CN109858620A - 一种类脑计算系统 - Google Patents
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CN201811644637.9A CN109858620B (zh) | 2018-12-29 | 2018-12-29 | 一种类脑计算系统 |
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Cited By (17)
Publication number | Priority date | Publication date | Assignee | Title |
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CN110378475A (zh) * | 2019-07-08 | 2019-10-25 | 浙江大学 | 一种基于多位并行二进制突触阵列的神经形态计算电路 |
CN110941584A (zh) * | 2019-11-19 | 2020-03-31 | 中科寒武纪科技股份有限公司 | 运算引擎和数据运算方法 |
CN110990060A (zh) * | 2019-12-06 | 2020-04-10 | 北京瀚诺半导体科技有限公司 | 一种存算一体芯片的嵌入式处理器、指令集及数据处理方法 |
CN110991626A (zh) * | 2019-06-28 | 2020-04-10 | 广东工业大学 | 一种多cpu类脑模拟系统 |
CN111082949A (zh) * | 2019-10-29 | 2020-04-28 | 广东工业大学 | 一种类脑计算机中脉冲数据包高效传输方法 |
CN111325321A (zh) * | 2020-02-13 | 2020-06-23 | 中国科学院自动化研究所 | 基于多神经网络融合的类脑计算系统及指令集的执行方法 |
WO2020134824A1 (zh) * | 2018-12-29 | 2020-07-02 | 北京灵汐科技有限公司 | 一种类脑计算系统 |
CN112188093A (zh) * | 2020-09-24 | 2021-01-05 | 北京灵汐科技有限公司 | 双模态信号融合系统和方法 |
WO2021000890A1 (zh) * | 2019-07-02 | 2021-01-07 | 深圳忆海原识科技有限公司 | 用于类脑智能与认知计算的脉冲神经网络运算系统及方法 |
CN112966814A (zh) * | 2021-03-17 | 2021-06-15 | 上海新氦类脑智能科技有限公司 | 融合脉冲神经网络信息处理方法及融合脉冲神经网络 |
CN113222134A (zh) * | 2021-07-12 | 2021-08-06 | 深圳市永达电子信息股份有限公司 | 一种类脑计算系统、方法及计算机可读存储介质 |
CN114399033A (zh) * | 2022-03-25 | 2022-04-26 | 浙江大学 | 基于神经元指令编码的类脑计算系统和计算方法 |
WO2022099569A1 (zh) * | 2020-11-12 | 2022-05-19 | 浙江大学 | 一种类脑计算机操作系统的应用处理程序动态加载方法 |
WO2022143625A1 (zh) * | 2020-12-30 | 2022-07-07 | 北京灵汐科技有限公司 | 神经网络模型、方法、电子设备及可读介质 |
CN114781633A (zh) * | 2022-06-17 | 2022-07-22 | 电子科技大学 | 一种融合人工神经网络与脉冲神经网络的处理器 |
US11443195B2 (en) | 2019-02-19 | 2022-09-13 | Volodymyr Bykov | Domain-based dendral network |
CN116155843A (zh) * | 2023-02-01 | 2023-05-23 | 北京大学 | 一种基于pynq的脉冲神经网络芯片数据通信方法及系统 |
Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103201610A (zh) * | 2010-10-29 | 2013-07-10 | 国际商业机器公司 | 带有使用模拟学习的突触权重的神经形态-突触器脉冲神经网络 |
CN104732274A (zh) * | 2015-03-10 | 2015-06-24 | 华南理工大学 | 一种智能计算机 |
CN104809498A (zh) * | 2014-01-24 | 2015-07-29 | 清华大学 | 一种基于神经形态电路的类脑协处理器 |
CN104809501A (zh) * | 2014-01-24 | 2015-07-29 | 清华大学 | 一种基于类脑协处理器的计算机系统 |
CN105095961A (zh) * | 2015-07-16 | 2015-11-25 | 清华大学 | 一种人工神经网络和脉冲神经网络的混合系统 |
CN105095966A (zh) * | 2015-07-16 | 2015-11-25 | 清华大学 | 人工神经网络和脉冲神经网络的混合计算系统 |
US20180322384A1 (en) * | 2017-05-02 | 2018-11-08 | Intel Corporation | Post synaptic potential-based learning rule |
Family Cites Families (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105095967B (zh) * | 2015-07-16 | 2018-02-16 | 清华大学 | 一种多模态神经形态网络核 |
US11068777B2 (en) * | 2017-02-06 | 2021-07-20 | International Business Machines Corporation | Voltage controlled highly linear resistive elements |
CN109858620B (zh) * | 2018-12-29 | 2021-08-20 | 北京灵汐科技有限公司 | 一种类脑计算系统 |
-
2018
- 2018-12-29 CN CN201811644637.9A patent/CN109858620B/zh active Active
-
2019
- 2019-11-28 WO PCT/CN2019/121453 patent/WO2020134824A1/zh active Application Filing
Patent Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN103201610A (zh) * | 2010-10-29 | 2013-07-10 | 国际商业机器公司 | 带有使用模拟学习的突触权重的神经形态-突触器脉冲神经网络 |
