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面向大数据复杂应用的GPU协同计算模型 被引量:3
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作者 张龙翔 曹云鹏 王海峰 《计算机应用研究》 CSCD 北大核心 2020年第7期2049-2053,共5页
大数据计算中存在流计算、内存计算、批计算和图计算等不同模式,各种计算模式有不同的访存、通信和资源利用等特征。GPU异构集群在大数据分析处理中得到广泛应用,然而缺少研究GPU异构集群在大数据分析中的计算模型。多核CPU与GPU协同计... 大数据计算中存在流计算、内存计算、批计算和图计算等不同模式,各种计算模式有不同的访存、通信和资源利用等特征。GPU异构集群在大数据分析处理中得到广泛应用,然而缺少研究GPU异构集群在大数据分析中的计算模型。多核CPU与GPU协同计算时不仅增加了计算资源的密度,而且提高节点间和节点内的通信复杂度。为了从理论上研究GPU与多核CPU协同计算问题,面向多种计算模式建立一个多阶段的协同计算模型(p-DCOT)。p-DCOT以BSP大同步并行模型为核心,将协同计算过程分成数据层、计算层和通信层三个层次,并且延用DOT模型的矩阵来形式化描述计算和通信行为。通过扩展p-DOT模型描述节点内和节点间的协同计算行为,细化了负载均衡的参数并证明时间成本函数,最后用典型计算作业验证模型及参数分析的有效性。该协同计算模型可成为揭示大数据分析处理中协同计算行为的工具。 展开更多
关键词 协同计算模型 计算模式 大数据处理 GPU异构集群
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端云协同智能计算的关键问题、方法和应用 被引量:3
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作者 张圣宇 况琨 +4 位作者 吕承飞 李纪为 肖俊 吴帆 吴飞 《中国工程科学》 CSCD 北大核心 2024年第1期127-138,共12页
端云协同智能计算是大数据、云计算、边缘计算发展的产物,可在保护用户隐私的前提下显著提升数据利用率,实现智能计算实时响应能力与服务鲁棒性的优势互补,而相应技术研发和实践应用具有复杂性。本文剖析了端云协同智能计算的应用价值,... 端云协同智能计算是大数据、云计算、边缘计算发展的产物,可在保护用户隐私的前提下显著提升数据利用率,实现智能计算实时响应能力与服务鲁棒性的优势互补,而相应技术研发和实践应用具有复杂性。本文剖析了端云协同智能计算的应用价值,凝练了端学习效率优化、端少样本过拟合、端模型定制化、分布差异下虚假关联学习、通信开销与计算效率平衡等方面的技术难题;系统梳理了端云协同智能计算中主流方法研究进展,涉及作为应用基石的高效计算硬件、以端为中心的协同计算、以云为中心的协同计算、端云双向协同计算、可信端云协同智能计算等主要方向;总结了推荐系统、自动驾驶、安防系统、教育模式等端云协同智能计算的垂直领域应用情况。着眼端云协同智能计算的未来发展,需重点研究云资源在端模型个性化中的应用策略、端云协同多目标优化算法、端-端与云协同计算的优化策略。 展开更多
关键词 端云协同 大小模型协同计算 计算 可信协同 机器学习
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Trust Type Based Trust Bootstrapping Model of Computer Network Collaborative Defense 被引量:2
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作者 YU Yang XIA Chunhe +1 位作者 LI Shiying LI Zhong 《China Communications》 SCIE CSCD 2015年第12期133-146,共14页
In the system of Computer Network Collaborative Defense(CNCD),it is difficult to evaluate the trustworthiness of defense agents which are newly added to the system,since they lack historical interaction for trust eval... In the system of Computer Network Collaborative Defense(CNCD),it is difficult to evaluate the trustworthiness of defense agents which are newly added to the system,since they lack historical interaction for trust evaluation.This will lead that the newly added agents could not get reasonable initial trustworthiness,and affect the whole process of trust evaluation.To solve this problem in CNCD,a trust type based trust bootstrapping model was introduced in this research.First,the division of trust type,trust utility and defense cost were discussed.Then the constraints of defense tasks were analyzed based on game theory.According to the constraints obtained,the trust type of defense agents was identified and the initial trustworthiness was assigned to defense agents.The simulated experiment shows that the methods proposed have lower failure rate of defense tasks and better adaptability in the respect of defense task execution. 展开更多
关键词 trust defense constraints adaptability behave execution interactive reputation Collaborative utility
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A novel resource co-allocation model with constraints to budget and deadline in computational grid 被引量:1
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作者 胡志刚 肖鹏 《Journal of Central South University》 SCIE EI CAS 2009年第3期458-466,共9页
To address the issue of resource co-allocation with constraints to budget and deadline in grid environments, a novel co-allocation model based on virtual resource agent was proposed. The model optimized resources depl... To address the issue of resource co-allocation with constraints to budget and deadline in grid environments, a novel co-allocation model based on virtual resource agent was proposed. The model optimized resources deployment and price scheme through a three-side co-allocation mechanism, and applied queuing system to model the work of grid resources for providing quantitative