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Cooperative Computing Techniques for a Deeply Fused and Heterogeneous Many-Core Processor Architecture 被引量:13
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作者 郑方 李宏亮 +3 位作者 吕晖 过锋 许晓红 谢向辉 《Journal of Computer Science & Technology》 SCIE EI CSCD 2015年第1期145-162,共18页
Due to advances in semiconductor techniques, many-core processors have been widely used in high performance computing. However, many applications still cannot be carried out efficiently due to the memory wall, which h... Due to advances in semiconductor techniques, many-core processors have been widely used in high performance computing. However, many applications still cannot be carried out efficiently due to the memory wall, which has become a bottleneck in many-core processors. In this paper, we present a novel heterogeneous many-core processor architecture named deeply fused many-core (DFMC) for high performance computing systems. DFMC integrates management processing ele- ments (MPEs) and computing processing elements (CPEs), which are heterogeneous processor cores for different application features with a unified ISA (instruction set architecture), a unified execution model, and share-memory that supports cache coherence. The DFMC processor can alleviate the memory wall problem by combining a series of cooperative computing techniques of CPEs, such as multi-pattern data stream transfer, efficient register-level communication mechanism, and fast hardware synchronization technique. These techniques are able to improve on-chip data reuse and optimize memory access performance. This paper illustrates an implementation of a full system prototype based on FPGA with four MPEs and 256 CPEs. Our experimental results show that the effect of the cooperative computing techniques of CPEs is significant, with DGEMM (double-precision matrix multiplication) achieving an efficiency of 94%, FFT (fast Fourier transform) obtaining a performance of 207 GFLOPS and FDTD (finite-difference time-domain) obtaining a performance of 27 GFLOPS. 展开更多
关键词 heterogeneous many-core processor data stream transfer register-level communication mechanism hardwaresynchronization technique processor prototype
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Fault Tolerance Mechanism in Chip Many-Core Processors 被引量:1
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作者 张磊 韩银和 +1 位作者 李华伟 李晓维 《Tsinghua Science and Technology》 SCIE EI CAS 2007年第S1期169-174,共6页
As semiconductor technology advances, there will be billions of transistors on a single chip. Chip many-core processors are emerging to take advantage of these greater transistor densities to deliver greater performan... As semiconductor technology advances, there will be billions of transistors on a single chip. Chip many-core processors are emerging to take advantage of these greater transistor densities to deliver greater performance. Effective fault tolerance techniques are essential to improve the yield of such complex chips. In this paper, a core-level redundancy scheme called N+M is proposed to improve N-core processors’ yield by providing M spare cores. In such architecture, topology is an important factor because it greatly affects the processors’ performance. The concept of logical topology and a topology reconfiguration problem are introduced, which is able to transparently provide target topology with lowest performance degradation as the presence of faulty cores on-chip. A row rippling and column stealing (RRCS) algorithm is also proposed. Results show that PRCS can give solutions with average 13.8% degradation with negligible computing time. 展开更多
关键词 chip many-core processors YIELD fault tolerance RECONFIGURATION NETWORK-ON-CHIP
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Parallelization and sustainability of distributed genetic algorithms on many-core processors
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作者 Yuji Sato Mikiko Sato 《International Journal of Intelligent Computing and Cybernetics》 EI 2014年第1期2-23,共22页
