JP2016522495A5 - - Google Patents
Download PDFInfo
- Publication number
- JP2016522495A5 JP2016522495A5 JP2016515029A JP2016515029A JP2016522495A5 JP 2016522495 A5 JP2016522495 A5 JP 2016522495A5 JP 2016515029 A JP2016515029 A JP 2016515029A JP 2016515029 A JP2016515029 A JP 2016515029A JP 2016522495 A5 JP2016522495 A5 JP 2016522495A5
- Authority
- JP
- Japan
- Prior art keywords
- memory
- neuron
- artificial
- super
- processing unit
- 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.)
- Granted
Links
Applications Claiming Priority (13)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201361825657P | 2013-05-21 | 2013-05-21 | |
| US61/825,657 | 2013-05-21 | ||
| US201361862741P | 2013-08-06 | 2013-08-06 | |
| US201361862734P | 2013-08-06 | 2013-08-06 | |
| US201361862714P | 2013-08-06 | 2013-08-06 | |
| US61/862,741 | 2013-08-06 | ||
| US61/862,714 | 2013-08-06 | ||
| US61/862,734 | 2013-08-06 | ||
| US201461932364P | 2014-01-28 | 2014-01-28 | |
| US61/932,364 | 2014-01-28 | ||
| US14/267,005 | 2014-05-01 | ||
| US14/267,005 US9542643B2 (en) | 2013-05-21 | 2014-05-01 | Efficient hardware implementation of spiking networks |
| PCT/US2014/038841 WO2014189970A2 (en) | 2013-05-21 | 2014-05-20 | Efficient hardware implementation of spiking networks |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JP2016522495A JP2016522495A (ja) | 2016-07-28 |
| JP2016522495A5 true JP2016522495A5 (enExample) | 2017-03-09 |
| JP6130056B2 JP6130056B2 (ja) | 2017-05-17 |
Family
ID=51022429
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2016515029A Active JP6130056B2 (ja) | 2013-05-21 | 2014-05-20 | スパイキングネットワークの効率的なハードウェア実装 |
Country Status (6)
| Country | Link |
|---|---|
| US (1) | US9542643B2 (enExample) |
| EP (1) | EP3000076A2 (enExample) |
| JP (1) | JP6130056B2 (enExample) |
| KR (1) | KR101793011B1 (enExample) |
| CN (1) | CN105229675B (enExample) |
| WO (1) | WO2014189970A2 (enExample) |
Families Citing this family (65)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US8712940B2 (en) * | 2011-05-31 | 2014-04-29 | International Business Machines Corporation | Structural plasticity in spiking neural networks with symmetric dual of an electronic neuron |
| US9087301B2 (en) | 2012-12-21 | 2015-07-21 | International Business Machines Corporation | Hardware architecture for simulating a neural network of neurons |
| US9053429B2 (en) | 2012-12-21 | 2015-06-09 | International Business Machines Corporation | Mapping neural dynamics of a neural model on to a coarsely grained look-up table |
| US9330355B2 (en) | 2013-08-06 | 2016-05-03 | Qualcomm Incorporated | Computed synapses for neuromorphic systems |
| EP3035249B1 (en) | 2014-12-19 | 2019-11-27 | Intel Corporation | Method and apparatus for distributed and cooperative computation in artificial neural networks |
| US10552731B2 (en) | 2015-12-28 | 2020-02-04 | International Business Machines Corporation | Digital STDP synapse and LIF neuron-based neuromorphic system |
| US10891543B2 (en) | 2015-12-28 | 2021-01-12 | Samsung Electronics Co., Ltd. | LUT based synapse weight update scheme in STDP neuromorphic systems |
| US10748058B2 (en) | 2015-12-28 | 2020-08-18 | International Business Machines Corporation | LUT based neuron membrane potential update scheme in STDP neuromorphic systems |
| KR102285800B1 (ko) * | 2016-03-18 | 2021-08-04 | 가부시키가이샤 한도오따이 에네루기 켄큐쇼 | 반도체 장치 및 이를 사용한 시스템 |
| US11003984B2 (en) | 2016-05-31 | 2021-05-11 | Samsung Electronics Co., Ltd. | Timing sequence for digital STDP synapse and LIF neuron-based neuromorphic system |
| CN111310893B (zh) * | 2016-08-05 | 2023-11-21 | 中科寒武纪科技股份有限公司 | 一种用于执行神经网络运算的装置及方法 |
