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Proposal for sequential Stern-Gerlach experiment with programmable quantum processors
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作者 胡孟军 缪海兴 张永生 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第2期131-136,共6页
The historical significance of the Stern–Gerlach(SG)experiment lies in its provision of the initial evidence for space quantization.Over time,its sequential form has evolved into an elegant paradigm that effectively ... The historical significance of the Stern–Gerlach(SG)experiment lies in its provision of the initial evidence for space quantization.Over time,its sequential form has evolved into an elegant paradigm that effectively illustrates the fundamental principles of quantum theory.To date,the practical implementation of the sequential SG experiment has not been fully achieved.In this study,we demonstrate the capability of programmable quantum processors to simulate the sequential SG experiment.The specific parametric shallow quantum circuits,which are suitable for the limitations of current noisy quantum hardware,are given to replicate the functionality of SG devices with the ability to perform measurements in different directions.Surprisingly,it has been demonstrated that Wigner’s SG interferometer can be readily implemented in our sequential quantum circuit.With the utilization of the identical circuits,it is also feasible to implement Wheeler’s delayed-choice experiment.We propose the utilization of cross-shaped programmable quantum processors to showcase sequential experiments,and the simulation results demonstrate a strong alignment with theoretical predictions.With the rapid advancement of cloud-based quantum computing,such as BAQIS Quafu,it is our belief that the proposed solution is well-suited for deployment on the cloud,allowing for public accessibility.Our findings not only expand the potential applications of quantum computers,but also contribute to a deeper comprehension of the fundamental principles underlying quantum theory. 展开更多
关键词 sequential Stern-Gerlach quantum circuit quantum processor
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Efficient cache replacement framework based on access hotness for spacecraft processors
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作者 GAO Xin NIAN Jiawei +1 位作者 LIU Hongjin YANG Mengfei 《中国空间科学技术(中英文)》 CSCD 北大核心 2024年第2期74-88,共15页
A notable portion of cachelines in real-world workloads exhibits inner non-uniform access behaviors.However,modern cache management rarely considers this fine-grained feature,which impacts the effective cache capacity... A notable portion of cachelines in real-world workloads exhibits inner non-uniform access behaviors.However,modern cache management rarely considers this fine-grained feature,which impacts the effective cache capacity of contemporary high-performance spacecraft processors.To harness these non-uniform access behaviors,an efficient cache replacement framework featuring an auxiliary cache specifically designed to retain evicted hot data was proposed.This framework reconstructs the cache replacement policy,facilitating data migration between the main cache and the auxiliary cache.Unlike traditional cacheline-granularity policies,the approach excels at identifying and evicting infrequently used data,thereby optimizing cache utilization.The evaluation shows impressive performance improvement,especially on workloads with irregular access patterns.Benefiting from fine granularity,the proposal achieves superior storage efficiency compared with commonly used cache management schemes,providing a potential optimization opportunity for modern resource-constrained processors,such as spacecraft processors.Furthermore,the framework complements existing modern cache replacement policies and can be seamlessly integrated with minimal modifications,enhancing their overall efficacy. 展开更多
关键词 spacecraft processors cache management replacement policy storage efficiency memory hierarchy MICROARCHITECTURE
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基于双DSP(Digital Signal Processor)结构的有源滤波器检测及控制系统 被引量:3
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作者 孙建军 王晓峰 +2 位作者 汤洪海 查晓明 陈允平 《武汉大学学报(工学版)》 CAS CSCD 北大核心 2001年第3期55-59,共5页
简要介绍了DigitalSignalProcessor(DSP)的发展及其性能特点 ,详细讨论了一种利用双DSP构成的有源滤波器检测及控制系统的实现和基本结构及算法 .
