B2 (ja) 1990-05-22 1991-05-17 スケーラブル・フロー仮想学習ニューロコンピュータ
JP3510421A Expired - Fee Related JP2746350B2 (ja) 1990-05-22 1991-05-17 学習機械シナプス・プロセッサ・システム装置

Family Applications After (3)

Application Number Title Priority Date Filing Date
JP3510818A Expired - Lifetime JP2502867B2 (ja) 1990-05-22 1991-05-17 Ｐｌａｎ―ピラミッド型学習ア―キテクチャ・ニュ―ロコンピュ―タ
JP3509437A Expired - Fee Related JP2663995B2 (ja) 1990-05-22 1991-05-17 スケーラブル・フロー仮想学習ニューロコンピュータ
JP3510421A Expired - Fee Related JP2746350B2 (ja) 1990-05-22 1991-05-17 学習機械シナプス・プロセッサ・システム装置

Country Status (4)

Country Link
US (3) US5509106A (OSRAM)
EP (4) EP0486684A1 (OSRAM)
JP (4) JP2663996B2 (OSRAM)
WO (4) WO1991018350A1 (OSRAM)

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JP2572522B2 (ja) * 1992-05-12 1997-01-16 インターナショナル・ビジネス・マシーンズ・コーポレイション コンピューティング装置
US5517667A (en) * 1993-06-14 1996-05-14 Motorola, Inc. Neural network that does not require repetitive training
GB2307582A (en) * 1994-09-07 1997-05-28 Motorola Inc System for recognizing spoken sounds from continuous speech and method of using same
US6128720A (en) * 1994-12-29 2000-10-03 International Business Machines Corporation Distributed processing array with component processors performing customized interpretation of instructions
US5659785A (en) * 1995-02-10 1997-08-19 International Business Machines Corporation Array processor communication architecture with broadcast processor instructions
US5799134A (en) * 1995-03-13 1998-08-25 Industrial Technology Research Institute One dimensional systolic array architecture for neural network
US6023753A (en) 1997-06-30 2000-02-08 Billion Of Operations Per Second, Inc. Manifold array processor
US6167502A (en) * 1997-10-10 2000-12-26 Billions Of Operations Per Second, Inc. Method and apparatus for manifold array processing
DE69818863T2 (de) * 1997-12-19 2004-09-09 Bae Systems Plc, Farnborough Binäre kodeumsetzer und kodevergleicher
US7254565B2 (en) * 2001-07-26 2007-08-07 International Business Machines Corporation Method and circuits to virtually increase the number of prototypes in artificial neural networks
JP3987782B2 (ja) * 2002-10-11 2007-10-10 Ｎｅｃエレクトロニクス株式会社 アレイ型プロセッサ
GB2400201A (en) * 2003-04-05 2004-10-06 Hewlett Packard Development Co Network modelling its own response to a requested action
US8443169B2 (en) * 2005-03-28 2013-05-14 Gerald George Pechanek Interconnection network connecting operation-configurable nodes according to one or more levels of adjacency in multiple dimensions of communication in a multi-processor and a neural processor
CN111291873A (zh) * 2014-07-21 2020-06-16 徐志强 预制性突触的模拟方法及装置
US9747546B2 (en) 2015-05-21 2017-08-29 Google Inc. Neural network processor
CN105512724B (zh) * 2015-12-01 2017-05-10 中国科学院计算技术研究所 加法器装置、数据累加方法及数据处理装置
US11308383B2 (en) * 2016-05-17 2022-04-19 Silicon Storage Technology, Inc. Deep learning neural network classifier using non-volatile memory array
JP6890615B2 (ja) * 2016-05-26 2021-06-18 タータン エーアイ リミテッド ディープニューラルネットワークについての加速器
CN111310893B (zh) * 2016-08-05 2023-11-21 中科寒武纪科技股份有限公司 一种用于执行神经网络运算的装置及方法
US10534607B2 (en) 2017-05-23 2020-01-14 Google Llc Accessing data in multi-dimensional tensors using adders
US9946539B1 (en) 2017-05-23 2018-04-17 Google Llc Accessing data in multi-dimensional tensors using adders
US10699779B2 (en) 2017-11-29 2020-06-30 Silicon Storage Technology, Inc. Neural network classifier using array of two-gate non-volatile memory cells
US11164073B2 (en) 2018-02-08 2021-11-02 Western Digital Technologies, Inc. Systolic neural network processor with feedback control
US11769042B2 (en) 2018-02-08 2023-09-26 Western Digital Technologies, Inc. Reconfigurable systolic neural network engine
US10853034B2 (en) 2018-03-30 2020-12-01 Intel Corporation Common factor mass multiplication circuitry
JP6902000B2 (ja) * 2018-07-10 2021-07-14 株式会社東芝 演算装置
WO2020078470A1 (zh) 2018-10-18 2020-04-23 上海寒武纪信息科技有限公司 片上网络数据处理方法及装置
CN113591750B (zh) * 2018-11-16 2024-07-19 北京市商汤科技开发有限公司 关键点检测方法及装置、电子设备和存储介质
CN109657788A (zh) * 2018-12-18 2019-04-19 北京中科寒武纪科技有限公司 数据处理方法、装置及相关产品
US11500442B2 (en) 2019-01-18 2022-11-15 Silicon Storage Technology, Inc. System for converting neuron current into neuron current-based time pulses in an analog neural memory in a deep learning artificial neural network
US11023559B2 (en) 2019-01-25 2021-06-01 Microsemi Soc Corp. Apparatus and method for combining analog neural net with FPGA routing in a monolithic integrated circuit
US11270771B2 (en) 2019-01-29 2022-03-08 Silicon Storage Technology, Inc. Neural network classifier using array of stacked gate non-volatile memory cells
US10929058B2 (en) 2019-03-25 2021-02-23 Western Digital Technologies, Inc. Enhanced memory device architecture for machine learning
US11783176B2 (en) 2019-03-25 2023-10-10 Western Digital Technologies, Inc. Enhanced storage device memory architecture for machine learning
US11423979B2 (en) 2019-04-29 2022-08-23 Silicon Storage Technology, Inc. Decoding system and physical layout for analog neural memory in deep learning artificial neural network
CN115943377A (zh) * 2020-06-12 2023-04-07 高通股份有限公司 利用联邦学习来训练用户认证模型
US12400108B2 (en) 2021-06-17 2025-08-26 Samsung Electronics Co., Ltd. Mixed-precision neural network accelerator tile with lattice fusion

