JP2016501398A - 区分的線形ニューロンモデル化 - Google Patents

区分的線形ニューロンモデル化 Download PDF

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JP2016501398A
JP2016501398A JP2015542690A JP2015542690A JP2016501398A JP 2016501398 A JP2016501398 A JP 2016501398A JP 2015542690 A JP2015542690 A JP 2015542690A JP 2015542690 A JP2015542690 A JP 2015542690A JP 2016501398 A JP2016501398 A JP 2016501398A
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JP2016501398A5 (enExample
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パドバニ、ロバート
ヨン、ユン・チュル
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Qualcomm Inc
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    • 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
    • G06N3/08Learning methods
    • 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
    • G06N3/0499Feedforward networks
    • 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
    • G06N3/082Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • 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

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  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
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JP2015542690A 2012-11-20 2013-11-05 区分的線形ニューロンモデル化 Pending JP2016501398A (ja)

Applications Claiming Priority (11)

Application Number Priority Date Filing Date Title
US201261728360P 2012-11-20 2012-11-20
US61/728,360 2012-11-20
US201261734716P 2012-12-07 2012-12-07
US61/734,716 2012-12-07
US201261740633P 2012-12-21 2012-12-21
US61/740,633 2012-12-21
US201361756889P 2013-01-25 2013-01-25
US61/756,889 2013-01-25
US14/070,659 2013-11-04
US14/070,659 US20140143191A1 (en) 2012-11-20 2013-11-04 Piecewise linear neuron modeling
PCT/US2013/068531 WO2014081561A1 (en) 2012-11-20 2013-11-05 Piecewise linear neuron modeling

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JP2016501398A true JP2016501398A (ja) 2016-01-18
JP2016501398A5 JP2016501398A5 (enExample) 2016-12-01

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JP2015542690A Pending JP2016501398A (ja) 2012-11-20 2013-11-05 区分的線形ニューロンモデル化
JP2015542691A Active JP6117369B2 (ja) 2012-11-20 2013-11-05 区分的線形ニューロンモデル化
JP2015542689A Expired - Fee Related JP5976948B2 (ja) 2012-11-20 2013-11-05 区分的線形ニューロンモデル化

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US (3) US9477926B2 (enExample)
EP (3) EP2923310A1 (enExample)
JP (3) JP2016501398A (enExample)
KR (1) KR20150087266A (enExample)
CN (3) CN104798089B (enExample)
TW (3) TWI584207B (enExample)
WO (3) WO2014081562A1 (enExample)

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2019117646A1 (ko) * 2017-12-15 2019-06-20 한국전자통신연구원 분산 처리 환경에서의 학습 파라미터의 압축 및 전송을 제공하는 방법 및 장치
KR20190072450A (ko) * 2017-12-15 2019-06-25 한국전자통신연구원 분산 처리 환경에서의 학습 파라미터의 압축 및 전송을 제공하는 방법 및 장치
KR20200104959A (ko) * 2019-02-27 2020-09-07 한국전력공사 분산 딥러닝 환경에서 데이터 압축 장치 및 방법