关键词 有源滤波器 灵活电力系统 数字信号 单片机 控制系统
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四级流水线堆栈处理器研究与设计
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作者 朱恒宇 周永录 +1 位作者 刘宏杰 代红兵 《计算机工程与设计》 北大核心 2025年第1期265-273,共9页
针对现有堆栈处理器主频较低的问题,设计一种16位的四级流水线堆栈处理器ZP16。采用冯诺伊曼结构与J1指令集,具有数据堆栈和返回堆栈两个独立堆栈。四级流水线包括取指、译码、执行和回写。通过合理的结构设计与流水线冲刷技术解决ZP16... 针对现有堆栈处理器主频较低的问题,设计一种16位的四级流水线堆栈处理器ZP16。采用冯诺伊曼结构与J1指令集,具有数据堆栈和返回堆栈两个独立堆栈。四级流水线包括取指、译码、执行和回写。通过合理的结构设计与流水线冲刷技术解决ZP16中流水线冒险问题。实验结果表明,在Xilinx XC7A100T FPGA目标芯片上,ZP16的运行主频稳定在230 MHz。与J1堆栈处理器相比,ZP16流水线加速比为1.3,资源占用率基本相当,功耗增加8%,主频提升130%。与其它同类型堆栈处理器在不同的目标芯片上进行比较,ZP16主频有较为明显的提升。 展开更多
关键词 堆栈处理器 流水线 现场可编程门阵列 主频 加速比 资源占用率 功耗
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一种用于Multi-Processor测量系统的NOC结构的路由节点设计及性能评估 被引量:1
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作者 武畅 李玉柏 彭启琮 《电子测量与仪器学报》 CSCD 2008年第5期101-106,共6页
本文提出了一种用于多处理器(Multi-Processor)测量系统的NOC结构的路由节点的微结构,并详细描述了路由节点的各个部分结构及其各自功能。为了说明本文提出的结构的可行性和实用性,本文设计了一套以DSP和FPGA为基础的用于NOC结构仿真的... 本文提出了一种用于多处理器(Multi-Processor)测量系统的NOC结构的路由节点的微结构,并详细描述了路由节点的各个部分结构及其各自功能。为了说明本文提出的结构的可行性和实用性,本文设计了一套以DSP和FPGA为基础的用于NOC结构仿真的硬件平台,评估了路由节点的资源消耗。最后,本文通过16个路由节点建立了一个基于4×4Mesh拓扑结构的NOC。通过仿真,得到了该网络在不同通信模式下的不同注入率情况下的延时、吞吐率、和面积消耗等性能,并与采用输出缓冲的路由节点进行了比较。同时,针对VOQ(virtual output queue)和输出缓冲大小这两个影响网络性能的重要微结构参数,给出了比较和分析结果。 展开更多
关键词 NOC 路由节点 微结构 多处理器 仿真
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面向处理器微架构设计空间探索的加速方法综述
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作者 王铎 刘景磊 +4 位作者 严明玉 滕亦涵 韩登科 叶笑春 范东睿 《计算机研究与发展》 北大核心 2025年第1期22-57,共36页
中央处理器是目前最重要的算力基础设施.为了最大化收益,架构师在设计处理器微架构时需要权衡性能、功耗、面积等多个目标.但处理器运行负载的指令多,单个微架构设计点的评估耗时从10 min到数十小时不等.加之微架构设计空间巨大,全设计... 中央处理器是目前最重要的算力基础设施.为了最大化收益,架构师在设计处理器微架构时需要权衡性能、功耗、面积等多个目标.但处理器运行负载的指令多,单个微架构设计点的评估耗时从10 min到数十小时不等.加之微架构设计空间巨大,全设计空间暴力搜索难以实现.近些年来许多机器学习辅助的设计空间探索加速方法被提出,以减少需要探索的设计空间或加速设计点的评估,但缺少对加速方法的全面调研和系统分类的综述.对处理器微架构设计空间探索的加速方法进行系统总结及分类,包含软件设计空间的负载选择、负载指令的部分模拟、设计点选择、模拟工具、性能模型5类加速方法.对比了各加速方法内文献的异同,覆盖了从软件选择到硬件设计的完整探索流程.最后对该领域的前沿研究方向进行了总结,并放眼于未来的发展趋势. 展开更多
关键词 处理器微架构设计 设计空间探索 性能模型 负载选择 软件模拟
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A SMART COMPENSATION SYSTEM BASED ON MCA7707 PROCESSOR
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作者 赵敏 姚敏 颜彦 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2001年第1期97-101,共5页
This paper presents a smart compensation system based on MCA7707 (a kind of signal processor). The li near errors and high order errors of a sensor (especially piezoresistive sensor) can be corrected by using this s... This paper presents a smart compensation system based on MCA7707 (a kind of signal processor). The li near errors and high order errors of a sensor (especially piezoresistive sensor) can be corrected by