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US4796199A (en) * 1987-02-24 1989-01-03 Oregon Graduate Center Neural-model, information-handling architecture and method
US4858147A (en) * 1987-06-15 1989-08-15 Unisys Corporation Special purpose neurocomputer system for solving optimization problems
US5014235A (en) * 1987-12-15 1991-05-07 Steven G. Morton Convolution memory
FR2625347B1 (fr) * 1987-12-23 1990-05-04 Labo Electronique Physique Structure de reseau de neurones et circuit et arrangement de reseaux de neurones
US4953099A (en) * 1988-06-07 1990-08-28 Massachusetts Institute Of Technology Information discrimination cell
EP0349819B1 (de) * 1988-07-05 1993-12-22 Siemens Aktiengesellschaft In integrierter Schaltungstechnik ausgeführtes digitales neuronales Netz
GB2224139A (en) * 1988-10-24 1990-04-25 Philips Electronic Associated Digital data processing apparatus
FR2639461A1 (fr) * 1988-11-18 1990-05-25 Labo Electronique Physique Arrangement bidimensionnel de points memoire et structure de reseaux de neurones utilisant un tel arrangement
EP0377221B1 (en) * 1988-12-29 1996-11-20 Sharp Kabushiki Kaisha Neuro-computer
JPH02287670A (ja) * 1989-04-27 1990-11-27 Mitsubishi Electric Corp 半導体神経回路網
US5148514A (en) * 1989-05-15 1992-09-15 Mitsubishi Denki Kabushiki Kaisha Neural network integrated circuit device having self-organizing function
JP2517410B2 (ja) * 1989-05-15 1996-07-24 三菱電機株式会社 学習機能付集積回路装置
US5243688A (en) * 1990-05-22 1993-09-07 International Business Machines Corporation Virtual neurocomputer architectures for neural networks
US5148515A (en) * 1990-05-22 1992-09-15 International Business Machines Corp. Scalable neural array processor and method

Also Published As

Publication number Publication date
JPH04507026A (ja) 1992-12-03
JPH04505824A (ja) 1992-10-08
JP2502867B2 (ja) 1996-05-29
US5542026A (en) 1996-07-30
JP2663995B2 (ja) 1997-10-15
EP0486684A4 (OSRAM) 1994-03-23
JPH04507027A (ja) 1992-12-03
US5509106A (en) 1996-04-16
EP0486635A1 (en) 1992-05-27
US5617512A (en) 1997-04-01
EP0484522A4 (OSRAM) 1994-03-23
WO1992001257A1 (en) 1992-01-23
EP0486684A1 (en) 1992-05-27
JP2746350B2 (ja) 1998-05-06
EP0486635A4 (OSRAM) 1994-03-23
JPH05500429A (ja) 1993-01-28
EP0484506A1 (en) 1992-05-13
EP0484522A1 (en) 1992-05-13
WO1991018351A1 (en) 1991-11-28
WO1991018349A1 (en) 1991-11-28
EP0484506A4 (OSRAM) 1994-03-23
WO1991018350A1 (en) 1991-11-28

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