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Multi-core optimization for conjugate gradient benchmark on heterogeneous processors
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作者 邓林 窦勇 《Journal of Central South University》 SCIE EI CAS 2011年第2期490-498,共9页
Developing parallel applications on heterogeneous processors is facing the challenges of 'memory wall',due to limited capacity of local storage,limited bandwidth and long latency for memory access. Aiming at t... Developing parallel applications on heterogeneous processors is facing the challenges of 'memory wall',due to limited capacity of local storage,limited bandwidth and long latency for memory access. Aiming at this problem,a parallelization approach was proposed with six memory optimization schemes for CG,four schemes of them aiming at all kinds of sparse matrix-vector multiplication (SPMV) operation. Conducted on IBM QS20,the parallelization approach can reach up to 21 and 133 times speedups with size A and B,respectively,compared with single power processor element. Finally,the conclusion is drawn that the peak bandwidth of memory access on Cell BE can be obtained in SPMV,simple computation is more efficient on heterogeneous processors and loop-unrolling can hide local storage access latency while executing scalar operation on SIMD cores. 展开更多
关键词 multi-core processor NAS parallelization CG memory optimization
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Parallel Processing Design for LTE PUSCH Demodulation and Decoding Based on Multi-Core Processor
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作者 Zhang Ziran,Li Jun,Li Changxiao(ZTE Corporation,Shenzhen 518057,P.R.China) 《ZTE Communications》 2009年第1期54-58,共5页
The Long Term Evolution (LTE) system imposes high requirements for dispatching delay.Moreover,very large air interface rate of LTE requires good processing capability for the devices processing the baseband signals.Co... The Long Term Evolution (LTE) system imposes high requirements for dispatching delay.Moreover,very large air interface rate of LTE requires good processing capability for the devices processing the baseband signals.Consequently,the single-core processor cannot meet the requirements of LTE system.This paper analyzes how to use multi-core processors to achieve parallel processing of uplink demodulation and decoding in LTE systems and designs an approach to parallel processing.The test results prove that this approach works quite well. 展开更多
关键词 CORE LTE Parallel Processing Design for LTE PUSCH Demodulation and Decoding Based on multi-core processor Design
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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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SDN-Based Switch Implementation on Network Processors 被引量:1
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作者 Yunchun Li Guodong Wang 《Communications and Network》 2013年第3期434-437,共4页
Virtualization is the key technology of cloud computing. Network virtualization plays an important role in this field. Its performance is very relevant to network virtualizing. Nowadays its implementations are mainly ... Virtualization is the key technology of cloud computing. Network virtualization plays an important role in this field. Its performance is very relevant to network virtualizing. Nowadays its implementations are mainly based on the idea of Software Define Network (SDN). Open vSwitch is a sort of software virtual switch, which