| US11501130B2 (en) * | 2016-09-09 | 2022-11-15 | SK Hynix Inc. | Neural network hardware accelerator architectures and operating method thereof |
| US10586147B2 (en) * | 2016-09-22 | 2020-03-10 | Intel Corporation | Neuromorphic computing device, memory device, system, and method to maintain a spike history for neurons in a neuromorphic computing environment |
| US11281963B2 (en) | 2016-09-26 | 2022-03-22 | Intel Corporation | Programmable neuron core with on-chip learning and stochastic time step control |
| US10489702B2 (en) * | 2016-10-14 | 2019-11-26 | Intel Corporation | Hybrid compression scheme for efficient storage of synaptic weights in hardware neuromorphic cores |
| KR101997975B1 (ko) * | 2016-12-01 | 2019-07-08 | 한국과학기술원 | 신경망 시스템을 이용한 정보의 장기, 단기, 및 하이브리드 기억을 위한 방법 |
| US20180174027A1 (en) * | 2016-12-20 | 2018-06-21 | Michael I. Davies | Multi-compartment dendrites in neuromorphic computing |
| US10248906B2 (en) * | 2016-12-28 | 2019-04-02 | Intel Corporation | Neuromorphic circuits for storing and generating connectivity information |
| US10140574B2 (en) * | 2016-12-31 | 2018-11-27 | Via Alliance Semiconductor Co., Ltd | Neural network unit with segmentable array width rotator and re-shapeable weight memory to match segment width to provide common weights to multiple rotator segments |
| KR101918102B1 (ko) | 2017-02-14 | 2019-02-08 | 한국과학기술연구원 | 플로팅 게이트 적분기를 이용한 고집적 저전력 소모 인공뉴런 회로 및 이를 포함하는 뉴로모르픽 시스템, 이의 제어 방법 |
| US10922608B2 (en) * | 2017-03-08 | 2021-02-16 | Arm Ltd | Spiking neural network |
| CN106934457B (zh) * | 2017-03-08 | 2019-12-06 | 杭州领芯电子有限公司 | 一种可灵活时分复用的脉冲神经元实现架构 |
| FR3064384B1 (fr) * | 2017-03-23 | 2019-05-03 | Stmicroelectronics Sa | Bloc refractaire pour dispositif integre de neurone artificiel |
| US10679119B2 (en) * | 2017-03-24 | 2020-06-09 | Intel Corporation | Handling signal saturation in spiking neural networks |
| US12430543B2 (en) | 2017-04-04 | 2025-09-30 | Hailo Technologies Ltd. | Structured sparsity guided training in an artificial neural network |
| US11238334B2 (en) | 2017-04-04 | 2022-02-01 | Hailo Technologies Ltd. | System and method of input alignment for efficient vector operations in an artificial neural network |
| US10387298B2 (en) | 2017-04-04 | 2019-08-20 | Hailo Technologies Ltd | Artificial neural network incorporating emphasis and focus techniques |
| US11544545B2 (en) | 2017-04-04 | 2023-01-03 | Hailo Technologies Ltd. | Structured activation based sparsity in an artificial neural network |
| US11615297B2 (en) | 2017-04-04 | 2023-03-28 | Hailo Technologies Ltd. | Structured weight based sparsity in an artificial neural network compiler |
| US11551028B2 (en) | 2017-04-04 | 2023-01-10 | Hailo Technologies Ltd. | Structured weight based sparsity in an artificial neural network |
| US10909449B2 (en) * | 2017-04-14 | 2021-02-02 | Samsung Electronics Co., Ltd. | Monolithic multi-bit weight cell for neuromorphic computing |
| US11308387B2 (en) | 2017-05-09 | 2022-04-19 | Samsung Electronics Co., Ltd. | STDP with synaptic fatigue for learning of spike-time-coded patterns in the presence of parallel rate-coding |
| US10671349B2 (en) | 2017-07-24 | 2020-06-02 | Tesla, Inc. | Accelerated mathematical engine |
| US11157287B2 (en) | 2017-07-24 | 2021-10-26 | Tesla, Inc. | Computational array microprocessor system with variable latency memory access |
| US11409692B2 (en) | 2017-07-24 | 2022-08-09 | Tesla, Inc. | Vector computational unit |
| US11157441B2 (en) | 2017-07-24 | 2021-10-26 | Tesla, Inc. | Computational array microprocessor system using non-consecutive data formatting |
| US11893393B2 (en) | 2017-07-24 | 2024-02-06 | Tesla, Inc. | Computational array microprocessor system with hardware arbiter managing memory requests |
