期刊文献+
共找到754篇文章
< 1 2 38 >
每页显示 20 50 100
An NMOS output-capacitorless low-dropout regulator with dynamic-strength event-driven charge pump 被引量:2
1
作者 Yiling Xie Baochuang Wang +1 位作者 Dihu Chen Jianping Guo 《Journal of Semiconductors》 EI CAS CSCD 2024年第6期23-34,共12页
In this paper,an NMOS output-capacitorless low-dropout regulator(OCL-LDO)featuring dual-loop regulation has been proposed,achieving fast transient response with low power consumption.An event-driven charge pump(CP)loo... In this paper,an NMOS output-capacitorless low-dropout regulator(OCL-LDO)featuring dual-loop regulation has been proposed,achieving fast transient response with low power consumption.An event-driven charge pump(CP)loop with the dynamic strength control(DSC),is proposed in this paper,which overcomes trade-offs inherent in conventional structures.The presented design addresses and resolves the large signal stability issue,which has been previously overlooked in the event-driven charge pump structure.This breakthrough allows for the full exploitation of the charge-pump structure's poten-tial,particularly in enhancing transient recovery.Moreover,a dynamic error amplifier is utilized to attain precise regulation of the steady-state output voltage,leading to favorable static characteristics.A prototype chip has been fabricated in 65 nm CMOS technology.The measurement results show that the proposed OCL-LDO achieves a 410 nA low quiescent current(IQ)and can recover within 30 ns under 200 mA/10 ns loading change. 展开更多
关键词 output-capacitorless low-dropout regulator fast transient low quiescent current event-driven charge pump
在线阅读 下载PDF
Event-driven process execution model for process virtual machine 被引量:3
2
作者 WU Dong-yao WEI Jun GAO Chu-shu DOU Wen-shen 《计算机集成制造系统》 EI CSCD 北大核心 2012年第8期1675-1685,共11页
Current orchestration and choreography process engines only serve with dedicate process languages.To solve these problems,an Event-driven Process Execution Model(EPEM) was developed.Formalization and mapping principle... Current orchestration and choreography process engines only serve with dedicate process languages.To solve these problems,an Event-driven Process Execution Model(EPEM) was developed.Formalization and mapping principles of the model were presented to guarantee the correctness and efficiency for process transformation.As a case study,the EPEM descriptions of Web Services Business Process Execution Language(WS-BPEL) were represented and a Process Virtual Machine(PVM)-OncePVM was implemented in compliance with the EPEM. 展开更多
关键词 business process modeling event-driven architecture process virtual machine service orchestration process execution language
在线阅读 下载PDF
Optimal switching policy for performance enhancement of distributed parameter systems based on event-driven control 被引量:1
3
作者 穆文英 崔宝同 +1 位作者 楼旭阳 李纹 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第7期211-217,共7页