CN104809498A (zh) * | 2014-01-24 | 2015-07-29 | 清华大学 | 一种基于神经形态电路的类脑协处理器 |
CN104809501A (zh) * | 2014-01-24 | 2015-07-29 | 清华大学 | 一种基于类脑协处理器的计算机系统 |
CN104732274A (zh) * | 2015-03-10 | 2015-06-24 | 华南理工大学 | 一种智能计算机 |
CN105095961A (zh) * | 2015-07-16 | 2015-11-25 | 清华大学 | 一种人工神经网络和脉冲神经网络的混合系统 |
CN105095966A (zh) * | 2015-07-16 | 2015-11-25 | 清华大学 | 人工神经网络和脉冲神经网络的混合计算系统 |
US20180322384A1 (en) * | 2017-05-02 | 2018-11-08 | Intel Corporation | Post synaptic potential-based learning rule |
Non-Patent Citations (3)
Title |
---|
CATHERINE D. SCHUMAN 等: "A Survey of Neuromorphic Computing and Neural Networks in Hardware", 《ARXIV》 * |
危辉: "类脑计算", 《科学》 * |
黄铁军 等: "多媒体技术研究:2015———类脑计算的研究进展与发展趋势", 《中国图象图形学报》 * |
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WO2020134824A1 (zh) * | 2018-12-29 | 2020-07-02 | 北京灵汐科技有限公司 | 一种类脑计算系统 |
US11443195B2 (en) | 2019-02-19 | 2022-09-13 | Volodymyr Bykov | Domain-based dendral network |
CN110991626B (zh) * | 2019-06-28 | 2023-04-28 | 广东工业大学 | 一种多cpu类脑模拟系统 |
CN110991626A (zh) * | 2019-06-28 | 2020-04-10 | 广东工业大学 | 一种多cpu类脑模拟系统 |
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GB2601643A (en) * | 2019-07-02 | 2022-06-08 | Neurocean Tech Inc | Spiking neural network computing system and method for brain-like intelligence and cognitive computing |
CN110378475A (zh) * | 2019-07-08 | 2019-10-25 | 浙江大学 | 一种基于多位并行二进制突触阵列的神经形态计算电路 |
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CN110941584A (zh) * | 2019-11-19 | 2020-03-31 | 中科寒武纪科技股份有限公司 | 运算引擎和数据运算方法 |
CN110990060A (zh) * | 2019-12-06 | 2020-04-10 | 北京瀚诺半导体科技有限公司 | 一种存算一体芯片的嵌入式处理器、指令集及数据处理方法 |
CN111325321B (zh) * | 2020-02-13 | 2023-08-29 | 中国科学院自动化研究所 | 基于多神经网络融合的类脑计算系统及指令集的执行方法 |
CN111325321A (zh) * | 2020-02-13 | 2020-06-23 | 中国科学院自动化研究所 | 基于多神经网络融合的类脑计算系统及指令集的执行方法 |
CN112188093A (zh) * | 2020-09-24 | 2021-01-05 | 北京灵汐科技有限公司 | 双模态信号融合系统和方法 |
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WO2022143625A1 (zh) * | 2020-12-30 | 2022-07-07 | 北京灵汐科技有限公司 | 神经网络模型、方法、电子设备及可读介质 |
US11853896B2 (en) | 2020-12-30 | 2023-12-26 | Lynxi Technologies Co., Ltd. | Neural network model, method, electronic device, and readable medium |
CN112966814B (zh) * | 2021-03-17 | 2023-05-05 | 上海新氦类脑智能科技有限公司 | 融合脉冲神经网络信息处理方法及融合脉冲神经网络 |
CN112966814A (zh) * | 2021-03-17 | 2021-06-15 | 上海新氦类脑智能科技有限公司 | 融合脉冲神经网络信息处理方法及融合脉冲神经网络 |
CN113222134A (zh) * | 2021-07-12 | 2021-08-06 | 深圳市永达电子信息股份有限公司 | 一种类脑计算系统、方法及计算机可读存储介质 |
CN114399033A (zh) * | 2022-03-25 | 2022-04-26 | 浙江大学 | 基于神经元指令编码的类脑计算系统和计算方法 |
CN114781633A (zh) * | 2022-06-17 | 2022-07-22 | 电子科技大学 | 一种融合人工神经网络与脉冲神经网络的处理器 |
CN116155843B (zh) * | 2023-02-01 | 2024-04-16 | 北京大学 | 一种基于pynq的脉冲神经网络芯片数据通信方法及系统 |
CN116155843A (zh) * | 2023-02-01 | 2023-05-23 | 北京大学 | 一种基于pynq的脉冲神经网络芯片数据通信方法及系统 |
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Inventor after: Wang Guanrui Inventor after: Wu Zhenzhi Inventor before: Shi Luping Inventor before: Wang Guanrui Inventor before: Pei Jing Inventor before: Wu Zhenzhi Inventor before: Zhao Qi |