using this system. It can optimize the process of piezoresi stive sensor calibration and compensation, then, a total error factor within 0.2 % of the sensor′s repeatability errors is obtained. Data are recorded and coeff icients are determined automatically by this system, thus, the sensor compensati on is simplified greatly. For operating easily, a wizard compensation program is designed to correct every error and to get the optimum compensation. 展开更多
关键词 MCA7707 processor temp erature compensation piezoresistive sensor
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基于概要数据结构的网络微突发流量检测方法
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作者 王佳宇 于俊清 +1 位作者 李冬 赵君杨 《计算机科学》 北大核心 2025年第1期374-382,共9页
网络微突发流量是数据中心网络中常见的流量类型,其在极短的时间内迅速增长,对网络性能造成严重影响,且难以检测。目前的测量方法无法兼顾细粒度检测和低资源开销传输,文中基于概要数据结构(sketch)设计了一种轻量级细粒度的网络微突发... 网络微突发流量是数据中心网络中常见的流量类型,其在极短的时间内迅速增长,对网络性能造成严重影响,且难以检测。目前的测量方法无法兼顾细粒度检测和低资源开销传输,文中基于概要数据结构(sketch)设计了一种轻量级细粒度的网络微突发流量测量方法。首先基于可编程交换机的架构特性,实时测量数据报文的排队时延,设计检测算法,监测微突发流量,实现基于数据报文的细粒度检测;然后根据检测结果采集微突发流,采用sketch存储微突发流信息,利用镜像传输方式在时间片或微突发流结束后向控制器传送,实现轻量级传输。测量方法基于可编程协议无关报文处理语言,在P4可编程交换机上进行了相应的系统实现,能够实时检测和展示网络微突发流量。实验结果表明该方法能够实时细粒度检测网络微突发流量,显著降低传输微突发信息的带宽开销。 展开更多
关键词 可编程协议无关报文处理语言 可编程交换机 微突发流量 概要数据结构
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基于申威平台运行时电源管理研究
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作者 唐金阳 何升 +1 位作者 杭骁骞 付雄 《智能计算机与应用》 2025年第1期52-58,共7页
运行时的电源管理,是一种在系统运行过程中根据系统负载情况和相应策略,动态控制系统功耗的技术。当前,申威国产处理器平台未能实现该特性,仅支持手动调节处理器频率。为解决该问题,在申威平台上实现了运行时电源管理模型(swDFCS),该模... 运行时的电源管理,是一种在系统运行过程中根据系统负载情况和相应策略,动态控制系统功耗的技术。当前,申威国产处理器平台未能实现该特性,仅支持手动调节处理器频率。为解决该问题,在申威平台上实现了运行时电源管理模型(swDFCS),该模型可以根据负载变化,实时调整处理器的频率和核数,在降低能耗的同时保证了性能需求。实验数据表明,该模型能够以极小的性能损失换取15%的能耗降低,为国产申威平台下软硬件协同的电源管理研究提供参考,提升申威平台在低功耗场景下的适应性。 展开更多
关键词 系统功耗 处理器频率 运行时电源管理 swDFCS 申威平台
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瞬态执行攻击防御方法研究进展
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作者 李扬 高菲 +1 位作者 马自强 苗莉 《计算机工程与应用》 北大核心 2025年第2期37-58,共22页
瞬态执行攻击利用处理器微架构的实现特性窃取秘密,并通过缓存侧信道泄露秘密相关信息,对现代商用处理器的信息安全构成了极大威胁。随着攻击研究的不断深入,其防御方法也成为了研究热点。对瞬态执行攻击防御技术发展现状进行了系统性总... 瞬态执行攻击利用处理器微架构的实现特性窃取秘密,并通过缓存侧信道泄露秘密相关信息,对现代商用处理器的信息安全构成了极大威胁。随着攻击研究的不断深入,其防御方法也成为了研究热点。对瞬态执行攻击防御技术发展现状进行了系统性总结,剖析了熔断型攻击、幽灵型攻击、数据采样型攻击和缓存隐蔽信道的形成原因及分类依据;总结了防御方法的实现原理与发展现状,依据防御措施的介入阶段将其分为四类:基于代码检测的、基于破坏瞬态行为的、基于中断隐蔽信道的和面向攻击检测的防御方法,其中,特别总结了结合机器学习的攻击检测方法。对现有防御研究中存在的关键问题进行了分析与总结,并展望了未来的研究方向,以期为后续研究工作提供帮助。 展开更多
关键词 系统安全 瞬态执行攻击 缓存侧信道 防御方法 处理器安全
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多核处理器容错实时调度算法
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作者 朱扬烁 吕海玉 +1 位作者 李奕晨 张凤登 《电子科技》 2025年第1期73-80,共8页