This paper aims to improve the performance of a class of distributed parameter systems for the optimal switching of actuators and controllers based on event-driven control. It is assumed that in the available multiple... This paper aims to improve the performance of a class of distributed parameter systems for the optimal switching of actuators and controllers based on event-driven control. It is assumed that in the available multiple actuators, only one actuator can receive the control signal and be activated over an unfixed time interval, and the other actuators keep dormant. After incorporating a state observer into the event generator, the event-driven control loop and the minimum inter-event time are ultimately bounded. Based on the event-driven state feedback control, the time intervals of unfixed length can be obtained. The optimal switching policy is based on finite horizon linear quadratic optimal control at the beginning of each time subinterval. A simulation example demonstrate the effectiveness of the proposed policy. 展开更多
关键词 distributed parameter systems optimal switching policy event-driven
原文传递
Smart home architecture based on event-driven DPWS~+ 被引量:1
4
作者 陈鹏 支小莉 《Journal of Shanghai University(English Edition)》 CAS 2011年第5期386-390,共5页
With the advances of electronic information technology and computer network, especially the embedded technology, smart home is no more just a vision but being practical. The interoperability of heterogeneous devices a... With the advances of electronic information technology and computer network, especially the embedded technology, smart home is no more just a vision but being practical. The interoperability of heterogeneous devices and flexibility of devices' usage are two key problems that challenge the implementation of smart home. To deal with these two issues, this paper proposes an event-driven service oriented architecture using device profile for web services (DPWS). DPWS inherits the advantages of the traditional web services in achieving interoperability without dependence on platform, while improving service discovery and security as well as being optimized for deploying on resource constrained devices. By providing a visual interface for describing a service workflow (SW), the user can easily customize the actions of devices by services composition. Devices automatically cooperate without user's intervention to complete required business logic. This is achieved by fully exploiting the eventing capabilities on DPWS enabled home devices. Finally, a home theater scenario is given to illustrate the event driven mechanism for the SW in the proposed smart home framework. 展开更多
关键词 device profile for web services (DPWS) smart home event-driven service workflow (SW)
在线阅读 下载PDF
An Approach to Event-Driven Software Testing 被引量:2
5
作者 丁晓玲 丁春 侯永宏 《Transactions of Tianjin University》 EI CAS 2002年第4期265-268,共4页