conforms to the OpenFlow protocol standard. It is basically deployed in the Linux kernel hypervisor. This leads to its performance relatively poor because of the limited system resource. In turn, the packet process throughput is very low.In this paper, we present a Cavium-based Open vSwitch implementation. The Cavium platform features with multi cores and couples of hard ac-celerators. It supports zero-copy of packets and handles packet more quickly. We also carry some experiments on the platform. It indicates that we can use it in the enterprise network or campus network as convergence layer and core layer device. 展开更多
关键词 SDN OPEN vSwitch network processorS OpenFlow
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Shared Cache Based on Content Addressable Memory in a Multi-Core Architecture
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作者 Allam Abumwais Mahmoud Obaid 《Computers, Materials & Continua》 SCIE EI 2023年第3期4951-4963,共13页
Modern shared-memory multi-core processors typically have shared Level 2(L2)or Level 3(L3)caches.Cache bottlenecks and replacement strategies are the main problems of such architectures,where multiple cores try to acc... Modern shared-memory multi-core processors typically have shared Level 2(L2)or Level 3(L3)caches.Cache bottlenecks and replacement strategies are the main problems of such architectures,where multiple cores try to access the shared cache simultaneously.The main problem in improving memory performance is the shared cache architecture and cache replacement.This paper documents the implementation of a Dual-Port Content Addressable Memory(DPCAM)and a modified Near-Far Access Replacement Algorithm(NFRA),which was previously proposed as a shared L2 cache layer in a multi-core processor.Standard Performance Evaluation Corporation(SPEC)Central Processing Unit(CPU)2006 benchmark workloads are used to evaluate the benefit of the shared L2 cache layer.Results show improved performance of the multicore processor’s DPCAM and NFRA algorithms,corresponding to a higher number of concurrent accesses to shared memory.The new architecture significantly increases system throughput and records performance improvements of up to 8.7%on various types of SPEC 2006 benchmarks.The miss rate is also improved by about 13%,with some exceptions in the sphinx3 and bzip2 benchmarks.These results could open a new window for solving the long-standing problems with shared cache in multi-core processors. 展开更多
关键词 multi-core processor shared cache content addressable memory dual port CAM replacement algorithm benchmark program
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High-Level Portable Programming Language for Optimized Memory Use of Network Processors
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作者 Yasusi Kanada 《Communications and Network》 2015年第1期55-69,共15页
Network processors (NPs) are widely used for programmable and high-performance networks;however, the programs for NPs are less portable, the number of NP program developers is small, and the development cost is high. ... Network processors (NPs) are widely used for programmable and high-performance networks;however, the programs for NPs are less portable, the number of NP program developers is small, and the development cost is high. To solve these problems, this paper proposes an open, high-level, and portable programming language called “Phonepl”, which is independent from vendor-specific proprietary hardware and software but can be translated