DE19581638T1 - Rechner der ein neurales Netz verwendet und Verfahren zu seiner Benutzung - Google Patents

Rechner der ein neurales Netz verwendet und Verfahren zu seiner Benutzung

Info

Publication number
DE19581638T1
DE19581638T1 DE19581638T DE19581638T DE19581638T1 DE 19581638 T1 DE19581638 T1 DE 19581638T1 DE 19581638 T DE19581638 T DE 19581638T DE 19581638 T DE19581638 T DE 19581638T DE 19581638 T1 DE19581638 T1 DE 19581638T1
Authority
DE
Germany
Prior art keywords
computer
neural network
neural
network
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.)
Granted
Application number
DE19581638T
Other languages
English (en)
Other versions
DE19581638C2 (de
Inventor
Shay-Ping Thomas Wang
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.)
Motorola Solutions Inc
Original Assignee
Motorola Inc
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
Application filed by Motorola Inc filed Critical Motorola Inc
Publication of DE19581638T1 publication Critical patent/DE19581638T1/de
Application granted granted Critical
Publication of DE19581638C2 publication Critical patent/DE19581638C2/de
Anticipated expiration legal-status Critical
Expired - Fee Related legal-status Critical Current

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00—Arrangements for program control, e.g. control units
    • G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/30—Arrangements for executing machine instructions, e.g. instruction decode
    • G06F9/38—Concurrent instruction execution, e.g. pipeline or look ahead
    • G06F9/3877—Concurrent instruction execution, e.g. pipeline or look ahead using a slave processor, e.g. coprocessor
    • G06F9/3879—Concurrent instruction execution, e.g. pipeline or look ahead using a slave processor, e.g. coprocessor for non-native instruction execution, e.g. executing a command; for Java instruction set
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Computational Linguistics (AREA)
  • Artificial Intelligence (AREA)
  • General Health & Medical Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Molecular Biology (AREA)
  • Neurology (AREA)
  • Multi Processors (AREA)
  • Advance Control (AREA)
  • Feedback Control In General (AREA)
  • Computer And Data Communications (AREA)
  • Complex Calculations (AREA)
DE19581638T 1994-05-02 1995-03-28 Rechenvorrichtung mit einem Mikroprozessor, einem neuralen Netz-Koprozessor und einer DMA-Steuervorrichtung Expired - Fee Related DE19581638C2 (de)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US08/235,996 US5583964A (en) 1994-05-02 1994-05-02 Computer utilizing neural network and method of using same
PCT/US1995/003627 WO1995030194A1 (en) 1994-05-02 1995-03-28 Computer utilizing neural network and method of using same

Publications (2)

Publication Number Publication Date
DE19581638T1 true DE19581638T1 (de) 1997-04-17
DE19581638C2 DE19581638C2 (de) 1999-06-24

Family

ID=22887701

Family Applications (2)

Application Number Title Priority Date Filing Date
DE19581638T Expired - Fee Related DE19581638C2 (de) 1994-05-02 1995-03-28 Rechenvorrichtung mit einem Mikroprozessor, einem neuralen Netz-Koprozessor und einer DMA-Steuervorrichtung
DE29521338U Expired - Lifetime DE29521338U1 (de) 1994-05-02 1995-03-28 Rechner mit einem neutralen Netz

Family Applications After (1)

Application Number Title Priority Date Filing Date
DE29521338U Expired - Lifetime DE29521338U1 (de) 1994-05-02 1995-03-28 Rechner mit einem neutralen Netz

Country Status (7)

Country Link
US (2) US5583964A (de)
CN (1) CN1150847A (de)
AU (1) AU2126995A (de)
CA (1) CA2189148A1 (de)
DE (2) DE19581638C2 (de)
GB (1) GB2302192A (de)
WO (1) WO1995030194A1 (de)