In this paper, the testing technology of event-driven software is focused. It is first analyzed the difference between event-driven software and the traditional procedure-oriented software, and based on the above anal... In this paper, the testing technology of event-driven software is focused. It is first analyzed the difference between event-driven software and the traditional procedure-oriented software, and based on the above analysis, the mechanism of event-driven and the effect of introduction of event-driven mechanism on software testing are unveiled. Then based on the characteristic of the event-driven software, the traditional software testing method is improved, and testing policy of event based test is presented in this paper.Moreover the event coverage criteria are defined and given here. At the same time the event executing rule are further uncovered, such as ordinal event, non-ordinal event, predecessor event and concurrent event etc., and also the methods of testing according to event executing rule are studied. 展开更多
关键词 event-driven software testing event coverage event executing rule
全文增补中
EVENT-DRIVEN SIMULATION OF INTEGRATE-AND-FIRE MODELS WITH SPIKE-FREQUENCY ADAPTATION
6
作者 Lin Xianghong Zhang Tianwen 《Journal of Electronics(China)》 2009年第1期120-127,共8页
The evoked spike discharges of a neuron depend critically on the recent history of its electrical activity. A well-known example is the phenomenon of spike-frequency adaptation that is a commonly observed property of ... The evoked spike discharges of a neuron depend critically on the recent history of its electrical activity. A well-known example is the phenomenon of spike-frequency adaptation that is a commonly observed property of neurons. In this paper, using a leaky integrate-and-fire model that includes an adaptation current, we propose an event-driven strategy to simulate integrate-and-fire models with spike-frequency adaptation. Such approach is more precise than traditional clock-driven numerical integration approach because the timing of spikes is treated exactly. In experiments, using event-driven and clock-driven strategies we simulated the adaptation time course of single neuron and the random network with spike-timing dependent plasticity, the results indicate that (1) the temporal precision of spiking events impacts on neuronal dynamics of single as well as network in the different simulation strategies and (2) the simulation time in the event-driven simulation strategies. scales linearly with the total number of spiking events 展开更多
关键词 Integrate-and-fire neuron Spike-frequency adaptation event-driven SIMULATION
在线阅读 下载PDF
Event-driven Dynamic and Intelligent Scheduling for Agile Manufacturing Based on Immune Mechanism and Expert System
7
作者 李蓓智 杨建国 +1 位作者 周亚勤 邵世煌 《Journal of Donghua University(English Edition)》 EI CAS 2003年第3期5-10,共6页
Based on the biological immune concept, immune response mechanism and expert system, a dynamic and intelligent scheduling model toward the disturbance of the production such as machine fault,task insert and cancel etc... Based on the biological immune concept, immune response mechanism and expert system, a dynamic and intelligent scheduling model toward the disturbance of the production such as machine fault,task insert and cancel etc. Is proposed. The antibody generation method based on the sequence constraints