FR3045893B1 - Circuit electronique, notamment apte a l'implementation de reseaux de neurones a plusieurs niveaux de precision. - Google Patents

Circuit electronique, notamment apte a l'implementation de reseaux de neurones a plusieurs niveaux de precision.

Info

Publication number
FR3045893B1
FR3045893B1 FR1562912A FR1562912A FR3045893B1 FR 3045893 B1 FR3045893 B1 FR 3045893B1 FR 1562912 A FR1562912 A FR 1562912A FR 1562912 A FR1562912 A FR 1562912A FR 3045893 B1 FR3045893 B1 FR 3045893B1
Authority
FR
France
Prior art keywords
precision
implementation
electronic circuit
several levels
neuron networks
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.)
Active
Application number
FR1562912A
Other languages
English (en)
Other versions
FR3045893A1 (fr
Inventor
Jean-Marc Philippe
Alexandre Carbon
Marc Duranton
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.)
Commissariat a lEnergie Atomique et aux Energies Alternatives CEA
Original Assignee
Commissariat a lEnergie Atomique CEA
Commissariat a lEnergie Atomique et aux Energies Alternatives CEA
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 Commissariat a lEnergie Atomique CEA, Commissariat a lEnergie Atomique et aux Energies Alternatives CEA filed Critical Commissariat a lEnergie Atomique CEA
Priority to FR1562912A priority Critical patent/FR3045893B1/fr
Priority to EP16809743.4A priority patent/EP3394799A1/fr
Priority to US15/781,680 priority patent/US11308388B2/en
Priority to PCT/EP2016/079998 priority patent/WO2017108398A1/fr
Publication of FR3045893A1 publication Critical patent/FR3045893A1/fr
Application granted granted Critical
Publication of FR3045893B1 publication Critical patent/FR3045893B1/fr
Active legal-status Critical Current
Anticipated expiration legal-status Critical

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
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • 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
    • G06N3/0495—Quantised networks; Sparse networks; Compressed networks
    • 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
    • G06N3/061—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using biological neurons, e.g. biological neurons connected to an integrated circuit

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)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Neurology (AREA)
  • Microelectronics & Electronic Packaging (AREA)
  • Logic Circuits (AREA)
  • Image Processing (AREA)
  • Multi Processors (AREA)
FR1562912A 2015-12-21 2015-12-21 Circuit electronique, notamment apte a l'implementation de reseaux de neurones a plusieurs niveaux de precision. Active FR3045893B1 (fr)

Priority Applications (4)

Application Number Priority Date Filing Date Title
FR1562912A FR3045893B1 (fr) 2015-12-21 2015-12-21 Circuit electronique, notamment apte a l'implementation de reseaux de neurones a plusieurs niveaux de precision.
EP16809743.4A EP3394799A1 (fr) 2015-12-21 2016-12-07 Circuit electronique, notamment apte a l'implementation de reseaux de neurones a plusieurs niveaux de precision
US15/781,680 US11308388B2 (en) 2015-12-21 2016-12-07 Electronic circuit, particularly for the implementation of neural networks with multiple levels of precision
PCT/EP2016/079998 WO2017108398A1 (fr) 2015-12-21 2016-12-07 Circuit electronique, notamment apte a l'implementation de reseaux de neurones a plusieurs niveaux de precision

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
FR1562912A FR3045893B1 (fr) 2015-12-21 2015-12-21 Circuit electronique, notamment apte a l'implementation de reseaux de neurones a plusieurs niveaux de precision.

Publications (2)

Publication Number Publication Date
FR3045893A1 FR3045893A1 (fr) 2017-06-23
FR3045893B1 true FR3045893B1 (fr) 2017-12-29

Family

ID=56068978

Family Applications (1)

Application Number Title Priority Date Filing Date
FR1562912A Active FR3045893B1 (fr) 2015-12-21 2015-12-21 Circuit electronique, notamment apte a l'implementation de reseaux de neurones a plusieurs niveaux de precision.

Country Status (4)

Country Link
US (1) US11308388B2 (fr)
EP (1) EP3394799A1 (fr)
FR (1) FR3045893B1 (fr)
WO (1) WO2017108398A1 (fr)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108475347A (zh) * 2017-11-30 2018-08-31 深圳市大疆创新科技有限公司 神经网络处理的方法、装置、加速器、系统和可移动设备
CN110596668B (zh) * 2019-09-20 2021-06-04 中国人民解放军国防科技大学 基于互逆深度神经网络的目标外辐射源被动定位方法
FR3114422B1 (fr) 2020-09-22 2023-11-10 Commissariat Energie Atomique Calculateur électronique de mise en œuvre d’un réseau de neurones artificiels, avec blocs de calcul de plusieurs types
CN117290812B (zh) * 2023-09-14 2025-09-19 华中师范大学 基于行为序列编码的在线资源学习行为分析与预测方法

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9348783B2 (en) * 2012-04-19 2016-05-24 Lockheed Martin Corporation Apparatus and method emulating a parallel interface to effect parallel data transfer from serial flash memory
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
FR3015068B1 (fr) * 2013-12-18 2016-01-01 Commissariat Energie Atomique Module de traitement du signal, notamment pour reseau de neurones et circuit neuronal
US9805303B2 (en) * 2015-05-21 2017-10-31 Google Inc. Rotating data for neural network computations
US10061537B2 (en) * 2015-08-13 2018-08-28 Microsoft Technology Licensing, Llc Data reordering using buffers and memory

Also Published As

Publication number Publication date
FR3045893A1 (fr) 2017-06-23
EP3394799A1 (fr) 2018-10-31
US11308388B2 (en) 2022-04-19
US20190005378A1 (en) 2019-01-03
WO2017108398A1 (fr) 2017-06-29

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