deadline guarantees for grid applications. The validity and solutions of the model were presented theoretically. Extensive simulations were conducted to examine the effectiveness and the performance of the model by comparing with other co-allocation policies in terms of deadline violation rate, resource benefit and resource utilization. Experimental results show that compared with the three typical co-allocation policies, the proposed model can reduce the deadline violation rate to about 3.5% for the grid applications with constraints to budget and deadline. Also, the system benefits can be increased by about 30% compared with the those widely-used co-allocation policies. 展开更多
关键词 CO-ALLOCATION computational grid grid economy queuing theory DEADLINE
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Evolutionary Computation and its Application 被引量:1
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作者 Licheng Jiao Lishan Kang +1 位作者 Zhenya He Tao Xie 《Science Foundation in China》 CAS 2006年第2期30-31,共2页
On Mar. 23, 2006, a project in the Major Program of NSFC - 'Evolutionary computation and its application', managed by Prof. Licheng Jiao, Prof. Lishan Kang, Prof. Zhenya He, and Prof. Tao Xie, passed its Final... On Mar. 23, 2006, a project in the Major Program of NSFC - 'Evolutionary computation and its application', managed by Prof. Licheng Jiao, Prof. Lishan Kang, Prof. Zhenya He, and Prof. Tao Xie, passed its Final Qualification Process and was evaluated as Excellent. 展开更多
关键词 进化计算 应用 克隆选择算法 协同共进化计算模型 多智能体
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Characteristics of Fluid Flow and Heat Transfer in the Shell Side of the Trapezoidal-like Tilted Baffles Heat Exchanger 被引量:4
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作者 GU Xin ZHENG Zhiyang +3 位作者 XIONG Xiaochao WANG Tongtong LUO Yuankun WANG Ke 《Journal of Thermal Science》 SCIE EI CAS CSCD 2018年第6期602-610,共9页
Periodic whole cross-section computation models are established for segmental baffle heat exchanger, shutter baffle heat exchanger, and trapezoid-like tilted baffle heat exchanger. The reliability of models is verifie... Periodic whole cross-section computation models are established for segmental baffle heat exchanger, shutter baffle heat exchanger, and trapezoid-like tilted baffle heat exchanger. The reliability of models is verified by comparing the simulated results to the results obtained from the Bell-Delaware method. Due to the orthogonal assembly of the baffles, the shell side fluid shows the twisty flow of trapezoid-like tilted baffle heat exchanger. The essential mechanism on disturbing flow and heat transfer enhancement is revealed by defining the non-dimensional factor η of the shell side fluid flow direction of heat exchanger and the field synergy principle. The results show that at the same Reynolds number, the shell side fluid convection heat transfer coefficient of trapezoid-like tilted baffle heat exchanger is 12.43%-24.33% and 6.71%-11.51% higher than those of segmental baffle heat exchanger and shutter baffle heat exchanger, respectively. The shell side fluid flow velocity field and the pressure gradient field of trapezoid-like tilted baffle heat exchanger and shutter baffle heat exchanger decreases compared with that of segmental baffle heat exchanger, so the shell side fluid flow resistance and pressure drop is increased; the shell side comprehensive performance of trapezoid-like tilted baffle heat exchanger is 5.85%-9.06% higher than that of segmental baffle heat exchanger, and 15.27%-23.28% higher than that of shutter baffle heat exchanger. In this study, a baffle structure with higher efficiency of the energy utilization for the heat exchanger is provided. 展开更多
关键词 shell-and-tube heat exchanger trapezoid-like tilted baffle twisty flow field synergy principle
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