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US5583964A (en) * 1994-05-02 1996-12-10 Motorola, Inc. Computer utilizing neural network and method of using same
US5748845A (en) * 1995-07-31 1998-05-05 Motorola, Inc. FES method and system for controlling the movement of a limb
US5724486A (en) * 1995-08-21 1998-03-03 Motorola Inc. Method for structuring an expert system utilizing one or more polynomial processors
US5796922A (en) * 1996-03-29 1998-08-18 Weber State University Trainable, state-sampled, network controller
JPH09293056A (ja) * 1996-04-25 1997-11-11 Aiwa Co Ltd データ処理装置
US6665639B2 (en) * 1996-12-06 2003-12-16 Sensory, Inc. Speech recognition in consumer electronic products
US6236908B1 (en) * 1997-05-07 2001-05-22 Ford Global Technologies, Inc. Virtual vehicle sensors based on neural networks trained using data generated by simulation models
US7024363B1 (en) * 1999-12-14 2006-04-04 International Business Machines Corporation Methods and apparatus for contingent transfer and execution of spoken language interfaces
JP4080236B2 (ja) * 2002-05-15 2008-04-23 株式会社リコー 射出成形の見積りシステム及び見積りプログラム
US20040136241A1 (en) * 2002-10-31 2004-07-15 Lockheed Martin Corporation Pipeline accelerator for improved computing architecture and related system and method
AU2003287317B2 (en) 2002-10-31 2010-03-11 Lockheed Martin Corporation Pipeline accelerator having multiple pipeline units and related computing machine and method
WO2006039710A2 (en) 2004-10-01 2006-04-13 Lockheed Martin Corporation Computer-based tool and method for designing an electronic circuit and related system and library for same
KR100640876B1 (ko) 2004-11-17 2006-11-02 엘지전자 주식회사 이동 방송 수신기의 비디오 디코딩 시스템
JP4532450B2 (ja) * 2006-09-06 2010-08-25 株式会社デンソー エンジン制御用データの処理装置及びエンジン制御装置
CN102693212A (zh) * 2011-03-23 2012-09-26 苏州科雷芯电子科技有限公司 一种可变功能计算机系统及其运算方法
US9424513B2 (en) * 2011-11-09 2016-08-23 Qualcomm Incorporated Methods and apparatus for neural component memory transfer of a referenced pattern by including neurons to output a pattern substantially the same as the referenced pattern
US9015091B2 (en) * 2011-11-09 2015-04-21 Qualcomm Incorporated Methods and apparatus for unsupervised neural replay, learning refinement, association and memory transfer: structural plasticity and structural constraint modeling
US9424511B2 (en) 2011-11-09 2016-08-23 Qualcomm Incorporated Methods and apparatus for unsupervised neural component replay by referencing a pattern in neuron outputs
US9443190B2 (en) * 2011-11-09 2016-09-13 Qualcomm Incorporated Methods and apparatus for neural pattern sequence completion and neural pattern hierarchical replay by invoking replay of a referenced neural pattern
US9395955B2 (en) 2013-03-18 2016-07-19 Jayarama Marks Programming system and method
FR3011659B1 (fr) * 2013-10-04 2015-10-16 Commissariat Energie Atomique Circuit electronique, notamment apte a l'implementation d'un reseau de neurones, et systeme neuronal
CN104809498B (zh) * 2014-01-24 2018-02-13 清华大学 一种基于神经形态电路的类脑协处理器
CN104809501B (zh) * 2014-01-24 2018-05-01 清华大学 一种基于类脑协处理器的计算机系统
US10049322B2 (en) * 2015-05-21 2018-08-14 Google Llc Prefetching weights for use in a neural network processor
US10083395B2 (en) * 2015-05-21 2018-09-25 Google Llc Batch processing in a neural network processor
CN106447035B (zh) * 2015-10-08 2019-02-26 上海兆芯集成电路有限公司 具有可变率执行单元的处理器
CN107704267B (zh) * 2016-04-29 2020-05-08 中科寒武纪科技股份有限公司 一种卷积神经网络运算指令及其方法
DE102016216950A1 (de) * 2016-09-07 2018-03-08 Robert Bosch Gmbh Modellberechnungseinheit und Steuergerät zur Berechnung eines mehrschichtigen Perzeptronenmodells mit Vorwärts- und Rückkopplung
DE102016216947A1 (de) * 2016-09-07 2018-03-08 Robert Bosch Gmbh Modellberechnungseinheit und Steuergerät zur Berechnung eines mehrschichtigen Perzeptronenmodells
US11615297B2 (en) 2017-04-04 2023-03-28 Hailo Technologies Ltd. Structured weight based sparsity in an artificial neural network compiler
US11551028B2 (en) 2017-04-04 2023-01-10 Hailo Technologies Ltd. Structured weight based sparsity in an artificial neural network
US10387298B2 (en) 2017-04-04 2019-08-20 Hailo Technologies Ltd Artificial neural network incorporating emphasis and focus techniques
US11544545B2 (en) 2017-04-04 2023-01-03 Hailo Technologies Ltd. Structured activation based sparsity in an artificial neural network
US11238334B2 (en) 2017-04-04 2022-02-01 Hailo Technologies Ltd. System and method of input alignment for efficient vector operations in an artificial neural network
US11270198B2 (en) 2017-07-31 2022-03-08 Syntiant Microcontroller interface for audio signal processing
CN111091189B (zh) * 2017-12-14 2023-08-29 中科寒武纪科技股份有限公司 集成电路芯片装置及相关产品
CN110825530B (zh) * 2018-08-10 2022-12-23 昆仑芯(北京)科技有限公司 用于人工智能芯片的指令执行方法和装置
WO2020107265A1 (zh) * 2018-11-28 2020-06-04 深圳市大疆创新科技有限公司 神经网络处理装置、控制方法以及计算系统
CN109657784A (zh) * 2018-12-25 2019-04-19 北京迈格威科技有限公司 神经网络创建方法和装置、图像处理方法和电子设备
US11811421B2 (en) 2020-09-29 2023-11-07 Hailo Technologies Ltd. Weights safety mechanism in an artificial neural network processor
US11263077B1 (en) 2020-09-29 2022-03-01 Hailo Technologies Ltd. Neural network intermediate results safety mechanism in an artificial neural network processor
US11221929B1 (en) 2020-09-29 2022-01-11 Hailo Technologies Ltd. Data stream fault detection mechanism in an artificial neural network processor
US11237894B1 (en) 2020-09-29 2022-02-01 Hailo Technologies Ltd. Layer control unit instruction addressing safety mechanism in an artificial neural network processor
US11874900B2 (en) 2020-09-29 2024-01-16 Hailo Technologies Ltd. Cluster interlayer safety mechanism in an artificial neural network processor
CN115031363B (zh) * 2022-05-27 2023-11-28 约克广州空调冷冻设备有限公司 预测空调性能的方法和装置

