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一种基于动态拓扑的流计算性能优化方法及其在Storm中的实现 被引量:7
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作者 陆佳炜 吴涵 +3 位作者 陈烘 张元鸣 梁倩卉 肖刚 《电子学报》 EI CAS CSCD 北大核心 2020年第5期878-890,共13页
响应性和稳定性一直是流式计算中两个至关重要的问题,而流计算系统在过载时常常表现出数据计算延迟增加和拓扑不稳定的现象,无法适应数据负载的动态变化.针对这一问题本文研究提出了一种基于动态拓扑的流计算性能优化方法,主要包括:(1)... 响应性和稳定性一直是流式计算中两个至关重要的问题,而流计算系统在过载时常常表现出数据计算延迟增加和拓扑不稳定的现象,无法适应数据负载的动态变化.针对这一问题本文研究提出了一种基于动态拓扑的流计算性能优化方法,主要包括:(1)动态逐级反压:拓扑中的任务可以根据当前自身负载情况,动态调整上游向其发送数据的速率.(2)无状态拓扑数据重放:拓扑不维持数据的计算状态,尽可能地实现数据容错.(3)自适应拓扑替换:在拓扑不暂停的情况下对任务并发度进行自发调整.(4)延迟持久化队列:拓扑中对磁盘的IO读写被延迟到数据处理之外,减缓IO高频阻塞对流计算系统的影响.本文在Apache Storm中实现了以上四种方案,性能测试结果表明优化后的流计算系统与Storm默认实现相比,不仅增强了大数据动态匹配能力,而且在最优情况下改善了17%的吞吐量,并提升了约20%的数据处理速度. 展开更多
关键词 数据拓扑 计算 大数据 流计算系统 性能优化
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Numerical simulation and optimization of red mud separation thickener with self-dilute feed 被引量:4
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作者 周天 李茂 +1 位作者 周谦 周孑民 《Journal of Central South University》 SCIE EI CAS 2014年第1期344-350,共7页
In order to acquire the flow pattern and investigate the settling behavior of the red mud in the separation thickener,computational fluid dynamics(CFD),custom subroutines and agglomerates settling theory were employed... In order to acquire the flow pattern and investigate the settling behavior of the red mud in the separation thickener,computational fluid dynamics(CFD),custom subroutines and agglomerates settling theory were employed to simulate the three-dimensional flow field in an industrial scale thickener with the introduction of a self-dilute feed system.The simulation results show good agreement with the measurement onsite and the flow patterns of the thickener are presented and discussed on both velocity and concentration field.Optimization experiments on feed well and self-dilute system were also carried out,and indicate that the optimal thickener system can dilute the solid concentration in feed well from 110 g/L to 86 g/L which would help the agglomerates' formation and improve the red mud settling speed.Furthermore,the additional power of recirculation pump can be saved and flocculants dosage was reduced from 105g/t to 85g/t in the operation. 展开更多
关键词 separation thickener self-dilute feed system numerical simulation optimization experiments computational fluiddynamics
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Effect of floor level slit exhaust ventilation system on distribution of house dust 被引量:1
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作者 吕阳 H.Yoshino +3 位作者 R.Takaki R.Kurihara A.Mochida H.Yonekura 《Journal of Central South University》 SCIE EI CAS 2012年第3期696-702,共7页
Based on the fact that the house dust usually falls on the ground, the floor level slit exhaust ventilation system including inlet located at the ceiling and outlet of slit exhaust installed at comer between wall and ... Based on the fact that the house dust usually falls on the ground, the floor level slit exhaust ventilation system including inlet located at the ceiling and outlet of slit exhaust installed at comer between wall and floor was considered. Experiments and simulations were performed to investigate the flow and diffusion fields that are affected by this floor level slit exhaust ventilation system. The characteristics of airflow with experiments and computation fluid dynamics (CFD) are generally similar except airflow at the location of impinging flow and the location right below the inlet. Riboflavin particles were used as the house dust. For the spatial distribution of riboflavin particles in the ventilation system before operation, due to the influence of gravity, different sizes of particles show smooth decay curve. After floor level slit exhaust ventilation system is operated, the decay rate of the particles becomes faster than that after the ventilation system is powered on, and the particles with diameter of 0.5-3.0 μm in the experimental data and calculated values show good agreement. 展开更多
关键词 house dust floor level slit exhaust riboflavin particles computational fluid dynamics
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