Families Citing this family (46)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9477926B2 (en) 2012-11-20 2016-10-25 Qualcomm Incorporated Piecewise linear neuron modeling
US10132529B2 (en) 2013-03-14 2018-11-20 Rolls-Royce Corporation Thermal management system controlling dynamic and steady state thermal loads
US10288325B2 (en) 2013-03-14 2019-05-14 Rolls-Royce Corporation Trans-critical vapor cycle system with improved heat rejection
US10068170B2 (en) * 2013-09-23 2018-09-04 Oracle International Corporation Minimizing global error in an artificial neural network
US20150324690A1 (en) * 2014-05-08 2015-11-12 Microsoft Corporation Deep Learning Training System
WO2016054441A1 (en) * 2014-10-01 2016-04-07 Thalchemy Corporation Efficient and scalable systems for calculating neural network connectivity in an event-driven way
KR20170074234A (ko) * 2014-10-23 2017-06-29 휴렛 팩커드 엔터프라이즈 디벨롭먼트 엘피 내적을 결정하기 위한 멤리스티브 크로스바 어레이
EP3214584A4 (en) * 2014-10-28 2018-07-25 Nec Corporation Region linear model optimization system, method, and program
US9747546B2 (en) * 2015-05-21 2017-08-29 Google Inc. Neural network processor
CN106528047B (zh) * 2015-10-08 2019-04-09 上海兆芯集成电路有限公司 一种处理器、神经网络单元及其运作方法
WO2017139342A1 (en) * 2016-02-08 2017-08-17 Spero Devices, Inc. Analog co-processor
JP6713164B2 (ja) * 2016-03-03 2020-06-24 国立研究開発法人物質・材料研究機構 シグナル解析方法及び試料ガス識別方法
US9990196B2 (en) * 2016-04-01 2018-06-05 Intel Corporation Instruction, circuits, and logic for piecewise linear approximation
CN106250600A (zh) * 2016-07-27 2016-12-21 上海华虹宏力半导体制造有限公司 提高mos器件模拟应用模型精准性的方法
US11270193B2 (en) 2016-09-30 2022-03-08 International Business Machines Corporation Scalable stream synaptic supercomputer for extreme throughput neural networks
US10679118B2 (en) * 2016-12-20 2020-06-09 Intel Corporation Solving matrix inverse problems using neuromorphic computing
CN106897734A (zh) * 2017-01-12 2017-06-27 南京大学 基于深度卷积神经网络的层内非均匀的k平均聚类定点量化方法
CN106875004B (zh) * 2017-01-20 2019-09-10 北京灵汐科技有限公司 复合模式神经元信息处理方法和系统
US10585703B2 (en) 2017-06-03 2020-03-10 Apple Inc. Dynamic operation allocation for neural networks
US20200250515A1 (en) * 2017-10-27 2020-08-06 Google Llc Systems and Methods for Improved Optimization of Machine-Learned Models
CN109960673B (zh) * 2017-12-14 2020-02-18 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
KR102778395B1 (ko) * 2018-03-05 2025-03-11 한국전자통신연구원 심층신경망 모델의 선형 근사화 방법 및 장치
CN108647808B (zh) * 2018-04-11 2022-03-29 济南大学 一种生产参数优化预测方法、装置、设备及存储介质
US10489482B1 (en) * 2018-06-01 2019-11-26 Hewlett Packard Enterprise Development Lp Gaussian elimination via a vector matrix multiplication accelerator
US11468338B2 (en) 2018-09-11 2022-10-11 Apple Inc. Compiling models for dedicated hardware
US12020168B2 (en) * 2018-09-11 2024-06-25 Apple Inc. Compiling models for dedicated hardware
US11610110B2 (en) 2018-12-05 2023-03-21 Bank Of America Corporation De-conflicting data labeling in real time deep learning systems
CN109800851B (zh) * 2018-12-29 2024-03-01 中国人民解放军陆军工程大学 神经突触电路和脉冲神经网络电路
US11195085B2 (en) * 2019-03-21 2021-12-07 International Business Machines Corporation Spiking synaptic elements for spiking neural networks
CN110472733B (zh) * 2019-07-22 2023-05-02 天津大学 一种基于神经形态学的在体神经元建模方法
TWI728556B (zh) * 2019-11-18 2021-05-21 財團法人工業技術研究院 神經元電路及類神經網路晶片
KR102431371B1 (ko) * 2019-11-26 2022-08-10 성균관대학교산학협력단 스파이킹 뉴런 모델 및 그의 스파이크 생성 방법
TWI733305B (zh) * 2020-01-10 2021-07-11 瑞昱半導體股份有限公司 晶片及基於神經網路電路的電流調整方法
CN111241749B (zh) * 2020-01-13 2023-04-07 广西师范大学 一种基于储备池计算的永磁同步电动机混沌预测方法
CN111445017A (zh) * 2020-03-23 2020-07-24 天津芯海创科技有限公司 一种运算方法及装置
KR102339485B1 (ko) * 2020-06-30 2021-12-15 강원대학교산학협력단 인공신경망을 이용한 아크신호 검출방법
KR102883346B1 (ko) * 2020-09-09 2025-11-07 삼성전자주식회사 호스트 프로세서 및 가속기의 동작 방법 및 이들을 포함한 전자 장치
US11568255B2 (en) * 2020-09-10 2023-01-31 Mipsology SAS Fine tuning of trained artificial neural network
CN112966433B (zh) * 2021-02-08 2022-12-23 北京大学 一种基于即时编译的神经动力学仿真方法及装置
TW202248883A (zh) * 2021-05-31 2022-12-16 汎思數據股份有限公司 深度學習神經網路儲存與推論方法
KR102553119B1 (ko) 2021-12-01 2023-07-07 주식회사 딥엑스 프로그래밍 가능 활성화 함수 생성 방법 및 이를 이용하는 장치
US11836604B2 (en) 2021-12-01 2023-12-05 Deepx Co., Ltd. Method for generating programmable activation function and apparatus using the same
CN114861864B (zh) * 2022-02-24 2024-07-30 天津大学 具有树突形态学的神经元网络建模方法及装置
CN114781608B (zh) * 2022-04-19 2023-06-20 安徽科技学院 一种基于数字孪生的煤矿供电系统故障预警方法
CN116307942B (zh) * 2023-05-18 2023-08-25 中国人民解放军96901部队 基于指标影响力演化的联合作战效能评估方法、系统
CN118940682B (zh) * 2024-10-14 2025-02-07 芯瑞微(上海)电子科技有限公司 一种非均匀时间步长的热电路仿真方法及相关设备

Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH08180034A (ja) * 1994-12-20 1996-07-12 Hitachi Microcomput Syst Ltd 情報処理装置
JPH1086447A (ja) * 1996-09-09 1998-04-07 Xerox Corp 静電写真プリントマシン
JP2002358094A (ja) * 2001-03-29 2002-12-13 Ricoh Co Ltd 音声認識システム
JP2005523534A (ja) * 2002-04-19 2005-08-04 コンピュータ アソシエイツ シンク,インコーポレイテッド 自動的ニューラルネットモデル発生及びメインテナンス
JP2010266975A (ja) * 2009-05-13 2010-11-25 Sony Corp 学習装置、学習方法、データ生成装置、データ生成方法、及び、プログラム
JP2011059815A (ja) * 2009-09-07 2011-03-24 Sony Corp 情報処理装置、情報処理方法、及び、プログラム
JP2012118718A (ja) * 2010-11-30 2012-06-21 Internatl Business Mach Corp <Ibm> スライディング・モード制御方式において、制御器を構成する方法、プログラム及びシステム

Family Cites Families (29)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4979126A (en) * 1988-03-30 1990-12-18 Ai Ware Incorporated Neural network with non-linear transformations
US5140670A (en) 1989-10-05 1992-08-18 Regents Of The University Of California Cellular neural network
GB2236608B (en) 1989-10-06 1993-08-18 British Telecomm Digital neural networks
DE4131765A1 (de) * 1991-09-24 1993-03-25 Siemens Ag Regelparameter-verbesserungsverfahren fuer industrielle anlagen
FR2685109A1 (fr) 1991-12-11 1993-06-18 Philips Electronique Lab Processeur numerique neuronal operant avec une approximation d'une fonction d'activation non lineaire.
KR970008532B1 (ko) 1993-08-10 1997-05-24 재단법인 한국전자통신연구소 비선형 함수의 근사를 위한 비선형 추정망의 학습방법
JPH0784974A (ja) 1993-09-16 1995-03-31 Nissan Motor Co Ltd リカレント・ニューラルネットワーク
KR100194761B1 (ko) 1996-10-02 1999-06-15 이계철 제어형 연속 램프(r므ㅔ) 변환기
US20050239737A1 (en) * 1998-05-12 2005-10-27 Isis Pharmaceuticals, Inc. Identification of molecular interaction sites in RNA for novel drug discovery
US6507828B1 (en) 1998-06-19 2003-01-14 Jason Leonard Neuron circuit and related techniques
US6728690B1 (en) * 1999-11-23 2004-04-27 Microsoft Corporation Classification system trainer employing maximum margin back-propagation with probabilistic outputs
EP1172763A3 (en) 2000-07-13 2008-11-05 International Business Machines Corporation Method and circuits for associating a norm to each component of an input pattern presented to a neural network
US6823322B2 (en) 2001-02-14 2004-11-23 Denso Corporation Piecewise nonlinear mapper for digitals
CN1417742A (zh) * 2002-12-16 2003-05-14 武汉大学 一种动态认知神经网络及实现方法
EP1515270A1 (en) * 2003-09-09 2005-03-16 Semeion An artificial neural network
US7647213B1 (en) * 2003-10-02 2010-01-12 The Mathworks, Inc. Method for modeling and analyzing linear time invariant systems with time delays
FR2881857B1 (fr) * 2005-02-04 2008-05-23 Bernard Angeniol Outil informatique de prevision
US7711663B2 (en) * 2006-03-27 2010-05-04 Board Of Trustees Of Michigan State University Multi-layer development network having in-place learning
TW200914844A (en) 2007-09-20 2009-04-01 Univ Far East Detection system and detection method for analyzing electronic signal state
CN101546389A (zh) 2008-03-26 2009-09-30 中国科学院半导体研究所 一种主方向神经网络系统
US8411910B2 (en) * 2008-04-17 2013-04-02 Biometricore, Inc. Computationally efficient feature extraction and matching iris recognition
TWI417798B (zh) 2008-11-21 2013-12-01 Nat Taipei University Oftechnology High - speed reverse transfer neural network system with elastic structure and learning function
TWI417797B (zh) 2010-02-04 2013-12-01 Univ Nat Taipei Technology A Parallel Learning Architecture and Its Method for Transferred Neural Network
CN101782743A (zh) 2010-02-11 2010-07-21 浙江大学 神经网络建模方法及系统
US8655815B2 (en) 2010-05-19 2014-02-18 The Regents Of The University Of California Neural processing unit
TW201145057A (en) 2010-06-02 2011-12-16 Chun-Chen Liu MLPR: a multilayer perceptron-based model reduction algorithm for nonlinear circuits
TWI467520B (zh) 2010-11-10 2015-01-01 Univ Nat Chiao Tung 建構個人化神經刺激模型之系統及方法
US9367797B2 (en) * 2012-02-08 2016-06-14 Jason Frank Hunzinger Methods and apparatus for spiking neural computation
US9477926B2 (en) * 2012-11-20 2016-10-25 Qualcomm Incorporated Piecewise linear neuron modeling

