TWI799588B - 積和運算裝置、積和運算電路、積和運算系統及積和運算方法 - Google Patents

積和運算裝置、積和運算電路、積和運算系統及積和運算方法 Download PDF

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TWI799588B
TWI799588B TW108117978A TW108117978A TWI799588B TW I799588 B TWI799588 B TW I799588B TW 108117978 A TW108117978 A TW 108117978A TW 108117978 A TW108117978 A TW 108117978A TW I799588 B TWI799588 B TW I799588B
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sum operation
product sum
product
circuit
operation device
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TW108117978A
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TW202006611A (zh
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森江隆
山口正登志
岩元剛毅
田向権
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日商索尼股份有限公司
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F7/00Methods or arrangements for processing data by operating upon the order or content of the data handled
    • G06F7/38Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation
    • G06F7/48Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation using non-contact-making devices, e.g. tube, solid state device; using unspecified devices
    • G06F7/544Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation using non-contact-making devices, e.g. tube, solid state device; using unspecified devices for evaluating functions by calculation
    • G06F7/5443Sum of products
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/049Temporal neural networks, e.g. delay elements, oscillating neurons or pulsed inputs
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F7/00Methods or arrangements for processing data by operating upon the order or content of the data handled
    • G06F7/38Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation
    • G06F7/48Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation using non-contact-making devices, e.g. tube, solid state device; using unspecified devices
    • G06F7/52Multiplying; Dividing
    • G06F7/523Multiplying only
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06GANALOGUE COMPUTERS
    • G06G7/00Devices in which the computing operation is performed by varying electric or magnetic quantities
    • G06G7/12Arrangements for performing computing operations, e.g. operational amplifiers
    • G06G7/16Arrangements for performing computing operations, e.g. operational amplifiers for multiplication or division
    • G06G7/161Arrangements for performing computing operations, e.g. operational amplifiers for multiplication or division with pulse modulation, e.g. modulation of amplitude, width, frequency, phase or form
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06GANALOGUE COMPUTERS
    • G06G7/00Devices in which the computing operation is performed by varying electric or magnetic quantities
    • G06G7/12Arrangements for performing computing operations, e.g. operational amplifiers
    • G06G7/18Arrangements for performing computing operations, e.g. operational amplifiers for integration or differentiation; for forming integrals
    • G06G7/184Arrangements for performing computing operations, e.g. operational amplifiers for integration or differentiation; for forming integrals using capacitive elements
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/048Activation functions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/06Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/063Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/06Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/063Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
    • G06N3/065Analogue means
    • HELECTRICITY
    • H03ELECTRONIC CIRCUITRY
    • H03KPULSE TECHNIQUE
    • H03K19/00Logic circuits, i.e. having at least two inputs acting on one output; Inverting circuits
    • H03K19/01Modifications for accelerating switching
    • H03K19/017Modifications for accelerating switching in field-effect transistor circuits
    • H03K19/01728Modifications for accelerating switching in field-effect transistor circuits in synchronous circuits, i.e. by using clock signals
    • HELECTRICITY
    • H03ELECTRONIC CIRCUITRY
    • H03KPULSE TECHNIQUE
    • H03K19/00Logic circuits, i.e. having at least two inputs acting on one output; Inverting circuits
    • H03K19/02Logic circuits, i.e. having at least two inputs acting on one output; Inverting circuits using specified components
    • H03K19/08Logic circuits, i.e. having at least two inputs acting on one output; Inverting circuits using specified components using semiconductor devices
    • H03K19/0806Logic circuits, i.e. having at least two inputs acting on one output; Inverting circuits using specified components using semiconductor devices using charge transfer devices (DTC, CCD)
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F2207/00Indexing scheme relating to methods or arrangements for processing data by operating upon the order or content of the data handled
    • G06F2207/38Indexing scheme relating to groups G06F7/38 - G06F7/575
    • G06F2207/48Indexing scheme relating to groups G06F7/48 - G06F7/575
    • G06F2207/4802Special implementations
    • G06F2207/4814Non-logic devices, e.g. operational amplifiers

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Software Systems (AREA)
  • Computational Mathematics (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Optimization (AREA)
  • Mathematical Analysis (AREA)
  • Computer Hardware Design (AREA)
  • Artificial Intelligence (AREA)
  • Computational Linguistics (AREA)
  • Molecular Biology (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • General Health & Medical Sciences (AREA)
  • Neurology (AREA)
  • Power Engineering (AREA)
  • Complex Calculations (AREA)
  • Amplifiers (AREA)
  • Analogue/Digital Conversion (AREA)
  • Logic Circuits (AREA)
TW108117978A 2018-07-13 2019-05-24 積和運算裝置、積和運算電路、積和運算系統及積和運算方法 TWI799588B (zh)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
JP2018133750 2018-07-13
JP2018-133750 2018-07-13

