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一种基于稀疏贝叶斯学习的离网DOA估计算法 被引量:1
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作者 张宇 景鑫磊 蒋忠进 《雷达科学与技术》 北大核心 2024年第1期35-42,共8页
本文提出一种基于稀疏贝叶斯学习的改进离网DOA估计算法,以提升非理想测向环境下在低信噪比、低快拍数时的DOA估计性能,称之为MOGSBL算法。本算法将信号源方位区间进行离散化,得到方位离散网格。为阵列接收信号建立稀疏贝叶斯模型,将网... 本文提出一种基于稀疏贝叶斯学习的改进离网DOA估计算法,以提升非理想测向环境下在低信噪比、低快拍数时的DOA估计性能,称之为MOGSBL算法。本算法将信号源方位区间进行离散化,得到方位离散网格。为阵列接收信号建立稀疏贝叶斯模型,将网格节点修正量设为模型超参数。采用期望最大化算法迭代更新网格节点修正量,使更新后的网格节点更接近真实源信号方位。为了检验MOGSBL算法的性能,本文进行了大量的数值实验,并将MOGSBL算法的DOA估计结果与RSBL算法、OGSBL算法和L1-SVD算法进行对比。在不同信噪比和不同快拍数时,MOGSBL算法均能清晰分辨方位很接近的两个信号源,角度分辨率明显高于RSBL算法、OGSBL算法和L1-SVD算法。随着信噪比和快拍数的增加,4种算法的RMSE均逐渐减小。但MOGSBL算法的RMSE明显低于RSBL算法、OGSBL算法和L1-SVD算法,且RSBL算法、OGSBL算法优于L1-SVD算法。实验还分析了方向测试范围的离散网格节点数对DOA估计的影响,发现细密的离散网格可以提高DOA估计精度,但DOA估计的计算量会增加。且在任意网格节点数时,相比于RSBL算法、OGSBL算法和L1-SVD算法,本文的MOGSBL算法均具有最低的RMSE和最短的计算时间。 展开更多
关键词 DOA估计 离网模型 稀疏贝叶斯学习 格更新 角度分辨率
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Simulation of bidirectional pedestrian flow in transfer station corridor based on multi forces 被引量:1
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作者 周雪梅 纪翔峰 +1 位作者 黄凰 杨晓光 《Journal of Central South University》 SCIE EI CAS 2014年第6期2520-2525,共6页
A good understanding of pedestrian movement in the transfer corridor is vital for the planning and design of the station,especially for efficiency and safety.A multi-force vector grid model was presented to simulate t... A good understanding of pedestrian movement in the transfer corridor is vital for the planning and design of the station,especially for efficiency and safety.A multi-force vector grid model was presented to simulate the movement of bidirectional pedestrian flow based on cellular automata and forces between pedestrians.The model improves rule-based characteristics of cellular automata,details forces between pedestrians and solves pedestrian collisions by a several-step updating method to simulate pedestrian movements.Two general scenarios in corridor were simulated.One is bidirectional pedestrian flow simulation with isolation facility,and the other is bidirectional pedestrian flow simulation without isolation facility,where there exists disturbance in the middle.Through simulation,some facts can be seen that pedestrians in the case with isolation facility have the largest speed and pedestrians in the case without isolation facility have the smallest speed; pedestrians in the case of unidirectional flow have the largest volume and pedestrians in the case of without isolation facility have the smallest volume. 展开更多
关键词 PEDESTRIANS cellular automata multi forces MICRO-SIMULATION scenarios fundamental diagram
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Numerical simulation and analysis of solid-liquid two-phase threedimensional unsteady flow in centrifugal slurry pump 被引量:17
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作者 吴波 汪西力 +1 位作者 LIU Hui 徐海良 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第8期3008-3016,共9页
Based on RNG k-ε turbulence model and sliding grid technique, solid-liquid two-phase three-dimensional(3-D) unsteady turbulence of full passage in slurry pump was simulated by means of Fluent software. The effects of... Based on RNG k-ε turbulence model and sliding grid technique, solid-liquid two-phase three-dimensional(3-D) unsteady turbulence of full passage in slurry pump was simulated by means of Fluent software. The effects of unsteady flow characteristics on solid-liquid two-phase flow and pump performance were researched under design condition. The results show that clocking effect has a significant influence on the flow in pump, and the fluctuation of flow velocity and pressure is obvious, particularly near the volute tongue, at the position of small sections of volute and within diffuser. Clocking effect has a more influence on liquid-phase than on solid-phase, and the wake-jet structure of relative velocity of solid-phase is less obvious than liquid-phase near the volute tongue and the impeller passage outlet. The fluctuation of relative velocity of solid-phase flow is 7.6% smaller than liquid-phase flow at the impeller outlet on circular path. Head and radial forces of the impeller are 8.1% and 85.7% of fluctuation, respectively. The results provide a theoretical basis for further research for turbulence, improving efficient, reducing the hydraulic losses and wear. Finally, field tests were carried out to verify the operation and wear of slurry pump. 展开更多
关键词 slurry pump solid-liquid two-phase flow unsteady flow 3-D full passage numerical simulation
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