into an NP program with high performance especially in the memory use. A common NP hardware feature is that a whole packet is stored in DRAM, but the header is cached in SRAM. Phonepl has a hardware-independent abstraction of this feature so that it allows programmers mostly unconscious of this hardware feature. To implement the abstraction, four representations of packet data type that cover all the packet operations (including substring, concatenation, input, and output) are introduced. Phonepl have been implemented on Octeon NPs used in plug-ins for a network-virtualization environment called the VNode Infrastructure, and several packet-handling programs were evaluated. As for the evaluation result, the conversion throughput is close to the wire rate, i.e., 10 Gbps, and no packet loss (by cache miss) occurs when the packet size is 256 bytes or larger. 展开更多
关键词 network processors PORTABILITY HIGH-LEVEL Language Hardware INDEPENDENCE MEMORY Usage DRAM SRAM network Virtualization
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Reconfigurable Communication Processor: A New Approach for Network Processor
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作者 孙华 陈青山 张文渊 《Journal of Shanghai Jiaotong university(Science)》 EI 2003年第1期43-47,共5页
As the traditional RISC+ASIC/ASSP approach for network processor design can not meet the today’s requirements, this paper described an alternate approach, Reconfigurable Processing Architecture, to boost the performa... As the traditional RISC+ASIC/ASSP approach for network processor design can not meet the today’s requirements, this paper described an alternate approach, Reconfigurable Processing Architecture, to boost the performance to ASIC level while reserve the programmability of the traditional RISC based system. This paper covers both the hardware architecture and the software development environment architecture. 展开更多
关键词 network processor reconfigurable processor run time reconfiguration field programmable gate array (FPGA) raduced instruction set circuit (RISC) application specific integrated circuit(ASIC)
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Architecture-level performance/power tradeoff in network processor design
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作者 陈红松 季振洲 胡铭曾 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2007年第1期45-48,共4页
Network processors are used in the core node of network to flexibly process packet streams. With the increase of performance, the power of network processor increases fast, and power and cooling become a bottleneck. A... Network processors are used in the core node of network to flexibly process packet streams. With the increase of performance, the power of network processor increases fast, and power and cooling become a bottleneck. Architecture-level power conscious design must go beyond low-level circuit design. Architectural power and performance tradeoff should be considered at the same time. Simulation is an efficient method to design modem network processor before making chip. In order to achieve the tradeoff between performance and power, the processor simulator is used to design the architecture of network processor. Using Netbeneh, Commubench benchmark and processor simulator-SimpleScalar, the performance and power of network processor are quantitatively evaluated. New performance tradeoff evaluation metric is proposed to analyze the architecture of network processor. Based on the high performance lnteI IXP 2800 Network processor eonfignration, optimized instruction fetch width and speed ,instruction issue width, instruction window size are analyzed and selected. Simulation resuits show that the tradeoff design method makes the usage of network processor more effectively. The optimal key parameters of network processor are important in architecture-level design. It is meaningful for the next generation network processor design. 展开更多