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WO1993005473A1 (en) * 1991-09-09 1993-03-18 University Of Florida Translation of a neural network into a rule-based expert system
US5204938A (en) * 1989-05-30 1993-04-20 Loral Aerospace Corp. Method of implementing a neural network on a digital computer

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US5142665A (en) * 1990-02-20 1992-08-25 International Business Machines Corporation Neural network shell for application programs
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IT1244912B (it) * 1991-01-31 1994-09-13 Texas Instruments Italia Spa Sistema di apprendimento per rete neuronica di opportuna architettura fisicamente inseribile nel processo di apprendimento.
US5408588A (en) * 1991-06-06 1995-04-18 Ulug; Mehmet E. Artificial neural network method and architecture
US5583964A (en) * 1994-05-02 1996-12-10 Motorola, Inc. Computer utilizing neural network and method of using same

Patent Citations (2)

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Publication number Priority date Publication date Assignee Title
US5204938A (en) * 1989-05-30 1993-04-20 Loral Aerospace Corp. Method of implementing a neural network on a digital computer
WO1993005473A1 (en) * 1991-09-09 1993-03-18 University Of Florida Translation of a neural network into a rule-based expert system

Also Published As

Publication number Publication date
US5740325A (en) 1998-04-14
GB2302192A (en) 1997-01-08
AU2126995A (en) 1995-11-29
US5583964A (en) 1996-12-10
CN1150847A (zh) 1997-05-28
DE29521338U1 (de) 1997-03-20
GB9622325D0 (en) 1996-12-18
CA2189148A1 (en) 1995-11-09
WO1995030194A1 (en) 1995-11-09
DE19581638C2 (de) 1999-06-24

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Legal Events

Date Code Title Description
OP8 Request for examination as to paragraph 44 patent law
D2 Grant after examination
8364 No opposition during term of opposition
8339 Ceased/non-payment of the annual fee