| GB2568776B (en) * | 2017-08-11 | 2020-10-28 | Google Llc | Neural network accelerator with parameters resident on chip |
| CN107742153B (zh) * | 2017-10-20 | 2020-02-21 | 华中科技大学 | 一种基于忆阻器的具有稳态可塑性的神经元电路 |
| US10452540B2 (en) * | 2017-10-20 | 2019-10-22 | International Business Machines Corporation | Memory-mapped interface for message passing computing systems |
| US11561791B2 (en) | 2018-02-01 | 2023-01-24 | Tesla, Inc. | Vector computational unit receiving data elements in parallel from a last row of a computational array |
| US11366998B2 (en) | 2018-03-27 | 2022-06-21 | Intel Corporation | Neuromorphic accelerator multitasking |
| JP7490572B2 (ja) * | 2018-05-08 | 2024-05-27 | 三星電子株式会社 | ニューラル・ネットワーク処理要素 |
| EP3605401A1 (en) * | 2018-07-31 | 2020-02-05 | GrAl Matter Labs S.A.S. | Data processing module, data processing system and data processing method |
| US11200484B2 (en) | 2018-09-06 | 2021-12-14 | International Business Machines Corporation | Probability propagation over factor graphs |
| CN109886416A (zh) * | 2019-02-01 | 2019-06-14 | 京微齐力(北京)科技有限公司 | 集成人工智能模块的系统芯片及机器学习方法 |
| EP3928319A4 (en) | 2019-02-22 | 2022-11-30 | Micron Technology, Inc. | STORAGE DEVICE INTERFACE AND METHOD |
| KR102351087B1 (ko) | 2019-06-04 | 2022-01-14 | 주식회사 딥엑스 | 인공신경망의 데이터 로컬리티 기반의 데이터 캐슁을 이용하여 고속의 인공신경망 오퍼레이션을 지원하는 데이터 관리 장치 |
| KR102301041B1 (ko) * | 2019-07-04 | 2021-09-14 | 한국과학기술연구원 | 뉴로모픽 장치 |
| US11934946B2 (en) | 2019-08-01 | 2024-03-19 | International Business Machines Corporation | Learning and recall in spiking neural networks |
| US11054997B2 (en) * | 2019-08-12 | 2021-07-06 | Micron Technology, Inc. | Artificial neural networks in memory |
| KR102832599B1 (ko) | 2019-11-15 | 2025-07-14 | 삼성전자주식회사 | 메모리 기반의 뉴로모픽 장치 |
| CN115398448A (zh) | 2019-12-27 | 2022-11-25 | 美光科技公司 | 神经形态存储器装置和方法 |
| CN114930452A (zh) | 2019-12-30 | 2022-08-19 | 美光科技公司 | 存储器装置接口和方法 |
| CN114902332A (zh) | 2019-12-31 | 2022-08-12 | 美光科技公司 | 存储器模块多端口缓冲技术 |
| CN111461312B (zh) * | 2020-03-26 | 2022-04-22 | 华中科技大学 | 一种基于忆阻器随机丢弃神经元 |
| KR102860886B1 (ko) | 2020-06-01 | 2025-09-18 | 삼성전자주식회사 | 스케줄러, 스케줄러의 동작 방법 및 이를 포함한 가속기 시스템 |
| KR102204107B1 (ko) * | 2020-07-16 | 2021-01-18 | 세종대학교산학협력단 | 뉴런의 임계값에 STDP(Spiking Timing Dependent Plasticity)를 적용한 스파이킹 뉴럴 네트워크(Spiking Neural Network) |
| US11221929B1 (en) | 2020-09-29 | 2022-01-11 | Hailo Technologies Ltd. | Data stream fault detection mechanism in an artificial neural network processor |
| US11263077B1 (en) | 2020-09-29 | 2022-03-01 | Hailo Technologies Ltd. | Neural network intermediate results safety mechanism in an artificial neural network processor |
| US11237894B1 (en) | 2020-09-29 | 2022-02-01 | Hailo Technologies Ltd. | Layer control unit instruction addressing safety mechanism in an artificial neural network processor |
| US11874900B2 (en) | 2020-09-29 | 2024-01-16 | Hailo Technologies Ltd. | Cluster interlayer safety mechanism in an artificial neural network processor |
| US11811421B2 (en) | 2020-09-29 | 2023-11-07 | Hailo Technologies Ltd. | Weights safety mechanism in an artificial neural network processor |
| US12248367B2 (en) | 2020-09-29 | 2025-03-11 | Hailo Technologies Ltd. | Software defined redundant allocation safety mechanism in an artificial neural network processor |
| CN114037050B (zh) * | 2021-10-21 | 2022-08-16 | 大连理工大学 | 一种基于脉冲神经网络内在可塑性的机器人退化环境避障方法 |
Family Cites Families (34)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP3260357B2 (ja) * | 1990-01-24 | 2002-02-25 | 株式会社日立製作所 | 情報処理装置 |
| US7085749B2 (en) | 2001-05-31 | 2006-08-01 | Canon Kabushiki Kaisha | Pulse signal circuit, parallel processing circuit, pattern recognition system, and image input system |