关键词 network processor design performance/power simulation tradeoff evaluation optimization
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Secure encryption embedded processor design for wireless sensor network application
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作者 霍文捷 Liu Zhenglin Zou Xuecheng 《High Technology Letters》 EI CAS 2011年第1期75-79,共5页
This paper presents a new encryption embedded processor aimed at the application requirement of wireless sensor network (WSN). The new encryption embedded processor not only offers Rivest Shamir Adlemen (RSA), Adv... This paper presents a new encryption embedded processor aimed at the application requirement of wireless sensor network (WSN). The new encryption embedded processor not only offers Rivest Shamir Adlemen (RSA), Advanced Encryption Standard (AES), 3 Data Encryption Standard (3 DES) and Secure Hash Algorithm 1 (SHA - 1 ) security engines, but also involves a new memory encryption scheme. The new memory encryption scheme is implemented by a memory encryption cache (MEC), which protects the confidentiality of the memory by AES encryption. The experi- ments show that the new secure design only causes 1.9% additional delay on the critical path and cuts 25.7% power consumption when the processor writes data back. The new processor balances the performance overhead, the power consumption and the security and fully meets the wireless sensor environment requirement. After physical design, the new encryption embedded processor has been successfully tape-out. 展开更多
关键词 embedded processor security memory encryption wireless sensor network (WSN) CACHE
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An Improved Cache Mechanism for a Cache-Based Network Processor
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作者 Hayato Yamaki Hiroaki Nishi 《通讯和计算机(中英文版)》 2013年第3期277-286,共10页
关键词 高速缓存机制 网络处理器 网络流量 上下文 网络内容 IP电话 仿真结果 数据包
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Optimized Processor for Sensor Networks Applications
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作者 Ali Elkateeb 《通讯和计算机(中英文版)》 2012年第3期311-316,共6页
关键词 嵌入式处理器 传感器节点 网络应用 优化 节点设计 软核处理器 可重构系统 核心处理器
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面向智能物联网异构嵌入式芯片的自适应算子并行分割方法
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作者 林政 刘思聪 +2 位作者 郭斌 丁亚三 於志文 《计算机科学》 北大核心 2025年第2期299-309,共11页
随着人民生活质量的持续提升与科技发展的日新月异,智能手机等移动设备在全球范围内得到了广泛普及。在这一背景下,深度神经网络在移动端的部署与应用成为了研究的热点。深度神经网络不仅推动了移动应用领域的显著进步,同时也对使用电... 随着人民生活质量的持续提升与科技发展的日新月异,智能手机等移动设备在全球范围内得到了广泛普及。在这一背景下,深度神经网络在移动端的部署与应用成为了研究的热点。深度神经网络不仅推动了移动应用领域的显著进步,同时也对使用电池供电的移动设备的能效管理提出了更高要求。当今移动设备中异构处理器的兴起给优化能效带来了新的挑战,在不同处理器间分配计算任务以实现深度神经网络并行处理和加速,并不一定能够优化能耗,甚至可能会增加能耗。针对这一问题,提出了一种能效优化的深度神经网络自适应并行计算调度系统。该系统包括一个运行时能耗分析器与在线算子划分执行器,能够根据动态设备条件动态调整算子分配,在保持高响应性的同时,优化了移动设备异构处理器上的计算能效。实验结果证明,相比基准方法,能效优化的深度神经网络自适应并行计算调度系统在移动设备深度神经网络上的平均能耗和平均时延减少了5.19%和9.0%,最大能耗和最大时延减少了18.35%和21.6%。 展开更多
关键词 深度神经网络 移动设备 能效优化 异构处理器 能耗预测
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Neptune:一种通用网络处理器微结构模拟和性能仿真框架
