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MSF-Diffuser:BEV下基于扩散模型的多传感器自适应融合自动驾驶方法
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作者 王明辰 王海 +2 位作者 蔡英凤 陈龙 李祎承 《汽车工程》 北大核心 2025年第6期1122-1132,共11页
自动驾驶算法是当前智能汽车的主要研究内容。目前,为了实现全景自动驾驶,国内大多采用多传感器融合的方式。然而现有的方案都存在对传感器利用率低、融合策略不合理等问题。针对这些问题,本文提出了一种BEV下基于多传感器(视觉+激光雷... 自动驾驶算法是当前智能汽车的主要研究内容。目前,为了实现全景自动驾驶,国内大多采用多传感器融合的方式。然而现有的方案都存在对传感器利用率低、融合策略不合理等问题。针对这些问题,本文提出了一种BEV下基于多传感器(视觉+激光雷达+毫米波雷达)融合的自动驾驶框架。在该框架中,采用基于点和速度双重编码并进行特征交互来提取毫米波雷达点云特征,提高了毫米波雷达信息的利用率,并更加便于进行后续的融合。在融合模块,本文使用LSTM存储多模态传感器的特征以及融合后的BEV特征,从而计算不同模态传感器特征之间的一致性损失和融合BEV特征与历史帧的连续性损失,使特征融合更为平滑、精准。最后,引入扩散模型,并提出Multi-modal U-Net进行降噪,提高了模型规划轨迹的鲁棒性。本文使用CARLA模拟器,在最具权威的Longest-06基准和Town-05 Long基准上进行了广泛的实验,分别取得了73.80±1.01和73.7±1.3的DS(驾驶得分),与现有的自动驾驶方法相比,本文实现了更好的全景自动驾驶,且拥有更好的性能和灵活性。 展开更多
关键词 自动驾驶 多传感器融合 特征交互 扩散模型
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Thermocline performance in a molten salt thermocline energy storage tank with annular-arranged and cross-arranged diffusers
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作者 Zheming TONG Haidan WANG +2 位作者 Shuiguang TONG Qi YANG Taotao NIE 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 2025年第4期339-358,共20页
The thermocline energy storage tank(TEST)serves as a crucial component in thermal energy storage systems,utilizing the working fluid that enters through a diffuser to store and harness energy.However,the conventional ... The thermocline energy storage tank(TEST)serves as a crucial component in thermal energy storage systems,utilizing the working fluid that enters through a diffuser to store and harness energy.However,the conventional double-plate radial diffuser is ill-suited for a single-medium TEST’s full tank storage due to its unidirectional fluid inflow.There has been a notable lack of optimization analysis of diffusers.Two innovative tubular diffuser designs with reduced cross-sectional areas have been introduced:the annular-arranged diffuser(AAD)and the cross-arranged diffuser(CAD).To elucidate the impact of diffuser designs on energy storage efficiency,a 3D transient computational fluid dynamics(CFD)model was established to simulate a thermocline formation under two diffuser types.The model was validated against experimental data.Results showed that the thermocline of AAD was 11.39%thinner than that of a traditional double-plate diffuser.In the process of charging and discharging,the time-varying thermocline and factors influencing thermocline thickness were analyzed.Results indicate that in the mixed dominant region,increased turbulent kinetic energy correlates with reduced thermocline thickness.Notably,the AAD’s stable thermocline was 4.23%and 5.41%thinner than the CAD’s during charging and discharging,respectively,making the AAD preferable for engineering applications.The effects of tube diameter and orifice opening angle on temperature stratification performance were also examined.The findings suggest that an inclined impact jet and large-diameter tubes are more conducive to temperature stratification.Moreover,an orifice diameter optimization method was developed,which can decrease the thermocline by 6.78%. 展开更多
关键词 Molten salt THERMOCLINE Computational fluid dynamics(CFD) diffuser Thermal energy storage
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Numerical Evaluation of the Performance Enhancement of S-Shaped Diffuser at the Intake of Gas Turbine by Energy Promoters
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作者 Hussain H.Al-Kayiem Raed A.Jessam +1 位作者 Sinan S.Hamdi Ali M.Tukkee 《Energy Engineering》 2025年第4期1311-1335,共25页
Size reduction of the gas turbines(GT)by reducing the inlet S-shaped diffuser length increases the powerto-weight ratio.It improves the techno-economic features of the GT by lesser fuel consumption.However,this Length... Size reduction of the gas turbines(GT)by reducing the inlet S-shaped diffuser length increases the powerto-weight ratio.It improves the techno-economic features of the GT by lesser fuel consumption.However,this Length reduction of a bare S-shaped diffuser to an aggressive S-shaped diffuser would risk flow separation and performance reduction of the diffuser and the air intake of the GT.The objective of this research is to propose and assess fitted energy promoters(EPs)to enhance the S-shaped diffuser performance by controlling and modifying the flow in the high bending zone of the diffuser.After experimental assessment,the work has been extended to cover more cases by numerical investigations on bare,bare aggressive,and aggressive with energy promoters S-shaped diffusers.Three types of