Purpose–The purpose of this paper is to propose a fault-tolerant technology for increasing the durability of application programs when evolutionary computation is performed by fast parallel processing on many-core pr... Purpose–The purpose of this paper is to propose a fault-tolerant technology for increasing the durability of application programs when evolutionary computation is performed by fast parallel processing on many-core processors such as graphics processing units(GPUs)and multi-core processors(MCPs).Design/methodology/approach–For distributed genetic algorithm(GA)models,the paper proposes a method where an island’s ID number is added to the header of data transferred by this island for use in fault detection.Findings–The paper has shown that the processing time of the proposed idea is practically negligible in applications and also shown that an optimal solution can be obtained even with a single stuck-at fault or a transient fault,and that increasing the number of parallel threads makes the system less susceptible to faults.Originality/value–The study described in this paper is a new approach to increase the sustainability of application program using distributed GA on GPUs and MCPs. 展开更多
关键词 Evolutionary computation Genetic algorithms Fault identification many-core processors PARALLELIZATION
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Enabling Highly Efficient k-Means Computations on the SW26010 Many-Core Processor of Sunway TaihuLight 被引量:1
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作者 Min Li Chao Yang +3 位作者 Qiao Sun Wen-Jing Ma Wen-Long Cao Yu-Long Ao 《Journal of Computer Science & Technology》 SCIE EI CSCD 2019年第1期77-93,共17页
With the advent of the big data era,the amounts of sampling data and the dimensions of data features are rapidly growing.It is highly desired to enable fast and efficient clustering of unlabeled samples based on featu... With the advent of the big data era,the amounts of sampling data and the dimensions of data features are rapidly growing.It is highly desired to enable fast and efficient clustering of unlabeled samples based on feature similarities. As a fundamental primitive for data clustering,the k-means operation is receiving increasingly more attentions today.To achieve high performance k-means computations on modern multi-core/many-core systems,we propose a matrix-based fused framework that can achieve high performance by conducting computations on a distance matrix and at the same time can improve the memory reuse through the fusion of the distance-matrix computation and the nearest centroids reduction.We implement and optimize the parallel k-means algorithm on the SW26010 many-core processor,which is the major horsepower of Sunway TaihuLight.In particular,we design a task mapping strategy for load-balanced task distribution,a data sharing scheme to reduce the memory footprint and a register blocking strategy to increase the data locality.Optimization techniques such as instruction reordering and double buffering are further applied to improve the sustained performance.Discussions on block-size tuning and performance modeling are also presented.We show by experiments on both randomly generated and real-world datasets that our parallel implementation of k-means on SW26010 can sustain a double-precision performance of over 348.1 Gflops,which is 46.9% of the peak performance and 84%of the theoretical performance upper bound on a single core group,and can achieve a nearly ideal scalability to the whole SW26010 processor of four core groups.Performance comparisons with the previous state-of-the-art on both CPU and GPU are also provided to show the superiority of our optimized k-means kernel. 展开更多
关键词 PARALLEL K-MEANS performance optimization SW26010 processor Sunway TaihuLight
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Towards optimized tensor code generation for deep learning on sunway many-core processor
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作者 Mingzhen LI Changxi LIU +8 位作者 Jianjin LIAO Xuegui ZHENG Hailong YANG Rujun SUN Jun XU Lin GAN Guangwen YANG Zhongzhi LUAN Depei QIAN 《Frontiers of Computer Science》 SCIE EI CSCD 2024年第2期1-15,共15页