| US7430546B1 (en) | 2003-06-07 | 2008-09-30 | Roland Erwin Suri | Applications of an algorithm that mimics cortical processing |
| WO2006000103A1 (en) * | 2004-06-29 | 2006-01-05 | Universite De Sherbrooke | Spiking neural network and use thereof |
| US7627540B2 (en) | 2005-06-28 | 2009-12-01 | Neurosciences Research Foundation, Inc. | Addressing scheme for neural modeling and brain-based devices using special purpose processor |
| US8103602B2 (en) | 2006-12-29 | 2012-01-24 | Neurosciences Research Foundation, Inc. | Solving the distal reward problem through linkage of STDP and dopamine signaling |
| US7818273B2 (en) | 2007-09-18 | 2010-10-19 | International Business Machines Corporation | System and method for cortical simulation |
| GB0811057D0 (en) * | 2008-06-17 | 2008-07-23 | Univ Ulster | Artificial neural network architecture |
| WO2010025130A1 (en) | 2008-08-28 | 2010-03-04 | Massachusetts Institute Of Technology | Circuits and methods representative of spike timing dependent plasticity of neurons |
| US8630966B2 (en) | 2009-01-27 | 2014-01-14 | Salk Institute For Biological Studies | Temporally dynamic artificial neural networks |
| US8510244B2 (en) | 2009-03-20 | 2013-08-13 | ISC8 Inc. | Apparatus comprising artificial neuronal assembly |
| US8250010B2 (en) * | 2009-05-21 | 2012-08-21 | International Business Machines Corporation | Electronic learning synapse with spike-timing dependent plasticity using unipolar memory-switching elements |
| US20100312736A1 (en) | 2009-06-05 | 2010-12-09 | The Regents Of The University Of California | Critical Branching Neural Computation Apparatus and Methods |
| US8527438B2 (en) | 2009-12-22 | 2013-09-03 | International Business Machines Corporation | Producing spike-timing dependent plasticity in an ultra-dense synapse cross-bar array |
| US9665822B2 (en) | 2010-06-30 | 2017-05-30 | International Business Machines Corporation | Canonical spiking neuron network for spatiotemporal associative memory |
| US9269042B2 (en) | 2010-09-30 | 2016-02-23 | International Business Machines Corporation | Producing spike-timing dependent plasticity in a neuromorphic network utilizing phase change synaptic devices |
| US8655813B2 (en) | 2010-12-30 | 2014-02-18 | International Business Machines Corporation | Synaptic weight normalized spiking neuronal networks |
| US9147156B2 (en) | 2011-09-21 | 2015-09-29 | Qualcomm Technologies Inc. | Apparatus and methods for synaptic update in a pulse-coded network |
| KR101888468B1 (ko) | 2011-06-08 | 2018-08-16 | 삼성전자주식회사 | Stdp 기능 셀을 위한 시냅스, stdp 기능 셀 및 stdp 기능 셀을 이용한 뉴로모픽 회로 |
| US9104973B2 (en) | 2011-09-21 | 2015-08-11 | Qualcomm Technologies Inc. | Elementary network description for neuromorphic systems with plurality of doublets wherein doublet events rules are executed in parallel |
| US9460387B2 (en) * | 2011-09-21 | 2016-10-04 | Qualcomm Technologies Inc. | Apparatus and methods for implementing event-based updates in neuron networks |
| US8725662B2 (en) | 2011-09-21 | 2014-05-13 | Brain Corporation | Apparatus and method for partial evaluation of synaptic updates based on system events |
| US9412064B2 (en) | 2011-08-17 | 2016-08-09 | Qualcomm Technologies Inc. | Event-based communication in spiking neuron networks communicating a neural activity payload with an efficacy update |
| US8909576B2 (en) | 2011-09-16 | 2014-12-09 | International Business Machines Corporation | Neuromorphic event-driven neural computing architecture in a scalable neural network |
| US9092735B2 (en) * | 2011-09-21 | 2015-07-28 | Qualcomm Incorporated | Method and apparatus for structural delay plasticity in spiking neural networks |