EPs,namely co-rotating low-profile,co-rotating streamline sheet,and trapezoidal submerged EPs were tested with various combinations over a range of Reynolds numbers from 40,000 to 75,000.The respective S-shaped diffusers were simulated by computational fluid dynamics(CFD)using ANSYS software adopting a steady,3D,standard k-εturbulence model to acquire the details of the flow structure,which cannot be visualized in the experiment.The diffuser performance has been evaluated by the performance indicators of static pressure recovery coefficient,total pressure loss coefficient,and distortion coefficient(DC(45°)).The enhancements in the static pressure recovery of the S-shaped aggressive diffuser with energy promoters are 19.5%,22.2%,and 24.5%with EPs at planes 3,4 and 5,respectively,compared to the aggressive bare diffuser.In addition,the installation of the EPs resulted in a DC(45°)reduction at the outlet plane of the diffuser of about 43%at Re=40,000.The enhancements in the performance parameters confirm that aggravating the internal flow eliminates the flow separation and enhances the GT intake efficiency. 展开更多
关键词 Energy promoters distortion coefficient gas turbine S-shaped diffuser static pressure recovery total pressure loss
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Global Stability of Traveling Wavefronts for a Belousov-Zhabotinsky Model with Mixed Nonlocal and Degenerate Diffusions
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作者 Yuting YANG Guobao ZHANG 《Journal of Mathematical Research with Applications》 2026年第1期87-102,共16页
In this paper,we are concerned with the stability of traveling wavefronts of a Belousov-Zhabotinsky model with mixed nonlocal and degenerate diffusions.Such a system can be used to study the competition among nonlocal... In this paper,we are concerned with the stability of traveling wavefronts of a Belousov-Zhabotinsky model with mixed nonlocal and degenerate diffusions.Such a system can be used to study the competition among nonlocally diffusive species and degenerately diffusive species.We prove that the traveling wavefronts are exponentially stable,when the initial perturbation around the traveling waves decays exponentially as x→-∞,but in other locations,the initial data can be arbitrarily large.The adopted methods are the weighted energy with the comparison principle and squeezing technique. 展开更多
关键词 Belousov-Zhabotinsky model nonlocal diffusion stability comparison principle weighted energy
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Redesign of an 11 cm-diameter Micro Diffuser
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作者 陈杰 黄国平 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2010年第3期298-305,共8页
In order to improve the performances of an 11 cm-diameter turbine engine,this article suggests to substitute a new-style micro diffuser redesigned based on a new concept for the traditional diffuser having poor perfor... In order to improve the performances of an 11 cm-diameter turbine engine,this article suggests to substitute a new-style micro diffuser redesigned based on a new concept for the traditional diffuser having poor performances. The new diffuser comprises integral blades and splitters,which are taken for a series of ducts in designing. This article investigates the effects of the cross-section area distribution along the flow path on the redesigned diffuser's performances. Having furnished with the new diffuser in place of the original vaned one,the 11 cm-diameter prototype engine is tested on the rig for its performances. CFD and experiments have shown that the improved diffuser with the unchanged original size has gained excellent performance parameters of pressure coefficient over 0.65 and total pressure recovery coefficient over 0.9. Equipped with the redesigned micro diffuser,the engine increases the thrust by 11% and decreases the specific fuel consumption by 9%. 展开更多
关键词 aerospace propulsion new-style micro diffuser numerical analysis micro turbine engine centrifugal compressor
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EFFECT OF DUMP GAP ON TOTAL PRESSURE LOSS IN DUMP DIFFUSER
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作者 何小民 毛军逵 谈浩元 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2002年第2期157-160,共4页