The flourish of deep learning frameworks and hardware platforms has been demanding an efficient compiler that can shield the diversity in both software and hardware in order to provide application portability.Among th... The flourish of deep learning frameworks and hardware platforms has been demanding an efficient compiler that can shield the diversity in both software and hardware in order to provide application portability.Among the existing deep learning compilers,TVM is well known for its efficiency in code generation and optimization across diverse hardware devices.In the meanwhile,the Sunway many-core processor renders itself as a competitive candidate for its attractive computational power in both scientific computing and deep learning workloads.This paper combines the trends in these two directions.Specifically,we propose swTVM that extends the original TVM to support ahead-of-time compilation for architecture requiring cross-compilation such as Sunway.In addition,we leverage the architecture features during the compilation such as core group for massive parallelism,DMA for high bandwidth memory transfer and local device memory for data locality,in order to generate efficient codes for deep learning workloads on Sunway.The experiment results show that the codes generated by swTVM achieve 1.79x improvement of inference latency on average compared to the state-of-the-art deep learning framework on Sunway,across eight representative benchmarks.This work is the first attempt from the compiler perspective to bridge the gap of deep learning and Sunway processor particularly with productivity and efficiency in mind.We believe this work will encourage more people to embrace the power of deep learning and Sunwaymany-coreprocessor. 展开更多
关键词 sunway processor deep learning compiler code generation performance optimization
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A Scalable Interconnection Scheme in Many-Core Systems
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作者 Allam Abumwais Mujahed Eleyat 《Computers, Materials & Continua》 SCIE EI 2023年第10期615-632,共18页
Recent architectures of multi-core systems may have a relatively large number of cores that typically ranges from tens to hundreds;therefore called many-core systems.Such systems require an efficient interconnection n... Recent architectures of multi-core systems may have a relatively large number of cores that typically ranges from tens to hundreds;therefore called many-core systems.Such systems require an efficient interconnection network that tries to address two major problems.First,the overhead of power and area cost and its effect on scalability.Second,high access latency is caused by multiple cores’simultaneous accesses of the same shared module.This paper presents an interconnection scheme called N-conjugate Shuffle Clusters(NCSC)based on multi-core multicluster architecture to reduce the overhead of the just mentioned problems.NCSC eliminated the need for router devices and their complexity and hence reduced the power and area costs.It also resigned and distributed the shared caches across the interconnection network to increase the ability for simultaneous access and hence reduce the access latency.For intra-cluster communication,Multi-port Content Addressable Memory(MPCAM)is used.The experimental results using four clusters and four cores each indicated that the average access latency for a write process is 1.14785±0.04532 ns which is nearly equal to the latency of a write operation in MPCAM.Moreover,it was demonstrated that the average read latency within a cluster is 1.26226±0.090591 ns and around 1.92738±0.139588 ns for read access between cores from different clusters. 展开更多
关键词 many-core MULTI-CORE N-conjugate shuffle multi-port content addressable memory interconnection network
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Typhoon Case Comparison Analysis Between Heterogeneous Many-Core and Homogenous Multicore Supercomputing Platforms
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作者 LIU Xin YU Xiaolin +5 位作者 ZHAO Haoran HAN Qiqi ZHANG Jie WANG Chengzhi MA Weiwei XU Da 《Journal of Ocean University of China》 SCIE CAS CSCD 2023年第2期324-334,共11页