| US9111222B2 (en) * | 2011-11-09 | 2015-08-18 | Qualcomm Incorporated | Method and apparatus for switching the binary state of a location in memory in a probabilistic manner to store synaptic weights of a neural network |
| US8832010B2 (en) | 2012-01-04 | 2014-09-09 | International Business Machines Corporation | Electronic synapses from stochastic binary memory devices |
| US9218563B2 (en) | 2012-10-25 | 2015-12-22 | Brain Corporation | Spiking neuron sensory processing apparatus and methods for saliency detection |
| US9177245B2 (en) | 2013-02-08 | 2015-11-03 | Qualcomm Technologies Inc. | Spiking network apparatus and method with bimodal spike-timing dependent plasticity |
| US9436908B2 (en) | 2013-02-22 | 2016-09-06 | Qualcomm Technologies Inc. | Apparatus and methods for rate-modulated plasticity in a neuron network |
| US20140351186A1 (en) | 2013-05-21 | 2014-11-27 | Qualcomm Incorporated | Spike time windowing for implementing spike-timing dependent plasticity (stdp) |
| US9436909B2 (en) | 2013-06-19 | 2016-09-06 | Brain Corporation | Increased dynamic range artificial neuron network apparatus and methods |
| US9330355B2 (en) | 2013-08-06 | 2016-05-03 | Qualcomm Incorporated | Computed synapses for neuromorphic systems |
| US20150046381A1 (en) | 2013-08-06 | 2015-02-12 | Qualcomm Incorporated | Implementing delays between neurons in an artificial nervous system |
-
2014
- 2014-05-01 US US14/267,005 patent/US9542643B2/en active Active
- 2014-05-20 JP JP2016515029A patent/JP6130056B2/ja active Active
- 2014-05-20 WO PCT/US2014/038841 patent/WO2014189970A2/en not_active Ceased
- 2014-05-20 CN CN201480029027.1A patent/CN105229675B/zh active Active
- 2014-05-20 EP EP14733423.9A patent/EP3000076A2/en not_active Ceased
- 2014-05-20 KR KR1020157033774A patent/KR101793011B1/ko active Active
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| JP2016522495A5 (enExample) | ||
| CN105637541B (zh) | 用于神经模拟器的共享存储器架构 | |
| CN105229675B (zh) | 尖峰网络的高效硬件实现 | |
| Naveros et al. | A spiking neural simulator integrating event-driven and time-driven computation schemes using parallel CPU-GPU co-processing: a case study | |
| JP2017519268A5 (enExample) | ||
| EP3108414A2 (en) | In situ neural network co-processing | |
| JP2016536657A5 (enExample) | ||
| TW201543382A (zh) | 神經網路對當前計算資源的自我調整 | |
| TW201523463A (zh) | 針對神經模型的群組標籤的實現方案的方法和裝置 | |
| WO2015053864A1 (en) | Compiling network descriptions to multiple platforms | |
| WO2015020802A2 (en) | Computed synapses for neuromorphic systems | |
| US9672464B2 (en) | Method and apparatus for efficient implementation of common neuron models | |
| WO2015112713A2 (en) | Value synchronization across neural processors | |
| WO2015153150A2 (en) | Probabilistic representation of large sequences using spiking neural network | |
| JP2017510890A5 (enExample) | ||
| WO2015057302A2 (en) | Congestion avoidance in networks of spiking neurons | |
| WO2015127106A1 (en) | Stochastic delay plasticity | |
| WO2015023441A2 (en) | Post ghost plasticity | |
| WO2015038311A2 (en) | Implementing structural plasticity in an artificial nervous system | |
| McKinstry | Temporal sequence learning in reentrantly coupled winner-take-all networks of spiking neurons | |
| US20150278684A1 (en) | Time synchronization of spiking neuron models on multiple nodes | |
| JP2017509979A5 (enExample) | ||
| Almeida et al. | A computational and behavioral study of the precision of visuo-spatial working-memory for several items | |
| Richert et al. | Self-tuning spike-timing dependent plasticity curves to simplify models and improve learning | |
| Fauth et al. | Modelling the interaction of structural and synaptic plasticity |