Publications (2)

Publication Number Publication Date
TW202006611A TW202006611A (zh) 2020-02-01
TWI799588B true TWI799588B (zh) 2023-04-21

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TW108117978A TWI799588B (zh) 2018-07-13 2019-05-24 積和運算裝置、積和運算電路、積和運算系統及積和運算方法

Country Status (6)

Country Link
US (1) US12008338B2 (zh)
EP (1) EP3822843B1 (zh)
JP (1) JP7283477B2 (zh)
CN (1) CN112384927B (zh)
TW (1) TWI799588B (zh)
WO (1) WO2020013069A1 (zh)

Families Citing this family (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20210374507A1 (en) * 2020-06-02 2021-12-02 University Of Louisiana At Lafayette Method for Pulse-Based Convolution for Near-Sensor Processing
KR20230039668A (ko) * 2020-07-17 2023-03-21 가부시키가이샤 한도오따이 에네루기 켄큐쇼 반도체 장치 및 전자 기기
US20230049032A1 (en) * 2021-08-02 2023-02-16 Silicon Storage Technology, Inc. Output circuitry for analog neural memory in a deep learning artificial neural network
JPWO2023032158A1 (zh) * 2021-09-03 2023-03-09
US20230386566A1 (en) * 2022-05-25 2023-11-30 Stmicroelectronics International N.V. Bit line voltage clamping read circuit for an in-memory compute operation where simultaneous access is made to plural rows of a static random access memory (sram)
US20230410892A1 (en) * 2022-05-25 2023-12-21 Stmicroelectronics International N.V. Bit line read current mirroring circuit for an in-memory compute operation where simultaneous access is made to plural rows of a static random access memory (sram)

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH07141313A (ja) * 1993-11-18 1995-06-02 Fujitsu Ltd 神経回路素子
JP2010061428A (ja) * 2008-09-04 2010-03-18 Yazaki Corp 掛算回路
US20180101359A1 (en) * 2016-10-12 2018-04-12 Semiconductor Energy Laboratory Co., Ltd. Semiconductor device and system using the same
US20180181708A1 (en) * 2013-01-17 2018-06-28 Edico Genome Corporation Bioinformatics systems, apparatuses, and methods executed on an integrated circuit processing platform

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP4272967B2 (ja) * 2003-10-16 2009-06-03 キヤノン株式会社 演算回路およびその動作制御方法
JP4620944B2 (ja) * 2003-10-16 2011-01-26 キヤノン株式会社 積和演算回路及びその方法
JP6501146B2 (ja) * 2014-03-18 2019-04-17 パナソニックIpマネジメント株式会社 ニューラルネットワーク回路およびその学習方法
CN109923550B (zh) * 2016-08-19 2022-11-15 索尼公司 乘数累加器
US9779355B1 (en) * 2016-09-15 2017-10-03 International Business Machines Corporation Back propagation gates and storage capacitor for neural networks
US11315009B2 (en) * 2017-03-03 2022-04-26 Hewlett Packard Enterprise Development Lp Analog multiplier-accumulators

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH07141313A (ja) * 1993-11-18 1995-06-02 Fujitsu Ltd 神経回路素子
JP2010061428A (ja) * 2008-09-04 2010-03-18 Yazaki Corp 掛算回路
US20180181708A1 (en) * 2013-01-17 2018-06-28 Edico Genome Corporation Bioinformatics systems, apparatuses, and methods executed on an integrated circuit processing platform
US20180101359A1 (en) * 2016-10-12 2018-04-12 Semiconductor Energy Laboratory Co., Ltd. Semiconductor device and system using the same

Also Published As

Publication number Publication date
EP3822843A4 (en) 2021-09-01
CN112384927B (zh) 2024-09-13
US20210294573A1 (en) 2021-09-23
JPWO2020013069A1 (ja) 2021-08-02
CN112384927A (zh) 2021-02-19
WO2020013069A1 (ja) 2020-01-16
EP3822843B1 (en) 2024-10-16
JP7283477B2 (ja) 2023-05-30
EP3822843A1 (en) 2021-05-19
TW202006611A (zh) 2020-02-01
US12008338B2 (en) 2024-06-11

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