and the coding rule of antibody for the machining procedure is also presented. Using the heuristic antibody generation method based on the physiology immune mechanism, the validity of the scheduling optimization is improved, and based on the immune and expert system under the event-driven constraints, not only Job-shop scheduling problem with multi-objective can be solved, but also the disturbance of the production be handled rapidly. A case of the job-shop scheduling is studied and dynamic optimal solutions with multi-objective function for agile manufacturing are obtained in this paper. And the event-driven dynamic rescheduling result is compared with right-shift rescheduling and total rescheduling. 展开更多
关键词 agile manufacturing dynamic and intelligent scheduling event-driven biologic immune mechanism
在线阅读 下载PDF
An event-driven dynamic updating method for 3D geo-databases
8
作者 Han Guo Weixi Wang +2 位作者 Zhihan Lv Chen Wu Weiping Xu 《Geo-Spatial Information Science》 CSCD 2016年第2期中插5-中插5,140-147,共9页
With the rapid development of 3D Digital City, the focus of research has shifted from 3D city modeling and geo-database construction to 3D geo-database service and maintenance. The frequent modifications on geometry, ... With the rapid development of 3D Digital City, the focus of research has shifted from 3D city modeling and geo-database construction to 3D geo-database service and maintenance. The frequent modifications on geometry, texture, attribute, and topology present a great challenge to the 3D geo-database updating.This article proposes an event-driven spatiotemporal database model (ESDM) that combines the historical and present 3D city models with the semantic classification and state expression, triggered by changing events predefined. In addition, a corresponding dynamic updating method based on adaptive matching algorithm is presented to perform the dynamic updating operation for the complex 3D city models automatically, according to the compound matching of semantics, attributes, and spatial locations. finally, the validity and feasibility of the proposed ESDM and its updating method are demonstrated through a 3D geo-database with more than 1.5 million 3D city models. 展开更多
关键词 DYNAMIC updating 3D geo-database SEMANTIC event-driven adaptive MATCHING
全文增补中
Event-driven timing system based on MRF cPCI hardware for HLS-II
9
作者 李川 王季刚 +4 位作者 宣科 刘功发 王琳 李为民 李京祎 《Nuclear Science and Techniques》 SCIE CAS CSCD 2015年第6期80-84,共5页
Hefei Light Source(HLS)-II is a vacuum ultraviole(VUV) synchrotron light source. A major upgrade of the light source was finished at the end of 2014. The timing system was rebuilt using compact peripheral component in... Hefei Light Source(HLS)-II is a vacuum ultraviole(VUV) synchrotron light source. A major upgrade of the light source was finished at the end of 2014. The timing system was rebuilt using compact peripheral component interconnect(cPCI) event-driven hardware to meet synchronization requirements of the machine. In the new system, the c PCI event-driven products manufactured by the