DE69330432D1 - Universaler neuronaler netzwerkrechner und superrechner - Google Patents

Universaler neuronaler netzwerkrechner und superrechner

Info

Publication number
DE69330432D1
DE69330432D1 DE69330432T DE69330432T DE69330432D1 DE 69330432 D1 DE69330432 D1 DE 69330432D1 DE 69330432 T DE69330432 T DE 69330432T DE 69330432 T DE69330432 T DE 69330432T DE 69330432 D1 DE69330432 D1 DE 69330432D1
Authority
DE
Germany
Prior art keywords
cnn
analog
programmable
calculator
universal
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
DE69330432T
Other languages
English (en)
Other versions
DE69330432T2 (de
Inventor
Tamas Roska
Leon O Chua
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.)
University of California
Original Assignee
University of California
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 University of California filed Critical University of California
Application granted granted Critical
Publication of DE69330432D1 publication Critical patent/DE69330432D1/de
Publication of DE69330432T2 publication Critical patent/DE69330432T2/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
    • G06N3/04—Architecture, e.g. interconnection topology
    • 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
    • G06N3/065—Analogue means
DE69330432T 1992-10-13 1993-09-23 Universaler neuronaler netzwerkrechner und superrechner Expired - Fee Related DE69330432T2 (de)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US07/959,562 US5355528A (en) 1992-10-13 1992-10-13 Reprogrammable CNN and supercomputer
PCT/US1993/009003 WO1994009441A1 (en) 1992-10-13 1993-09-23 Cnn universal machine and supercomputer

Publications (2)

Publication Number Publication Date
DE69330432D1 true DE69330432D1 (de) 2001-08-16
DE69330432T2 DE69330432T2 (de) 2002-05-02

Family

ID=25502143

Family Applications (1)

Application Number Title Priority Date Filing Date
DE69330432T Expired - Fee Related DE69330432T2 (de) 1992-10-13 1993-09-23 Universaler neuronaler netzwerkrechner und superrechner

Country Status (8)

Country Link
US (1) US5355528A (de)
EP (1) EP0664908B1 (de)
JP (1) JP3586464B2 (de)
AT (1) ATE203117T1 (de)
AU (1) AU5136393A (de)
DE (1) DE69330432T2 (de)
ES (1) ES2160629T3 (de)
WO (1) WO1994009441A1 (de)