The dump diffuser is an important component in advanced annular combustor, and its performance affects greatly the fluid field and pressure loss of the combustor. This paper presents the characteristics of the total p... The dump diffuser is an important component in advanced annular combustor, and its performance affects greatly the fluid field and pressure loss of the combustor. This paper presents the characteristics of the total pressure loss. Experiments and numerical simulations, keeping the inlet March number of prediffuser constant ( Ma =0 20), are carried out to obtain the regularity of the total pressure loss. It varies with the relative dump gap ( δ =1 2~3 0)by changing the position of prediffuser and combustor liner, respectively. Research shows that there exists the minimum total pressure loss ( σ *=1 6%~1 75%) when relative dump gap δ is about 1 8. 展开更多
关键词 dump diffuser relative dump gap pressure loss
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AI绘图助力三维设计发展——以Stable Diffusion为例 被引量:2
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作者 刘凇麟 杨蕾颖 《昆明冶金高等专科学校学报》 2025年第1期61-69,共9页
AI绘图工具是利用人工智能技术,通过本地部署训练辅助或完全自动生成绘画作品的软件工具。目前常用的AI绘图工具有DALL-E 2、Midjourney、Stable Diffusion等,其中以Stable Diffusion使用最为广泛。通过不断更新图像的噪声分布,软件在... AI绘图工具是利用人工智能技术,通过本地部署训练辅助或完全自动生成绘画作品的软件工具。目前常用的AI绘图工具有DALL-E 2、Midjourney、Stable Diffusion等,其中以Stable Diffusion使用最为广泛。通过不断更新图像的噪声分布,软件在本地计算机上生成高质量图像。以实际设计项目为例,应用Stable Diffusion在三维设计中帮助设计师快速生成草图和效果图,得到多种设计风格和创作方式,大大提高了设计的效率和乐趣,实践证明AI绘图工具在环境艺术设计、建筑设计等多个领域具有巨大的应用潜力。 展开更多
关键词 AI绘图 Stable diffusion 三维设计
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LogDiffusion:一种基于扩散概率模型的岩性识别方法 被引量:1
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作者 赵逢达 韩滋民 +2 位作者 付晓飞 章蓬伟 李贤善 《地球物理学进展》 北大核心 2025年第1期106-120,共15页
岩性识别是油气资源勘查开发过程中的关键步骤之一.目前,利用深度学习技术进行测井岩性识别能够显著提高识别速度和准确率,然而,由于测井数据集经常存在数据量不足和岩性类别分布不均衡等问题,神经网络在训练过程中容易出现过拟合现象,... 岩性识别是油气资源勘查开发过程中的关键步骤之一.目前,利用深度学习技术进行测井岩性识别能够显著提高识别速度和准确率,然而,由于测井数据集经常存在数据量不足和岩性类别分布不均衡等问题,神经网络在训练过程中容易出现过拟合现象,导致模型的准确率降低.为了解决这些问题,本文提出一种基于扩散概率模型的岩性识别模型LogDiffusion,该模型能够生成高质量的测井数据并用于训练,从而提升岩性识别的分类准确率.在传统的扩散概率模型的基础上,考虑到测井数据的一维结构,本文设计了一种用于估计梯度的分数网络FT-Unet,并提出了一种辅助分类器FT-Transformer以获取准确的岩性标签.此外,还提出了一种基于阈值的动态标签机制以提高采样算法的准确性.在两个小样本盲井测井数据集上的实验结果表明,该方法能够一定程度上解决测井数据集数据量不足和岩性类别分布不均衡的问题,从而提升岩性识别的准确率和精度. 展开更多
关键词 岩性识别 数据增强 深度学习 扩散概率模型
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Mechanism of stall and surge in a centrifugal compressor with a variable vaned diffuser 被引量:15
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作者 Xiang XUE Tong WANG +1 位作者 Tongtong ZHANG Bo YANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2018年第6期1222-1231,共10页
To expand the stable operating range of compressors, understanding the mechanism of flow instability at low flow rates is necessary. In this paper, the mechanism of stall and surge in a centrifugal compressor with a v... To expand the stable operating range of compressors, understanding the mechanism of flow instability at low flow rates is necessary. In this paper, the mechanism of stall and surge in a centrifugal compressor with a variable vaned diffuser is experimentally investigated, where the diffuser blade setting angle can be adjusted. Many dynamic pressure transducers are mounted on the casing surface of the compressor. From the design condition to surge, dynamic pressure data is recorded throughout the gradual process. According to the signal developing status, the typical modes of compressor instability are defined in detail, such as stall, mild surge, and deep surge. A relatively high-frequency stall wave originates in the impeller and propagates to the diffuser, and finally stimulates a deep surge in the compressor. The compressor behavior during surge differs at different diffuser vane angles. When the diffuser vane angle is adjusted, both the unstable form and the core factor affecting the overall machine stability change. A specific indicator is proposed to measure the instability of each component in a compressor, which can be used to determine the best region for stability extension technologies, such as a holed casing treatment, in different compressor applications. 展开更多
关键词 Centrifugal compressor Flow instability STALL SURGE Vaned diffuser
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Experimental Research on Sewage Outfall Diffusers 被引量:13
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作者 Jiang Chuanfeng , Yan Zhongmin , Zhou Chuntian and Liu Mingming Professor, Res. Inst. of Water Resources and Hydro-Electric Power, Hohai University, Nanjing 210024 Senior Engineer, Res. Inst. of Water Resources and Hydro-Electric Power, Hohai University, Nanjing 210024 Engineer, Res. Inst. of Water Resources and Hydro-Electric Power, Hohai University, Nanjing 210024 《China Ocean Engineering》 SCIE EI 1995年第2期215-222,共8页