针对系统故障模式下容错公平调度FT-FS(Fault Tolerate Fair Scheduler)算法存在拒绝任务次数较多和资源浪费等问题,文中在FT-FS算法的基础上融入了主/替代版本PA(Primary Alternate)容错策略,提出了新的公平调度算法PA-FTFS(Primary-Al... 针对系统故障模式下容错公平调度FT-FS(Fault Tolerate Fair Scheduler)算法存在拒绝任务次数较多和资源浪费等问题,文中在FT-FS算法的基础上融入了主/替代版本PA(Primary Alternate)容错策略,提出了新的公平调度算法PA-FTFS(Primary-Alternate and Fault Tolerant Fair Scheduling)。该算法能够在多核处理器系统中减少资源浪费的同时更好地减少拒绝任务的次数。利用MATLAB仿真软件对上述算法进行了仿真验证,实验结果表明在内核发生永久性故障后,采用比例替代任务策略的PA-FTFS算法相较于FT-FS算法拒绝任务的次数明显减少。通过数据分析表明,PA-FTFS算法相较于FT-FS算法在故障率和调度率上具有较大改进。 展开更多
关键词 多核处理器 故障 容错 公平调度 主/替代版本 拒绝任务 替代任务 MATLAB仿真
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基于指令扩展的RISC-V可配置故障注入检测方法
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作者 刘强 李一可 《北京航空航天大学学报》 北大核心 2025年第1期43-52,共10页
针对处理器运行时受到故障攻击出现的数据流错误,提出了一种面向RISC-V处理器微架构的模式可配置故障注入检测方法。该方法基于RISC-V指令集架构,利用其可扩展性添加带模式配置的自定义算术逻辑运算指令和控制与状态寄存器,以软硬件结... 针对处理器运行时受到故障攻击出现的数据流错误,提出了一种面向RISC-V处理器微架构的模式可配置故障注入检测方法。该方法基于RISC-V指令集架构,利用其可扩展性添加带模式配置的自定义算术逻辑运算指令和控制与状态寄存器,以软硬件结合的方式同时实现算术逻辑运算和故障注入检测。在软件层面,通过写寄存器指令将配置信息写入自定义的控制与状态寄存器,配置自定义指令的故障注入检测模式,包括信息冗余和时间冗余2种故障注入检测模式及其参数;在硬件层面,实现了支持模式可配置故障注入检测方法的RISC-V处理器微架构。采用仿真器命令模拟故障注入,验证扩展后的RISC-V处理器的功能正确性与故障注入检测能力。实验结果表明:当信息冗余模式和时间冗余模式的应用频率相同时,模式可配置方法相较于单信息冗余方法,平均故障检测率提高13.34%,引入4.4%的平均资源开销;相较于单时间冗余方法,降低了8.24%的平均时间开销,故障检测率降低了13.33%。所提模式可配置方法可以实现故障检测率和时间开销的折中,适用于不同安全性和性能需求的应用场景。 展开更多
关键词 硬件安全 故障注入攻击对策 故障注入检测 RISC-V处理器 指令扩展
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基于增材制造的商用车后处理器支架拓扑优化 设计方法
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作者 罗驰 张一鹏 +3 位作者 夏季 王中阳 韩涛 赵强 《汽车工艺与材料》 2025年第1期17-22,共6页
为探究基于增材制造的拓扑优化设计方法在商用车轻量化领域的应用价值,将商用车后处理器支架作为试验对象,通过拓扑计算、几何重构、打印仿真分析等优化流程,提出了2种材料的优化方案设计,利用选区激光熔化(SLM)工艺完成实物增材制造。... 为探究基于增材制造的拓扑优化设计方法在商用车轻量化领域的应用价值,将商用车后处理器支架作为试验对象,通过拓扑计算、几何重构、打印仿真分析等优化流程,提出了2种材料的优化方案设计,利用选区激光熔化(SLM)工艺完成实物增材制造。最终,2种方案均通过了8000 km强化路台架试验验证,结果表明,基于增材制造的拓扑优化设计方法满足设计及性能要求。 展开更多
关键词 拓扑优化 增材制造 轻量化 商用车 后处理器支架
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A VLIW Architecture Stream Cryptographic Processor for Information Security 被引量:4
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作者 Longmei Nan Xuan Yang +4 位作者 Xiaoyang Zeng Wei Li Yiran Du Zibin Dai Lin Chen 《China Communications》 SCIE CSCD 2019年第6期185-199,共15页
As an important branch of information security algorithms,the efficient and flexible implementation of stream ciphers is vital.Existing implementation methods,such as FPGA,GPP and ASIC,provide a good support,but they ... As an important branch of information security algorithms,the efficient and flexible implementation of stream ciphers is vital.Existing implementation methods,such as FPGA,GPP and ASIC,provide a good support,but they could not achieve a better tradeoff between high speed processing and high flexibility.ASIC has fast processing speed,but its flexibility