In this paper,a typical experiment is carried out based on a high-resolution air-sea coupled model,namely,the coupled ocean-atmosphere-wave-sediment transport(COAWST)model,on both heterogeneous many-core(SW)and homoge... In this paper,a typical experiment is carried out based on a high-resolution air-sea coupled model,namely,the coupled ocean-atmosphere-wave-sediment transport(COAWST)model,on both heterogeneous many-core(SW)and homogenous multicore(Intel)supercomputing platforms.We construct a hindcast of Typhoon Lekima on both the SW and Intel platforms,compare the simulation results between these two platforms and compare the key elements of the atmospheric and ocean modules to reanalysis data.The comparative experiment in this typhoon case indicates that the domestic many-core computing platform and general cluster yield almost no differences in the simulated typhoon path and intensity,and the differences in surface pressure(PSFC)in the WRF model and sea surface temperature(SST)in the short-range forecast are very small,whereas a major difference can be identified at high latitudes after the first 10 days.Further heat budget analysis verifies that the differences in SST after 10 days are mainly caused by shortwave radiation variations,as influenced by subsequently generated typhoons in the system.These typhoons generated in the hindcast after the first 10 days attain obviously different trajectories between the two platforms. 展开更多
关键词 heterogeneous many-core supercomputing platform homogenous multicore supercomputing platform comparison analysis typhoon case
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Deep Packet Inspection Based on Many-Core Platform
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作者 Ya-Ru Zhan Zhao-Shun Wang 《Journal of Computer and Communications》 2015年第5期1-6,共6页
With the development of computer technology, network bandwidth and network traffic continue to increase. Considering the large data flow, it is imperative to perform inspection effectively on network packets. In order... With the development of computer technology, network bandwidth and network traffic continue to increase. Considering the large data flow, it is imperative to perform inspection effectively on network packets. In order to find a solution of deep packet inspection which can appropriate to the current network environment, this paper built a deep packet inspection system based on many-core platform, and in this way, verified the feasibility to implement a deep packet inspection system under many-core platform with both high performance and low consumption. After testing and analysis of the system performance, it has been found that the deep packet inspection based on many-core platform TILE_Gx36 [1] [2] can process network traffic of which the bandwidth reaches up to 4 Gbps. To a certain extent, the performance has improved compared to most deep packet inspection system based on X86 platform at present. 展开更多
关键词 many-core PLATFORM Deep PACKET INSPECTION Application Layer PROTOCOL TILE_Gx36
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Multiple Levels of Abstraction in the Simulation of Microthreaded Many-Core Architectures
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作者 Irfan Uddin 《Open Journal of Modelling and Simulation》 2015年第4期159-190,共32页
Simulators are generally used during the design of computer architectures. Typically, different simulators with different levels of complexity, speed and accuracy are used. However, for early design space exploration,... Simulators are generally used during the design of computer architectures. Typically, different simulators with different levels of complexity, speed and accuracy are used. However, for early design space exploration, simulators with less complexity, high simulation speed and reasonable accuracy are desired. It is also required that these simulators have a short development time and that changes in the design require less effort in the implementation in order to perform experiments and see the effects of changes in the design. These simulators are termed high-level simulators in the context of computer architecture. In this paper, we present multiple levels of abstractions in a high-level simulation of a general-purpose many-core system, where the objective of every level is to improve the accuracy in simulation without significantly affecting the complexity and simulation speed. 展开更多