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US5486999A (en) * 1994-04-20 1996-01-23 Mebane; Andrew H. Apparatus and method for categorizing health care utilization
JPH08241294A (ja) * 1994-08-18 1996-09-17 Nikon Syst:Kk カオスニューラルネットワークを用いた運動制御方法及びカオス計算機と群運動制御方法。
US5764858A (en) * 1995-09-14 1998-06-09 University Of Southern California One-dimensional signal processor with optimized solution capability
JP3524250B2 (ja) * 1995-11-27 2004-05-10 キヤノン株式会社 デジタル画像処理プロセッサ
EP0797165B1 (de) * 1996-03-21 2002-11-27 STMicroelectronics S.r.l. Zellulares Neuronalnetzwerk zur Erlangung der nichtgefalteten Schaltung von Chua
US6625587B1 (en) 1997-06-18 2003-09-23 Clarity, Llc Blind signal separation
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US6691073B1 (en) 1998-06-18 2004-02-10 Clarity Technologies Inc. Adaptive state space signal separation, discrimination and recovery
US6980656B1 (en) * 1998-07-17 2005-12-27 Science Applications International Corporation Chaotic communication system and method using modulation of nonreactive circuit elements
US6768515B1 (en) 1999-03-05 2004-07-27 Clarity Technologies, Inc. Two architectures for integrated realization of sensing and processing in a single device
US6735482B1 (en) * 1999-03-05 2004-05-11 Clarity Technologies Inc. Integrated sensing and processing
AU3616700A (en) * 1999-03-05 2000-09-21 Clarity, L.L.C. Two architectures for integrated realization of sensing and processing in a single device
KR100306596B1 (ko) * 1999-03-19 2001-09-29 윤덕용 프로세서와 재설정가능 칩을 사용한 집적회로 에뮬레이터
US20020009203A1 (en) * 2000-03-31 2002-01-24 Gamze Erten Method and apparatus for voice signal extraction
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EP1205877A1 (de) 2000-11-14 2002-05-15 Honda R&D Europe (Deutschland) GmbH Approximative Angepasstheitsfunktionen
HUP0004500A2 (en) * 2000-11-15 2002-06-29 Mta Szamitastech Autom Kutato Computer for processing video signal, cellular chip and method for converting video signals
EP1235180A1 (de) 2001-02-26 2002-08-28 Honda R&D Europe (Deutschland) GmbH Anpassung der Parameter in einer Evolutionsstrategie
US7072874B1 (en) 2002-07-23 2006-07-04 The United States Of America As Represented By The Administrator Of The National Aeronautics And Space Administration Optimization of training sets for neural-net processing of characteristic patterns from vibrating solids
EP1598751B1 (de) * 2004-01-12 2014-06-25 Honda Research Institute Europe GmbH Bewertung von Verteilungsalgorithmen
EP1557788B1 (de) * 2004-01-26 2008-04-16 Honda Research Institute Europe GmbH Reduktion von Angepasstheitsbeurteilungen unter Verwendung von Gruppierungstechniken und Neuronalnetzwerkmengen
EP1768053A1 (de) * 2005-09-12 2007-03-28 Honda Research Institute Europe GmbH Evolutionäre Suche für robuste Lösungen
WO2012037445A2 (en) 2010-09-17 2012-03-22 Drexel University Novel applications for alliform carbon
DE102009021136A1 (de) 2009-05-13 2010-12-16 Fraunhofer-Gesellschaft zur Förderung der angewandten Forschung e.V. Regelvorrichtung
US9752932B2 (en) 2010-03-10 2017-09-05 Drexel University Tunable electro-optic filter stack
US8892487B2 (en) * 2010-12-30 2014-11-18 International Business Machines Corporation Electronic synapses for reinforcement learning
US9501738B1 (en) * 2012-08-16 2016-11-22 Sandia Corporation Cellular computational platform and neurally inspired elements thereof
US9858484B2 (en) * 2014-12-30 2018-01-02 Facebook, Inc. Systems and methods for determining video feature descriptors based on convolutional neural networks
US9754351B2 (en) * 2015-11-05 2017-09-05 Facebook, Inc. Systems and methods for processing content using convolutional neural networks
JP6658033B2 (ja) 2016-02-05 2020-03-04 富士通株式会社 演算処理回路、および情報処理装置
US10366302B2 (en) 2016-10-10 2019-07-30 Gyrfalcon Technology Inc. Hierarchical category classification scheme using multiple sets of fully-connected networks with a CNN based integrated circuit as feature extractor
US10339445B2 (en) 2016-10-10 2019-07-02 Gyrfalcon Technology Inc. Implementation of ResNet in a CNN based digital integrated circuit
US10360470B2 (en) 2016-10-10 2019-07-23 Gyrfalcon Technology Inc. Implementation of MobileNet in a CNN based digital integrated circuit
US10043095B2 (en) 2016-10-10 2018-08-07 Gyrfalcon Technology, Inc. Data structure for CNN based digital integrated circuit for extracting features out of an input image
US10366328B2 (en) 2017-09-19 2019-07-30 Gyrfalcon Technology Inc. Approximating fully-connected layers with multiple arrays of 3x3 convolutional filter kernels in a CNN based integrated circuit
US9940534B1 (en) 2016-10-10 2018-04-10 Gyrfalcon Technology, Inc. Digital integrated circuit for extracting features out of an input image based on cellular neural networks
US10387740B2 (en) 2016-10-10 2019-08-20 Gyrfalcon Technology Inc. Object detection and recognition apparatus based on CNN based integrated circuits
US10402628B2 (en) 2016-10-10 2019-09-03 Gyrfalcon Technology Inc. Image classification systems based on CNN based IC and light-weight classifier
US10546234B2 (en) * 2017-04-03 2020-01-28 Gyrfalcon Technology Inc. Buffer memory architecture for a CNN based processing unit and creation methods thereof
US10331368B2 (en) * 2017-04-03 2019-06-25 Gyrfalcon Technology Inc. MLC based magnetic random access memory used in CNN based digital IC for AI
US10331999B2 (en) * 2017-04-03 2019-06-25 Gyrfalcon Technology Inc. Memory subsystem in CNN based digital IC for artificial intelligence
US10331367B2 (en) * 2017-04-03 2019-06-25 Gyrfalcon Technology Inc. Embedded memory subsystems for a CNN based processing unit and methods of making
US10534996B2 (en) * 2017-04-03 2020-01-14 Gyrfalcon Technology Inc. Memory subsystem in CNN based digital IC for artificial intelligence
US10296824B2 (en) 2017-04-03 2019-05-21 Gyrfalcon Technology Inc. Fabrication methods of memory subsystem used in CNN based digital IC for AI
US10552733B2 (en) * 2017-04-03 2020-02-04 Gyrfalcon Technology Inc. Memory subsystem in CNN based digital IC for artificial intelligence
US10275646B2 (en) 2017-08-03 2019-04-30 Gyrfalcon Technology Inc. Motion recognition via a two-dimensional symbol having multiple ideograms contained therein
CN108681773B (zh) * 2018-05-23 2020-01-10 腾讯科技（深圳）有限公司 数据运算的加速方法、装置、终端及可读存储介质
US10417342B1 (en) 2018-07-03 2019-09-17 Gyrfalcon Technology Inc. Deep learning device for local processing classical chinese poetry and verse
US10311149B1 (en) 2018-08-08 2019-06-04 Gyrfalcon Technology Inc. Natural language translation device
US10331983B1 (en) * 2018-09-11 2019-06-25 Gyrfalcon Technology Inc. Artificial intelligence inference computing device
US10387772B1 (en) 2018-10-22 2019-08-20 Gyrfalcon Technology Inc. Ensemble learning based image classification systems

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JPH0634236B2 (ja) * 1985-11-02 1994-05-02 日本放送協会 階層型情報処理方法
WO1988010474A1 (en) * 1987-06-18 1988-12-29 University Of West Virginia State analog neural network and method of implementing same
US4962342A (en) * 1989-05-04 1990-10-09 Synaptics, Inc. Dynamic synapse for neural network
US5140670A (en) * 1989-10-05 1992-08-18 Regents Of The University Of California Cellular neural network

Also Published As

Publication number Publication date
US5355528A (en) 1994-10-11
WO1994009441A1 (en) 1994-04-28
DE69330432T2 (de) 2002-05-02
EP0664908A4 (de) 1995-11-15
EP0664908B1 (de) 2001-07-11
JPH08505248A (ja) 1996-06-04
JP3586464B2 (ja) 2004-11-10
ATE203117T1 (de) 2001-07-15
AU5136393A (en) 1994-05-09
EP0664908A1 (de) 1995-08-02
ES2160629T3 (es) 2001-11-16

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Legal Events

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8339 Ceased/non-payment of the annual fee