The influence of diffuser parameters, including the riser spacing, port number in a riser, injection angle, port arrangement, etc., on the surface initial dilution is experimentally investigated. The relative density ... The influence of diffuser parameters, including the riser spacing, port number in a riser, injection angle, port arrangement, etc., on the surface initial dilution is experimentally investigated. The relative density difference between the effluent and the sea water in the model is the same as that in the prototype, and the effect of the cross current is simulated by an inverse model technique. Based on the result analysis, the arrangement with more ports in a riser and larger riser spacing is suggested to save construction cost. The relationship between the Reynolds number based on the port diameter and velocity, and the surface initial dilution is also explored, and the critical Reynolds number is proposed. 展开更多
关键词 sewage diffuser model test
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Comparisons between numerical calculations and measurements in vaned diffuser of SHF impeller 被引量:6
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作者 Annie-Claude Bayeul-Lainé Patrick Dupont +4 位作者 Giovanna Cavazzini Patrick Cherdieu Antoine Dazin Gérard Bois Olivier Roussette 《排灌机械工程学报》 EI 北大核心 2013年第12期1013-1020,共8页
The paper presents analysis of the performance and the internal flow behaviour in the vaned diffuser of a radial flow pump using PIV(particle image velocimetry)and pressure probe traverses.PIV measurements have alread... The paper presents analysis of the performance and the internal flow behaviour in the vaned diffuser of a radial flow pump using PIV(particle image velocimetry)and pressure probe traverses.PIV measurements have already been performed at middle height inside one diffuser channel passage for a given speed of rotation and various mass flow rates.These results have been already presented in several previous communications.New experiments have been performed using a three-hole pressure probe traverses from hub to shroud diffuser width at different radial locations between the two diffuser geometrical throats.Numerical simulations are also realized with the commercial codes Star CCM+7.02.011 and CFX.Frozen rotor and fully unsteady calculations of the whole pump have been performed.Comparisons between numerical results,previous experimental PIV results and new probe traverses one's are presented and discussed for one mass flow rate.In this respect,a first attempt to take into account fluid leakages between the rotating and fixed part of the pump has been checked since it may affects the real flow structure inside the diffuser. 展开更多
关键词 vaned diffuser radial FLOW pump UNSTEADY FLOW numerical calculations particle image velocimetry(PIV) three-hole probe
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Modeling of the Mixture of Wastewater Discharged from A Submerged Multiport Diffuser in Nantong Sea-Area 被引量:2
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作者 王超 王沛芳 《China Ocean Engineering》 SCIE EI 2005年第1期97-110,共14页
Laboratory experiments were conducted to investigate the mixture of wastewater discharged from a submerged multiport diffuser in the Nantong sea-area. The process was then simulated with a three-dimensional numerical ... Laboratory experiments were conducted to investigate the mixture of wastewater discharged from a submerged multiport diffuser in the Nantong sea-area. The process was then simulated with a three-dimensional numerical model. The plane or line patch was used to impose the discharge momentum flux in the near field. A comparison of model simulation with laboratory experiments shows that the proposed model can be used to simulate the shapes of pollution plumes, the distributions of excess concentration, and the velocity induced by a coflowing diffuser in proximity to a shoreline boundary. From the numerical simulation and laboratory experiments, it is recommended that the multiport diffuser be placed in a hydrodynamically active sea-area. 展开更多
关键词 wastewater discharge submerged multiport diffuser three-dimensional numerical model experiment
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Numerical prediction of inner turbulent flow in conical diffuser by using a new five-point scheme and DLR k-ε turbulence model 被引量:2
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作者 蒋光彪 何永森 +1 位作者 舒适 肖映雄 《Journal of Central South University》 SCIE EI CAS 2008年第S1期181-186,共6页