关键词 HIGH-LEVEL Simulations MULTIPLE LEVELS of ABSTRACTION Design Space Exploration many-core Systems
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Zuchongzhi-3 Sets New Benchmark with 105-Qubit Superconducting Quantum Processor
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作者 LIU Danxu GE Shuyun WU Yuyang 《Bulletin of the Chinese Academy of Sciences》 2025年第1期55-56,共2页
A team of researchers from the University of Science and Technology of China(USTC)of the Chinese Academy of Sciences(CAS)and its partners have made significant advancements in random quantum circuit sampling with Zuch... A team of researchers from the University of Science and Technology of China(USTC)of the Chinese Academy of Sciences(CAS)and its partners have made significant advancements in random quantum circuit sampling with Zuchongzhi-3,a superconducting quantum computing prototype featuring 105 qubits and 182 couplers. 展开更多
关键词 quantum circuit sampling superconducting quantum computing prototype zuchongzhi superconducting quantum processor QUBITS COUPLERS
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基于PowerMILL PostProcessor的海德汉iTNC530系统PLANE指令后置处理研究
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作者 康晓崇 《机械研究与应用》 2025年第5期102-107,共6页
后置处理在计算机辅助制造(CAM)与数控加工之间起到关键的桥梁作用,其性能直接影响加工精度和效率。该文基于PowerMILL后处理编辑器开发了一个针对海德汉iTNC530系统的后处理器,旨在实现PLANE指令的自动生成,以适应复杂的多轴加工任务... 后置处理在计算机辅助制造(CAM)与数控加工之间起到关键的桥梁作用,其性能直接影响加工精度和效率。该文基于PowerMILL后处理编辑器开发了一个针对海德汉iTNC530系统的后处理器,旨在实现PLANE指令的自动生成,以适应复杂的多轴加工任务。文章详细描述了开发流程,包括刀具方向向量的提取、旋转角度的计算以及PLANE指令的生成,并结合具体案例展示了如何应用数学模型与旋转矩阵进行刀具路径的优化控制。仿真验证结果表明,所开发的后置处理器能够生成高精度的数控程序,提高了加工的自动化程度和稳定性,可以为多轴加工中的后置处理开发提供实践指导和技术参考。 展开更多
关键词 后置处理开发 海德汉iTNC530 PLANE指令 数学模型
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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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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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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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超导量子处理器芯片工艺线中金属污染问题的研究
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作者 徐晓 张海斌 +9 位作者 宿非凡 严凯 荣皓 邓辉 杨新迎 马效腾 董学 王绮名 刘佳林 李满满 《物理学报》 北大核心 2026年第1期316-322,共7页
超导量子处理器芯片的制造工艺面临特殊的金属污染挑战,其材料体系和工艺特性与传统半导体芯片存在显著差异.本研究系统分析了量子芯片中金属污染的来源、扩散机制及防控策略,重点探讨了超导材料(如Ta,Nb,Al,TiN等)在蓝宝石和硅衬底上... 超导量子处理器芯片的制造工艺面临特殊的金属污染挑战,其材料体系和工艺特性与传统半导体芯片存在显著差异.本研究系统分析了量子芯片中金属污染的来源、扩散机制及防控策略,重点探讨了超导材料(如Ta,Nb,Al,TiN等)在蓝宝石和硅衬底上的体扩散与表面扩散行为.研究发现,蓝宝石衬底因其致密晶格结构表现出优异的抗扩散性能,而硅衬底需重点关注Au,In,Sn等易迁移金属的污染风险.通过实验验证,Ti/Au结构的凸点下金属化层在硅衬底上易发生Au穿透扩散,且增加Ti层厚度无法显著改善阻挡效果.量子芯片的低温工艺(<250℃)和超低温工作环境(mK级)有效抑制了金属扩散,但暴露的金属表面和材料多样性仍带来独特挑战.研究建议建立量子芯片专属的金属污染防控体系,并提出了后续在新型材料评估、表面态调控及长期可靠性研究等方向的发展路径.本文为超导量子芯片的工艺优化和性能提升提供了重要理论支撑和技术指导. 展开更多
关键词 超导量子处理器芯片 工艺线金属污染 体扩散 表面扩散
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信息处理者安全保障义务的体系阐释
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作者 苏成慧 《河北法学》 北大核心 2026年第1期120-138,共19页
安全保障义务本质上是一种危险、风险防免义务,其保障的安全权益包括国家安全、公共安全和个人安全。法律在风险防范中的价值追求为信息处理者安全保障义务的承担提供正当性基础。数字技术条件下,“信息处理者”的主体范围并不限于机构... 安全保障义务本质上是一种危险、风险防免义务,其保障的安全权益包括国家安全、公共安全和个人安全。法律在风险防范中的价值追求为信息处理者安全保障义务的承担提供正当性基础。数字技术条件下,“信息处理者”的主体范围并不限于机构主体,还应包括自然人主体。信息处理者安全保障义务包括积极义务和消极义务,其具体内容体现在不同领域、性质、等级的法规范中,以强制性规范为主要表达方式。信息处理者安全保障义务的体系展开应以宪法规定的基本权利为基点,在以强制性规范为主的公法体系中设置具体行为规范,《民法典》中相关引致条款和转介条款具有实现安全保障义务规范在公、私法体系中的衔接功能,使得作为保护性规范的安全保障义务规范在个人信息权益受损时的私法救济体系中能发挥“违法推定过失”的规范效果。 展开更多
关键词 数据安全保护 信息处理者 数据安全保障义务 数据安全风险 数据安全法治
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机载综合化通信系统的一种控制管理平台设计
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作者 杨舟 王彤 王煦 《集成电路与嵌入式系统》 2026年第1期31-36,共6页
针对机载综合化通信系统在多网络、多总线、多任务环境下对航电数据处理与系统资源调度管理效能的应用需求以及自主可控安全性的迫切需要,提出了一种基于国产FT 2000/4处理器的控制管理平台设计,采用通用化和小型化设计思想,通过FPGA和... 针对机载综合化通信系统在多网络、多总线、多任务环境下对航电数据处理与系统资源调度管理效能的应用需求以及自主可控安全性的迫切需要,提出了一种基于国产FT 2000/4处理器的控制管理平台设计,采用通用化和小型化设计思想,通过FPGA和协议转换桥片扩展了平台的对外通信接口接入能力,同时搭载天脉3嵌入式操作系统实现了面向对象的软件分层设计。测试结果表明,该平台能够高效实现基于SRIO网络的系统控制管理功能,充分满足实时性和可靠性要求,在机载嵌入式平台具有较高的推广价值。 展开更多
关键词 高性能处理器 FT 2000/4 SRIO 天脉3操作系统 FPGA
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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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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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