micro-research finland(MRF) Oy are employed to achieve about 100 output signals with different interfaces. Device supports and drivers developed for common Experimental Physics and Industrial Control System(EPICS) records are used to access the registers on the timing modules. Five c PCI-bus input/output controllers(IOCs) distributed in different areas of the light source host timing modules for various subsystems. The delay resolution of this system is 9.8 ns for most channels and 9 ps for the channels used for triggering the electron gun and the injection kickers. The measured rms jitter of the output signal is less than 27 ps. Using the bucket chooser, this system enables the HLS-II to fill the storage ring with any designated bunch pattern. Benefitting from this upgrade, brightness and performance of the light source are significantly improved. 展开更多
关键词 事件驱动系统 CPCI MRF 硬件 同步辐射光源 输入/输出 合肥光源 工业控制系统
在线阅读 下载PDF
Simulation on random motion of numerous spheres with collision-event-driven approach
10
作者 HU Qi-tu DENG Xiao ZHANG Xiao-ling 《通讯和计算机(中英文版)》 2009年第8期18-22,30,共6页
关键词 碰撞事件 随机模拟 事件驱动 运动仿真 系统范围 分子热运动 运行效率 仿真结果
在线阅读 下载PDF
基于多智能体深度强化学习的随机事件驱动故障恢复策略 被引量:3
11
作者 王冲 石大夯 +3 位作者 万灿 陈霞 吴峰 鞠平 《电力自动化设备》 北大核心 2025年第3期186-193,共8页
为了减少配电网故障引起的失负荷,提升配电网弹性,提出一种基于多智能体深度强化学习的随机事件驱动故障恢复策略:提出了在电力交通耦合网故障恢复中的随机事件驱动问题,将该问题描述为半马尔可夫随机决策过程问题;综合考虑系统故障恢... 为了减少配电网故障引起的失负荷,提升配电网弹性,提出一种基于多智能体深度强化学习的随机事件驱动故障恢复策略:提出了在电力交通耦合网故障恢复中的随机事件驱动问题,将该问题描述为半马尔可夫随机决策过程问题;综合考虑系统故障恢复优化目标,构建基于半马尔可夫的随机事件驱动故障恢复模型;利用多智能体深度强化学习算法对所构建的随机事件驱动模型进行求解。在IEEE 33节点配电网与Sioux Falls市交通网形成的电力交通耦合系统中进行算例验证,结果表明所提模型和方法在电力交通耦合网故障恢复中有着较好的应用效果,可实时调控由随机事件(故障维修和交通行驶)导致的故障恢复变化。 展开更多
关键词 随机事件驱动 故障恢复 深度强化学习 电力交通耦合网 多智能体
在线阅读 下载PDF
碳-新能源市场尾部风险溢出效应研究 被引量:1
12
作者 王喜平 于萍 《分布式能源》 2025年第1期23-31,共9页
探究碳-新能源市场风险溢出效应对于防范市场风险、维持碳市场和新能源市场健康平稳运行具有重要意义。运用尾部事件驱动网络模型,构造碳-新能源系统,基于系统、市场、个体等不同角度分析碳市场和新能源市场尾部风险溢出效应。研究发现:... 探究碳-新能源市场风险溢出效应对于防范市场风险、维持碳市场和新能源市场健康平稳运行具有重要意义。运用尾部事件驱动网络模型,构造碳-新能源系统,基于系统、市场、个体等不同角度分析碳市场和新能源市场尾部风险溢出效应。研究发现:碳-新能源系统整体关联性具有明显的周期性特征,突发极端事件会使风险关联度攀升;样本期内,碳市场吸收新能源市场的风险大于向新能源市场输送的风险,碳市场和光伏子市场的联系更为密切;随着碳市场和新能源市场的完善,局域极值点窗口期的关联边数逐渐增多,网络结构越发复杂;在总体关联度局域极大值时,碳市场和光伏子市场主要起到风险溢出通道的作用,风电和新能源汽车子市场有向外溢出和双向溢出的功能。最后,从风险防控、市场建设、监督管理的角度提出建议。 展开更多
关键词 碳市场 新能源市场 尾部风险溢出效应 尾部事件驱动网络
在线阅读 下载PDF
含高比例新能源柔性配电系统的事件驱动型差异化调控方法
13
作者 杨晓东 刘蕊宁 +3 位作者 吴红斌 方慧 杨越 丁明 《电力系统自动化》 北大核心 2025年第6期66-77,共12页
新能源正以分布式形式规模化接入配电系统,其电源特性及强随机性给配电系统的运行灵活性及适应性带来挑战。为此,文中研究柔性配电系统的事件驱动型差异化调控方法,模拟配电系统实际运行动态,改善复杂工况下运行模式固定单一导致的适应... 新能源正以分布式形式规模化接入配电系统,其电源特性及强随机性给配电系统的运行灵活性及适应性带来挑战。为此,文中研究柔性配电系统的事件驱动型差异化调控方法,模拟配电系统实际运行动态,改善复杂工况下运行模式固定单一导致的适应性差问题。通过提取系统内在运行特征,考虑配电网迫切需求,将柔性配电系统的调控需求划分为电压安全、需求响应、随机性预警、高运行损耗等典型事件;各类事件之间相互独立,具有可个性化定制的外特性。基于有限状态转换、考虑多重调控需求,设计事件驱动机制,对系统中资源进行实时灵活调控,实现系统运行事件的响应与处理,达到差异化调控的目的。仿真分析验证了所提方法可以灵活应对差异化的调控需求,减小电压越限概率和运行损耗、响应主网需求、支持规模化新能源接入,从而提高配电系统的安全经济运行水平、保障新能源在配用电侧的大规模消纳。 展开更多
关键词 高比例新能源 柔性配电系统 灵活性 事件驱动 差异化运行 实时调控
在线阅读 下载PDF
基于相似准则的林业无土栽培基质混合分析
14
作者 沈嵘枫 钟文斌 +3 位作者 王沅栋 黄俊疆 张文悦 杨诗嘉 《森林工程》 北大核心 2025年第5期1034-1041,共8页