is poor,GPP has high flexibility,but the processing speed is slow,FPGA has high flexibility and processing speed,but the resource utilization is very low.This paper studies a stream cryptographic processor which can efficiently and flexibly implement a variety of stream cipher algorithms.By analyzing the structure model,processing characteristics and storage characteristics of stream ciphers,a reconfigurable stream cryptographic processor with special instructions based on VLIW is presented,which has separate/cluster storage structure and is oriented to stream cipher operations.The proposed instruction structure can effectively support stream cipher processing with multiple data bit widths,parallelism among stream cipher processing with different data bit widths,and parallelism among branch control and stream cipher processing with high instruction level parallelism;the designed separate/clustered special bit registers and general register heaps,key register heaps can satisfy cryptographic requirements.So the proposed processor not only flexibly accomplishes the combination of multiple basic stream cipher operations to finish stream cipher algorithms.It has been implemented with 0.18μm CMOS technology,the test results show that the frequency can reach 200 MHz,and power consumption is 310 mw.Ten kinds of stream ciphers were realized in the processor.The key stream generation throughput of Grain-80,W7,MICKEY,ACHTERBAHN and Shrink algorithm is 100 Mbps,66.67 Mbps,66.67 Mbps,50 Mbps and 800 Mbps,respectively.The test result shows that the processor presented can achieve good tradeoff between high performance and flexibility of stream ciphers. 展开更多
关键词 STREAM CIPHER VLIW architecture processor RECONFIGURABLE application-specific instruction-set
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基于GPU的嵌套网格装配方法
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作者 杨克龙 《科技创新与应用》 2025年第1期177-179,184,共4页
采用嵌套网格可以有效地处理大幅运动问题,但随着网格规模的增大和流动问题复杂度的提高,传统的基于CPU的嵌套网格装配方法越来越难以满足当前的计算需求。针对上述问题,该文基于CUDA平台,发展一种基于GPU的k-d树嵌套网格装配方法,并对... 采用嵌套网格可以有效地处理大幅运动问题,但随着网格规模的增大和流动问题复杂度的提高,传统的基于CPU的嵌套网格装配方法越来越难以满足当前的计算需求。针对上述问题,该文基于CUDA平台,发展一种基于GPU的k-d树嵌套网格装配方法,并对k-d树构建过程和搜索过程进行优化,大大提升贡献单元搜索效率和物面距计算效率,进而加快嵌套网格装配速度。 展开更多
关键词 图形处理器 嵌套网格 K-D树 装配方法 流场计算域
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The history of Cochlear^(TM) Nucleus~ sound processor upgrades:30 years and counting 被引量:2
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作者 Anne L.Beiter Esti Nel 《Journal of Otology》 CSCD 2015年第3期108-114,共7页
Objective:To review developments in sound processors over the past 30 years that have resulted in significant improvements in outcomes for Nucleus~ recipients.
