JP7605303B2 - 設計方法およびプログラム - Google Patents

設計方法およびプログラム Download PDF

Info

Publication number
JP7605303B2
JP7605303B2 JP2023523783A JP2023523783A JP7605303B2 JP 7605303 B2 JP7605303 B2 JP 7605303B2 JP 2023523783 A JP2023523783 A JP 2023523783A JP 2023523783 A JP2023523783 A JP 2023523783A JP 7605303 B2 JP7605303 B2 JP 7605303B2
Authority
JP
Japan
Prior art keywords
firing
mathematical model
firing time
step size
product
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
JP2023523783A
Other languages
English (en)
Japanese (ja)
Other versions
JPWO2022249308A5 (ja
JPWO2022249308A1 (https=
Inventor
悠介 酒見
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.)
NEC Corp
Original Assignee
NEC 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
Application filed by NEC Corp filed Critical NEC Corp
Publication of JPWO2022249308A1 publication Critical patent/JPWO2022249308A1/ja
Publication of JPWO2022249308A5 publication Critical patent/JPWO2022249308A5/ja
Application granted granted Critical
Publication of JP7605303B2 publication Critical patent/JP7605303B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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 OR CALCULATING; 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 OR CALCULATING; 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
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods

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)
  • Evolutionary Computation (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Artificial Intelligence (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Neurology (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
JP2023523783A 2021-05-26 2021-05-26 設計方法およびプログラム Active JP7605303B2 (ja)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/JP2021/019903 WO2022249308A1 (ja) 2021-05-26 2021-05-26 設計方法および記録媒体

Publications (3)

Publication Number Publication Date
JPWO2022249308A1 JPWO2022249308A1 (https=) 2022-12-01
JPWO2022249308A5 JPWO2022249308A5 (ja) 2024-02-09
JP7605303B2 true JP7605303B2 (ja) 2024-12-24

Family

ID=84228613

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2023523783A Active JP7605303B2 (ja) 2021-05-26 2021-05-26 設計方法およびプログラム

Country Status (3)

Country Link
US (1) US20240256826A1 (https=)
JP (1) JP7605303B2 (https=)
WO (1) WO2022249308A1 (https=)

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2013119867A1 (en) 2012-02-08 2013-08-15 Qualcomm Incorporated Methods and apparatus for spiking neural computation
WO2019125419A1 (en) 2017-12-19 2019-06-27 Intel Corporation Device, system and method for varying a synaptic weight with a phase differential of a spiking neural network
WO2020241356A1 (ja) 2019-05-30 2020-12-03 日本電気株式会社 スパイキングニューラルネットワークシステム、学習処理装置、学習処理方法および記録媒体

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2013119867A1 (en) 2012-02-08 2013-08-15 Qualcomm Incorporated Methods and apparatus for spiking neural computation
WO2019125419A1 (en) 2017-12-19 2019-06-27 Intel Corporation Device, system and method for varying a synaptic weight with a phase differential of a spiking neural network
WO2020241356A1 (ja) 2019-05-30 2020-12-03 日本電気株式会社 スパイキングニューラルネットワークシステム、学習処理装置、学習処理方法および記録媒体

Also Published As

Publication number Publication date
JPWO2022249308A1 (https=) 2022-12-01
US20240256826A1 (en) 2024-08-01
WO2022249308A1 (ja) 2022-12-01

Similar Documents

Publication Publication Date Title
Marhon et al. Recurrent neural networks
US9146546B2 (en) Systems and apparatus for implementing task-specific learning using spiking neurons
US10339041B2 (en) Shared memory architecture for a neural simulator
US9104186B2 (en) Stochastic apparatus and methods for implementing generalized learning rules
US9330355B2 (en) Computed synapses for neuromorphic systems
US20130325774A1 (en) Learning stochastic apparatus and methods
KR102032146B1 (ko) 소자 결점을 보완하기 위한 구간 선형 정류 유닛을 사용하는 인공신경망 시스템
CN114341891A (zh) 神经网络剪枝
JP6852365B2 (ja) 情報処理装置、情報処理システム、情報処理プログラムおよび情報処理方法
KR20170031695A (ko) 신경망들에서의 콘볼루션 동작의 분해
US20220253674A1 (en) Spiking neural network system, learning processing device, learning method, and recording medium
JP7759035B2 (ja) 過渡同期性によるsnnの適応
CN105659262A (zh) 在尖峰神经网络中使用重放来实现突触学习
KR20180045635A (ko) 뉴럴 네트워크 간소화 방법 및 장치
US20240303484A1 (en) Neuromorphic circuit and associated training method
KR20160125967A (ko) 일반적인 뉴런 모델들의 효율적인 구현을 위한 방법 및 장치
Urgun et al. Composite system reliability analysis using deep learning enhanced by transfer learning
JP7540509B2 (ja) ニューラルネットワーク装置、生成装置、情報処理方法、生成方法およびプログラム
JP7553893B2 (ja) ニューラルネットワーク装置、処理方法およびプログラム
JP7605303B2 (ja) 設計方法およびプログラム
KR102624710B1 (ko) Gru 기반 구조물 시계열 응답 예측 방법
KR102805833B1 (ko) 뉴럴 네트워크 변환 방법 및 장치
US20250068906A1 (en) Calculation device, learning device, and calculation method
US20240394520A1 (en) Neural network system, learning device, and learning method
CN111582460B (zh) 隐层神经元自适应激活方法、装置和终端设备

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20231107

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20231107

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20240730

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20240919

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20241112

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20241125

R150 Certificate of patent or registration of utility model

Ref document number: 7605303

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150