针对无土栽培基质生产过程中基质混合不充分和采用离散元法时因模型过大、颗粒数过多而导致仿真结果不精确的问题,通过建立相似理论搅拌模型,利用赫兹-明德林(无滑移)模型(Hertz-Mindlin(no slip))建立肥料与土壤颗粒仿真模型,对影响混... 针对无土栽培基质生产过程中基质混合不充分和采用离散元法时因模型过大、颗粒数过多而导致仿真结果不精确的问题,通过建立相似理论搅拌模型,利用赫兹-明德林(无滑移)模型(Hertz-Mindlin(no slip))建立肥料与土壤颗粒仿真模型,对影响混合器搅拌均匀性和效率的放料方式、搅拌式混合器叶片间距和搅拌器转速3个变量因素进行离散元仿真分析。结果表明,相似理论搅拌模型可用于仿真模型的缩放,达到减少计算量,提高仿真精度的效果;采用平铺的放料方式,由于上层颗粒会在重力的作用下加速颗粒间的混合,混合效果更佳;相似模型中叶片间较佳间距为20 mm;叶片转速在50 r/min时搅拌混合效果和经济性最佳;与人工搅拌相比,搅拌式混合器大大提高了混合效率和效果,且可以避免出现盲区。仿真分析结果可为搅拌式混合器的设计与优化提供理论参考。 展开更多
关键词 育苗基质 搅拌装置 相似准则 离散元分析 Event driven execution manager(EDEM)离散元仿真软件
在线阅读 下载PDF
城市固废焚烧过程神经网络控制研究综述
15
作者 汤健 田昊 +1 位作者 余文 乔俊飞 《自动化学报》 北大核心 2025年第9期1951-1973,共23页
城市固废焚烧(MSWI)已成为解决城市环境问题并实现可再生能源循环利用的主流技术,其对应系统具有参数多、耦合性强、非线性显著等特性,需采用先进过程控制技术以确保平稳高效的运行.鉴于此,进行面向MSWI过程神经网络控制(NNC)综述以弥... 城市固废焚烧(MSWI)已成为解决城市环境问题并实现可再生能源循环利用的主流技术,其对应系统具有参数多、耦合性强、非线性显著等特性,需采用先进过程控制技术以确保平稳高效的运行.鉴于此,进行面向MSWI过程神经网络控制(NNC)综述以弥补该领域的缺失和促进深入研究.首先,描述典型MSWI过程工艺,分析其控制问题与控制目标,明确控制复杂性,概述NNC及其在管理此类复杂系统方面的优势;其次,综述面向控制的机理与数据驱动焚烧炉模型;随后,简要分析和介绍非NNC控制器设计在MSWI过程的研究现状;接着,详细综述面向NNC的浅层和模糊控制器设计、网络参数、网络结构和事件触发在线更新算法以及稳定性分析的研究现状,并进行控制性能分析;然后,展望未来研究方向;最后,总结了本文在促进NNC向MSWI过程控制具身智能化发展中的贡献. 展开更多
关键词 城市固废焚烧 先进过程控制 神经网络控制 参数在线更新 结构自组织 事件驱动控制
在线阅读 下载PDF
基于事件驱动的状态观测器鲁棒控制
16
作者 董子健 林宇珩 《河北大学学报(自然科学版)》 北大核心 2025年第5期541-550,共10页
针对可能存在状态时滞且状态不可观的未知系统,本文研究了基于事件驱动观测器的鲁棒控制问题.与控制器被周期性更新的正常采样控制系统不同,在事件驱动系统中,只有在事件发生时才会更新控制器,并且事件的发生通常由一些误差信号是否满... 针对可能存在状态时滞且状态不可观的未知系统,本文研究了基于事件驱动观测器的鲁棒控制问题.与控制器被周期性更新的正常采样控制系统不同,在事件驱动系统中,只有在事件发生时才会更新控制器,并且事件的发生通常由一些误差信号是否满足某种设定好的条件来判断.对于带有参数摄动的未知系统,提出了控制器增益矩阵与观测器增益矩阵的求解方法.结果表明,在事件驱动下,针对参数摄动系统提出的控制方法依旧能够镇定系统.最终,通过一个仿真案例验证了本文方法的可行性和有效性. 展开更多
关键词 事件驱动控制 不确定系统 鲁棒控制 状态观测器 输出反馈
在线阅读 下载PDF
基于微服务架构的医院信息系统架构设计与实践
17
作者 张贝贝 肖辉 徐红云 《中国卫生信息管理杂志》 2025年第4期506-513,共8页
目的探索新一代医院信息系统与信息平台一体化设计的有效策略与实践路径,以推动公立医院高质量发展,满足日益增长的医疗卫生服务需求。方法以武汉大学中南医院为研究对象,深入分析其在信息化建设过程中面临的问题,结合新院区建设及业务... 目的探索新一代医院信息系统与信息平台一体化设计的有效策略与实践路径,以推动公立医院高质量发展,满足日益增长的医疗卫生服务需求。方法以武汉大学中南医院为研究对象,深入分析其在信息化建设过程中面临的问题,结合新院区建设及业务发展需求,进行医院信息系统的架构设计,并阐述系统特色。结果完成基于微服务架构医院信息系统设计,并在主院区上线运行,在整体运行效率、用户体验、临床服务质量和质控覆盖面等方面均取得显著提升。结论基于微服务架构的医院信息系统设计有效解决了医院信息化建设面临的诸多问题,为公立医院信息化转型升级提供了可借鉴的方案,但仍需关注业务连续性保障等问题。 展开更多
关键词 医院信息系统 集成平台 一体化设计 事件驱动 架构设计
暂未订购
基于OpenWrt的海洋牧场LoRa系统设计与优化
18
作者 胡锦丽 郑俊强 《河北软件职业技术学院学报》 2025年第1期5-9,共5页
“海洋牧场”是把海洋转变为“海上粮仓”的牧场式生产方式,该场景需要大范围、低功耗的数据监测及控制。LoRa无线通信技术具有长距离、低功耗、抗干扰能力强等特点,因此适合应用于海洋牧场中。提出了一种基于OpenWrt的LoRa系统解决方案... “海洋牧场”是把海洋转变为“海上粮仓”的牧场式生产方式,该场景需要大范围、低功耗的数据监测及控制。LoRa无线通信技术具有长距离、低功耗、抗干扰能力强等特点,因此适合应用于海洋牧场中。提出了一种基于OpenWrt的LoRa系统解决方案,该方案以Lo Ra为无线数据传输通道、采用NUC980芯片为LoRa节点和LoRa网关的主控芯片,软件开发平台采用OpenWrt linux,通过事件驱动编程模式接收报文和优化数据结构提升设备性能。 展开更多
关键词 海洋牧场 OpenWrt LoRa MODBUS 事件驱动
在线阅读 下载PDF
Enriching harmonic balance with non‐smooth Bernoulli bases for accelerated convergence of non-smooth periodic systems
19
作者 Yu Zhou Jianliang Huang Li Wang 《Theoretical & Applied Mechanics Letters》 2025年第1期57-68,共12页