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作者 林涵越 吴婧雅 +2 位作者 卢文岩 钟浪辉 鄢贵海 《计算机研究与发展》 北大核心 2025年第5期1091-1107,共17页
网络包处理是网络设备的基本功能,涉及报文修改、校验和与哈希计算、数据包镜像或过滤、统计限速等多项任务.作为网络包处理的重要部件,网络处理器(network processor,NP)基于处理器结构,为网络设备提供线速的性能和充分的可编程能力,... 网络包处理是网络设备的基本功能,涉及报文修改、校验和与哈希计算、数据包镜像或过滤、统计限速等多项任务.作为网络包处理的重要部件,网络处理器(network processor,NP)基于处理器结构,为网络设备提供线速的性能和充分的可编程能力,但其架构多样,可分为单段式架构和多段式架构,现有模拟方法无法同时对二者性能进行模拟仿真.因此,提出一种通用网络处理器的结构模拟和性能仿真框架Neptune,采用多段式架构作为硬件抽象,使用事件链表、核间队列结构为数据通路和多段式架构模拟提供保障,同时满足单段式架构模拟需求.另外,借助同步图计算模式进行准确的并行模拟,并采用混合事件与时间驱动方法保障模拟高效性.实际测试中,Neptune以95%以上准确率支持2种架构的模拟,并以3.31MIPS的性能对网络处理器进行模拟,相较PFPSim取得1个数量级的性能提升.最后,展示了3个运用该框架进行网络处理器优化分析的应用案例. 展开更多
关键词 网络包处理 网络处理器 可编程数据面 专用处理器 模拟器
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基三众核架构中基于同步哈密顿环的无死锁策略
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作者 李春峰 Karim Soliman +1 位作者 计卫星 石峰 《计算机研究与发展》 北大核心 2025年第4期930-949,共20页
确保片上网络(network-on-chip,NoC)中的数据传输无死锁,是NoC为多处理器片上系统(multi-processor system-on-chip,MPSoC)提供可靠通信服务的前提,决定了NoC甚至MPSoC的可用性.现有的通用防死锁策略难以发挥出特定拓扑结构的自身特点... 确保片上网络(network-on-chip,NoC)中的数据传输无死锁,是NoC为多处理器片上系统(multi-processor system-on-chip,MPSoC)提供可靠通信服务的前提,决定了NoC甚至MPSoC的可用性.现有的通用防死锁策略难以发挥出特定拓扑结构的自身特点和优势,甚至可能会增加网络延迟、功耗以及硬件复杂性.另外,由于路由级和协议级死锁存在显著差异,现有无死锁方案较难同时解决这2类死锁问题,影响了MPSoC的可靠性.利用基三众核架构(triplet-based many-core architecture,TriBA)中拓扑结构自身具有的哈密顿特性提出了基于同步哈密顿环的无死锁策略,该策略依据拓扑结构自身的对称轴和哈密顿边对数据传输进行分类,预防了协议级死锁并提高了数据传输速度;同时使用循环链表技术判断同一缓冲区内数据同步传输方向,消除了路由级死锁并降低了数据传输延迟.在优化前瞻路由算法基础上,设计了基于同步哈密顿环的无死锁路由机制HamSPR(Hamiltonian shortest path routing).GEM5仿真结果表明,与TriBA现有方法相比,HamSPR在合成流量下的平均数据包延迟和功耗分别降低了8.78%~65.40%和6.94%~34.15%,吞吐量提高了8.00%~59.17%;在PARSEC测试集下的应用运行时间和平均数据包延迟分别最高实现了16.51%和42.75%的降低.与2D-Mesh架构相比,TriBA在PARSEC测试集下的应用性能实现了1%~10%的提升. 展开更多
关键词 众核处理器 片上网络 基三众核架构 哈密顿特性 路由算法 死锁预防
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认知网络模型在空速不可靠人机交互仿真中的应用
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作者 汪磊 栾昊 杨忠昌 《安全与环境学报》 北大核心 2025年第2期572-581,共10页
为探索民机驾驶舱人机交互典型场景中人为差错发生的认知层面原因,运用人的排队网络信息加工模型(Queuing Network-Model Human Processor, QN-MHP)和人因可靠性方法对空速不可靠场景下的飞行员行为进行仿真研究。首先,通过设计任务及... 为探索民机驾驶舱人机交互典型场景中人为差错发生的认知层面原因,运用人的排队网络信息加工模型(Queuing Network-Model Human Processor, QN-MHP)和人因可靠性方法对空速不可靠场景下的飞行员行为进行仿真研究。首先,通过设计任务及场景进行任务建模;然后,对模型中表示各脑区功能服务器的处理时间、处理容量及实体处理路径与差错概率赋值,进行24次仿真模拟;最后,通过设计模拟飞行试验,验证QN-MHP模型在民机驾驶舱人机交互研究中的可行性。结果表明,在空客A320机型空速不可靠处置任务中,飞行员在处置路径上易发生人为差错,在故障的识别、判断等关键节点也有少数差错发生,且任务过程中飞行员眼部利用率较高。研究表明,飞行员过高的用眼负荷是导致驾驶舱人机交互失效的原因之一,在未来驾驶舱人机交互流程设计及飞行训练中应予以重点关注。 展开更多
关键词 安全人体学 驾驶舱人机交互 认知建模 人的排队网络信息加工模型 空速不可靠
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一种异构多核系统动态调度协处理器设计
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作者 曾树铭 倪伟 《合肥工业大学学报(自然科学版)》 北大核心 2025年第2期185-195,共11页
为研究异构多核片上系统(multi-processor system on chip,MPSoC)在密集并行计算任务中的潜力,文章设计并实现了一种适用于粗粒度数据特征、面向任务级并行应用的异构多核系统动态调度协处理器,采用了片上缓存、任务输出的多级写回管理... 为研究异构多核片上系统(multi-processor system on chip,MPSoC)在密集并行计算任务中的潜力,文章设计并实现了一种适用于粗粒度数据特征、面向任务级并行应用的异构多核系统动态调度协处理器,采用了片上缓存、任务输出的多级写回管理、任务自动映射、通讯任务乱序执行等机制。实验结果表明,该动态调度协处理器不仅能够实现任务级乱序执行等基本设计目标,还具有极低的调度开销,相较于基于动态记分牌算法的调度器,运行多个子孔径距离压缩算法的时间降低达17.13%。研究结果证明文章设计的动态调度协处理器能够有效优化目标场景下的任务调度效果。 展开更多
关键词 动态调度 硬件调度器 异构多核系统 任务级并行 编程模型 片上缓存 片上网络
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人的认知与仿真建模及其在智能家居语音交互设计中的应用
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作者 章薇 吴昌旭 《包装工程》 北大核心 2025年第4期226-236,共11页