关键词 Cochlear implant Sound processor SmartSound SCAN Wireless accessories
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Performance assessment of a spiral methanol to hydrogen fuel processor for fuel cell applications 被引量:2
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作者 Foad Mehri Majid Taghizadeh 《Journal of Natural Gas Chemistry》 EI CAS CSCD 2012年第5期526-533,共8页
A novel design of plate-type microchannel reactor has been developed for fuel cell-grade hydrogen production.Commercial Cu/Zn/Al2O3 was used as catalyst for the reforming reaction,and its effectiveness was evaluated o... A novel design of plate-type microchannel reactor has been developed for fuel cell-grade hydrogen production.Commercial Cu/Zn/Al2O3 was used as catalyst for the reforming reaction,and its effectiveness was evaluated on the mole fraction of products,methanol conversion,hydrogen yield and the amount of carbon monoxide under various operating conditions.Subsequently,0.5 wt% Ru/Al2O3 as methanation catalyst was prepared by impregnation method and coupled with MSR step to evaluate the capability of methanol processor for CO reduction.Based on the experimental results,the optimum conditions were obtained as feed flow rate of 5mL/h and temperature of 250℃,leading to a low CO selectivity and high H2 yield.The designed reformer with catalyst coated layer was compared with the conventional packed bed reformer at the same operating conditions.The constructed fuel processor had a good performance and excellent capability for on-board hydrogen production. 展开更多
关键词 spiral fuel processor HYDROGEN fuel cell methanol steam reforming
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A distributed cross-domain register filefor reconfigurable cryptographic processor 被引量:1
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作者 Zhang Baoning Ge Wei Wang Zhen 《Journal of Southeast University(English Edition)》 EI CAS 2017年第3期260-265,共6页
Due to the fact that the register files seriously affect the performance and area of coarse-grained reconfigurable cryptographic processors, an efficient structure of the distributed cross-domain register file is prop... Due to the fact that the register files seriously affect the performance and area of coarse-grained reconfigurable cryptographic processors, an efficient structure of the distributed cross-domain register file is proposed to realize a cryptographic processor with a high performance and a lowarea cost. In order to meet the demands of high performance and high flexibility at a lowarea cost, a union structure with the multi-ports access structure, i, e., a distributed crossdomain register file, is designed by analyzing the algorithm features of different ciphers. Considering different algorithm requirements of the global register files and local register files,the circuit design is realized by adopting different design parameters under TSMC( Taiwan Semiconductor Manufacturing Company) 40 nm CMOS( complementary metal oxide semiconductor) technology and compared with other similar works. The experimental results showthat the proposed distributed cross-domain register structure can effectively improve the performance of the unit area, of which the total performance of block per cycle is improved by17. 79% and performance of block per cycle per area is improved by 117%. 展开更多
关键词 RECONFIGURABLE processor BLOCK CIPHER parallelimplementation REGISTER FILE
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Ultra-Fast Next Generation Human Genome Sequencing Data Processing Using DRAGEN<sup>TM</sup>Bio-IT Processor for Precision Medicine 被引量:3
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作者 Amit Goyal Hyuk Jung Kwon +5 位作者 Kichan Lee Reena Garg Seon Young Yun Yoon Hee Kim Sunghoon Lee Min Seob Lee 《Open Journal of Genetics》 2017年第1期9-19,共11页
Slow speed of the Next-Generation sequencing data analysis, compared to the latest high throughput sequencers such as HiSeq X system, using the current industry standard genome analysis pipeline, has been the major fa... Slow speed of the Next-Generation sequencing data analysis, compared to the latest high throughput sequencers such as HiSeq X system, using the current industry standard genome analysis pipeline, has been the major factor of data backlog which limits the real-time use of genomic data for precision medicine. This study demonstrates the DRAGEN Bio-IT Processor as a potential candidate to remove the “Big Data Bottleneck”. DRAGENTM accomplished the variant calling, for ~40× coverage WGS data in as low as ~30 minutes using a single command, achieving the over 50-fold data analysis speed while maintaining the similar or better variant calling accuracy than the standard GATK Best Practices workflow. This systematic comparison provides the faster and efficient NGS data analysis alternative to NGS-based healthcare industries and research institutes to meet the requirement for precision medicine based healthcare. 展开更多
关键词 NGS Data Analysis BWA-GATK DRAGEN Bio-IT processor Genomics INDEL Mapping
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Speeding up the MATLAB complex networks package using graphic processors 被引量:1
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作者 张百达 唐玉华 +1 位作者 吴俊杰 李鑫 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第9期460-467,共8页
The availability of computers and communication networks allows us to gather and analyse data on a far larger scale than previously. At present, it is believed that statistics is a suitable method to analyse networks ... The availability of computers and communication networks allows us to gather and analyse data on a far larger scale than previously. At present, it is believed that statistics is a suitable method to analyse networks with millions, or more, of vertices. The MATLAB language, with its mass of statistical functions, is a good choice to rapidly realize an algorithm prototype of complex networks. The performance of the MATLAB codes can be further improved by using graphic processor units (GPU). This paper presents the strategies and performance of the GPU implementation of a complex networks package, and the Jacket toolbox of MATLAB is used. Compared with some commercially available CPU implementations, GPU can achieve a speedup of, on average, 11.3x. The experimental result proves that the GPU platform combined with the MATLAB language is a good combination for complex network research. 展开更多
关键词 complex networks graphic processors unit MATLAB Jacket Toolbox
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