The harmonic balance method(HBM)has been widely applied to get the periodic solution of nonlinear systems,however,its convergence rate as well as computation efficiency is dramatically degraded when the system is high... The harmonic balance method(HBM)has been widely applied to get the periodic solution of nonlinear systems,however,its convergence rate as well as computation efficiency is dramatically degraded when the system is highly non-smooth,e.g.,discontinuous.In order to accelerate the convergence,an enriched HBM is developed in this paper where the non-smooth Bernoulli bases are additionally introduced to enrich the conventional Fourier bases.The basic idea behind is that the convergence rate of the HB solution,as a truncated Fourier series,can be improved if the smoothness of the solution becomes finer.Along this line,using non-smooth Bernoulli bases can compensate the highly non-smooth part of the solution and then,the smoothness of the residual part for Fourier approximation is improved so as to achieve accelerated convergence.Numerical examples are conducted on systems with non-smooth restoring and/or external forces.The results confirm that the proposed enriched HBM indeed increases the convergence rate and the increase becomes more significant if more non-smooth bases are used. 展开更多
关键词 Harmonic balancemethod Non-smooth Bernoullibases event-driven Gaussquadrature Non-smooth systems Accelerated convergence
在线阅读 下载PDF
Spiking Neural Networks:A Comprehensive Survey of Training Methodologies,Hardware Implementations and Applications
20
作者 Ameer Hamza KHAN Xinwei CAO +4 位作者 Chunbo LUO Shiqing ZHANG Wenping GUO Vasilios NKATSIKIS Shuai LI 《Artificial Intelligence Science and Engineering》 2025年第3期175-207,共33页
Spiking neural networks(SNN)represent a paradigm shift toward discrete,event-driven neural computation that mirrors biological brain mechanisms.This survey systematically examines current SNN research,focusing on trai... Spiking neural networks(SNN)represent a paradigm shift toward discrete,event-driven neural computation that mirrors biological brain mechanisms.This survey systematically examines current SNN research,focusing on training methodologies,hardware implementations,and practical applications.We analyze four major training paradigms:ANN-to-SNN conversion,direct gradient-based training,spike-timing-dependent plasticity(STDP),and hybrid approaches.Our review encompasses major specialized hardware platforms:Intel Loihi,IBM TrueNorth,SpiNNaker,and BrainScaleS,analyzing their capabilities and constraints.We survey applications spanning computer vision,robotics,edge computing,and brain-computer interfaces,identifying where SNN provide compelling advantages.Our comparative analysis reveals SNN offer significant energy efficiency improvements(1000-10000×reduction)and natural temporal processing,while facing challenges in scalability and training complexity.We identify critical research directions including improved gradient estimation,standardized benchmarking protocols,and hardware-software co-design approaches.This survey provides researchers and practitioners with a comprehensive understanding of current SNN capabilities,limitations,and future prospects. 展开更多
关键词 spiking neural networks brain-inspired computing specialized hardware energy-efficient AI event-driven computation
在线阅读 下载PDF
上一页 1 2 38 下一页 到第
使用帮助 返回顶部