目的通过自上而下的认知建模方法进行人机语音交互建模,实现人的绩效和满意度预测,为智能语音交互系统的设计方案的评估提供新思路和新方法。方法基于人的信息处理排队网络模型(QN-MHP),结合人机语音交互过程的理论研究,建立人机语音交... 目的通过自上而下的认知建模方法进行人机语音交互建模,实现人的绩效和满意度预测,为智能语音交互系统的设计方案的评估提供新思路和新方法。方法基于人的信息处理排队网络模型(QN-MHP),结合人机语音交互过程的理论研究,建立人机语音交互过程中人的绩效和满意度预测模型,以预测不同语音交互系统的识别情况(识别自然语言、识别限制语言)、语音交互系统的激活方法(唤醒激活、按一次/点击激活、按住说、直接说)、语音交互系统的平均识别准确率(连续变量)和语音交互系统的平均识别延迟(连续变量)下人使用语音交互系统完成任务的时间和用户满意度。结论本文基于人的信息处理排队网络模型(QN-MHP)建立了不同语音交互系统的设计参数下的人的绩效和满意度预测模型,将本模型应用于家居场景中,能用于评估不同的家居服务机器人的语音交互系统的设计方案的有效性。本研究建立的语音交互过程中人的绩效和满意度预测模型能为设计师和工程师提供便捷有效的智能语音交互系统的评估工具,从而为不同需求下的智能语音系统的设计、优化和应用提供参考。 展开更多
关键词 人机语音交互 人的信息排队网络模型 人的认知与仿真建模 任务完成时间 用户满意度
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基于改进BP神经网络的无人驾驶汽车防抱死制动控制系统设计
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作者 曲小纳 《计算机测量与控制》 2025年第2期103-109,128,共8页
无人驾驶汽车的状态,如速度、载荷、重心高度等会对制动效果产生影响;车辆状态信息较多且包含噪声信号干扰,导致信息采集精度较差,会导致制动效果不稳定,甚至出现车轮抱死的情况;为此,设计基于改进BP神经网络的无人驾驶汽车防抱死制动... 无人驾驶汽车的状态,如速度、载荷、重心高度等会对制动效果产生影响;车辆状态信息较多且包含噪声信号干扰,导致信息采集精度较差,会导致制动效果不稳定,甚至出现车轮抱死的情况;为此,设计基于改进BP神经网络的无人驾驶汽车防抱死制动控制系统;系统硬件中设计DSP处理器,实现信号的高速处理并生成控制指令,通过CAN实现通讯功能;设计执行模块执行DSP处理器的控制指令;通过采样模块实现无人驾驶汽车防抱死制动信号的采样;在软件设计中,设计引导滤波信号去噪算法,实施防抱死制动信号的去噪处理,获取汽车驾驶信息数据;利用LM算法寻找函数值最小的对应参数向量,获得辨别误差局部最小的权值,改进BP神经网络,设计基于改进BP神经网络的PID控制算法,输出无人驾驶汽车防抱死制动控制a指令;实验结果表明,紧急制动工况下所提方法的最大超调量为1.02,峰值时间为0.12 s,调节时间为0.26 s,延迟时间为0.06 s,上升时间为0.08 s;轻微制动工况下所提方法的油路压强为4.8 MPa。由此证明,所提方法汽车行驶系统随动性较强。 展开更多
关键词 DSP处理器 LM算法 改进BP神经网络 无人驾驶汽车 防抱死制动控制
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《网络数据安全管理条例》的整体解读与研判
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作者 张淳 《工业信息安全》 2025年第1期17-24,共8页
文章聚焦于《网络数据安全管理条例》(以下简称“《条例》”)的全面解读与综合分析,突出其在保障网络数据安全、推动数字经济发展方面的重要性。《条例》顺应党中央、国务院对数据安全治理的关切,构建了便捷高效的数据跨境流动体系,以... 文章聚焦于《网络数据安全管理条例》(以下简称“《条例》”)的全面解读与综合分析,突出其在保障网络数据安全、推动数字经济发展方面的重要性。《条例》顺应党中央、国务院对数据安全治理的关切,构建了便捷高效的数据跨境流动体系,以应对网络数据违法处理频发的状况。在现有法律基础上,《条例》提供更精细规范,保障网络数据处理合法合规,维护个人、组织权益及国家安全。通过文献研究法,文章先阐述《条例》整体概况,包括立法背景、历程、内容与结构等;接着解读核心要点,涵盖9章64条,涉及数据全生命周期安全、处理者义务责任、个人信息保护、重要数据制度及跨境数据流动管理等内容;最后提出实施建议,如简化个人信息同意流程等。结论指出,《条例》为数字经济安全发展提供法治保障,具有积极作用,但还需进一步完善,未来应加强技术与法规融合及国际合作,构建更完善法规体系。 展开更多
关键词 网络数据安全管理条例 数据处理者责任 个人信息保护 数据跨境流动
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Flatness predictive model based on T-S cloud reasoning network implemented by DSP 被引量:4
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作者 ZHANG Xiu-ling GAO Wu-yang +1 位作者 LAI Yong-jin CHENG Yan-tao 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第10期2222-2230,共9页
The accuracy of present flatness predictive method is limited and it just belongs to software simulation. In order to improve it, a novel flatness predictive model via T-S cloud reasoning network implemented by digita... The accuracy of present flatness predictive method is limited and it just belongs to software simulation. In order to improve it, a novel flatness predictive model via T-S cloud reasoning network implemented by digital signal processor(DSP) is proposed. First, the combination of genetic algorithm(GA) and simulated annealing algorithm(SAA) is put forward, called GA-SA algorithm, which can make full use of the global search ability of GA and local search ability of SA. Later, based on T-S cloud reasoning neural network, flatness predictive model is designed in DSP. And it is applied to 900 HC reversible cold rolling mill. Experimental results demonstrate that the flatness predictive model via T-S cloud reasoning network can run on the hardware DSP TMS320 F2812 with high accuracy and robustness by using GA-SA algorithm to optimize the model parameter. 展开更多
关键词 T-S CLOUD reasoning neural network CLOUD MODEL FLATNESS predictive MODEL hardware implementation digital signal processor genetic ALGORITHM and simulated annealing ALGORITHM (GA-SA)
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