Patent Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH08180034A (ja) * 1994-12-20 1996-07-12 Hitachi Microcomput Syst Ltd 情報処理装置
JPH1086447A (ja) * 1996-09-09 1998-04-07 Xerox Corp 静電写真プリントマシン
JP2002358094A (ja) * 2001-03-29 2002-12-13 Ricoh Co Ltd 音声認識システム
JP2005523534A (ja) * 2002-04-19 2005-08-04 コンピュータ アソシエイツ シンク,インコーポレイテッド 自動的ニューラルネットモデル発生及びメインテナンス
JP2010266975A (ja) * 2009-05-13 2010-11-25 Sony Corp 学習装置、学習方法、データ生成装置、データ生成方法、及び、プログラム
JP2011059815A (ja) * 2009-09-07 2011-03-24 Sony Corp 情報処理装置、情報処理方法、及び、プログラム
JP2012118718A (ja) * 2010-11-30 2012-06-21 Internatl Business Mach Corp <Ibm> スライディング・モード制御方式において、制御器を構成する方法、プログラム及びシステム

Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2019117646A1 (ko) * 2017-12-15 2019-06-20 한국전자통신연구원 분산 처리 환경에서의 학습 파라미터의 압축 및 전송을 제공하는 방법 및 장치
KR20190072450A (ko) * 2017-12-15 2019-06-25 한국전자통신연구원 분산 처리 환경에서의 학습 파라미터의 압축 및 전송을 제공하는 방법 및 장치
KR102435595B1 (ko) 2017-12-15 2022-08-25 한국전자통신연구원 분산 처리 환경에서의 학습 파라미터의 압축 및 전송을 제공하는 방법 및 장치
US11663476B2 (en) 2017-12-15 2023-05-30 Electronics And Telecommunications Research Institute Method and device for providing compression and transmission of training parameters in distributed processing environment
KR20200104959A (ko) * 2019-02-27 2020-09-07 한국전력공사 분산 딥러닝 환경에서 데이터 압축 장치 및 방법
KR102425039B1 (ko) 2019-02-27 2022-07-28 한국전력공사 분산 딥러닝 환경에서 데이터 압축 장치 및 방법

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TWI537843B (zh) 2016-06-11
TWI541736B (zh) 2016-07-11
CN104781836A (zh) 2015-07-15
EP2923309A1 (en) 2015-09-30
EP2923310A1 (en) 2015-09-30
US20140143194A1 (en) 2014-05-22
TW201421381A (zh) 2014-06-01
US20140143191A1 (en) 2014-05-22
WO2014081562A1 (en) 2014-05-30
CN104798088A (zh) 2015-07-22
WO2014081560A1 (en) 2014-05-30
CN104798089A (zh) 2015-07-22
CN104798089B (zh) 2018-01-16
US9477926B2 (en) 2016-10-25
TW201421382A (zh) 2014-06-01
KR20150087266A (ko) 2015-07-29
CN104798088B (zh) 2018-02-23
TW201421383A (zh) 2014-06-01
JP2016501399A (ja) 2016-01-18
WO2014081561A1 (en) 2014-05-30
US20140143190A1 (en) 2014-05-22
EP2923308A1 (en) 2015-09-30
JP5976948B2 (ja) 2016-08-24
JP2016501397A (ja) 2016-01-18
US9292790B2 (en) 2016-03-22
JP6117369B2 (ja) 2017-04-19
TWI584207B (zh) 2017-05-21
CN104781836B (zh) 2018-05-08

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