The internal turbulent flow in conical diffuser is a very complicated adverse pressure gradient flow.DLR k-ε turbulence model was adopted to study it.The every terms of the Laplace operator in DLR k-ε turbulence mod... The internal turbulent flow in conical diffuser is a very complicated adverse pressure gradient flow.DLR k-ε turbulence model was adopted to study it.The every terms of the Laplace operator in DLR k-ε turbulence model and pressure Poisson equation were discretized by upwind difference scheme.A new full implicit difference scheme of 5-point was constructed by using finite volume method and finite difference method.A large sparse matrix with five diagonals was formed and was stored by three arrays of one dimension in a compressed mode.General iterative methods do not work wel1 with large sparse matrix.With algebraic multigrid method(AMG),linear algebraic system of equations was solved and the precision was set at 10-6.The computation results were compared with the experimental results.The results show that the computation results have a good agreement with the experiment data.The precision of computational results and numerical simulation efficiency are greatly improved. 展开更多
关键词 conical diffuser turbulent flow DLR k-ε turbulence model 5-point scheme ALGEBRAIC MULTIGRID method(AMG)
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Investigation into the Interaction of Centrifugal Compressor Impeller and Vaneless Diffuser 被引量:2
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作者 杨策 张殿佐 +1 位作者 马朝臣 胡辽平 《Journal of Beijing Institute of Technology》 EI CAS 2006年第3期273-277,共5页
Centrifugal compressors with parallel-wall and contracting wall vaneless diffuser are designed by using centrifugal compressor computer-aided integrated design system. The internal flow fields of the compressor are ca... Centrifugal compressors with parallel-wall and contracting wall vaneless diffuser are designed by using centrifugal compressor computer-aided integrated design system. The internal flow fields of the compressor are calculated by solving three-dimensional Navier-Stokes equation. Four aspects are investigated and calculation results show that the total efficiencies and total pressure ratios of the compressor with contracting wall vandess diffuser is higher than that of the compressor with parallel-wall. The jet and wake don't mix rapidly inside vandess diffuser. The outlet blade lean angle doesn't affect the compressor performance. The greater the mass flow rate through impeller, the more uneven the velocity distribution at impeller outlet is. 展开更多
关键词 centrifugal compressor design three-dimensional viscous calculation jet-wake interaction of impeller and vaneless diffuser
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Experimental Investigation of Performance of the Wind Turbine with the Flanged-Diffuser Shroud in Sinusoidally Oscillating and Fluctuating Velocity Flows 被引量:3
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作者 Kazuhiko Toshimitsu Hironori Kikugawa +1 位作者 Kohei Sato Takuya Sato 《Open Journal of Fluid Dynamics》 2012年第4期215-221,共7页
The wind turbine with a flanged-diffuser shroud—so called “wind-lens turbine”—is developed as one of high performance wind turbines by Ohya et al. In this paper, the wind turbine performance is investigated for bo... The wind turbine with a flanged-diffuser shroud—so called “wind-lens turbine”—is developed as one of high performance wind turbines by Ohya et al. In this paper, the wind turbine performance is investigated for both steady and unsteady winds. The compact-type wind lens turbine shows higher efficiency than the only rotor wind turbine. Also, the flow structure around the compact-type wind turbine is made clear by CFD and PIV in steady wind. Furthermore, the performances of the only rotor and the compact-type wind-lens turbines for unsteady wind are experimentally and numerically investigated. Experimental and numerical results are presented to demonstrate the dependence of frequency of the harmonic oscillating velocity wind on power coefficient. Consequently, the compact-type wind-lens turbine show better performance than the only rotor one in sinusoidally oscillating velocity wind. Furthermore, the numerical estimation can predict the power coefficient in the oscillating flows to an accuracy of 94% to 102%. In addition, the dependence of the turbine performance on turbulent intensity and vortex scale of natural fluctuating wind is presented. 展开更多
关键词 WIND TURBINE Unsteady Flow WIND Energy Power Coefficients Flanged diffuser Natural WIND
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Effects of synthetic jet frequency on the separated flow in a diffusing S-duct 被引量:1
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作者 HE Peng DONG Jin-zhong 《航空动力学报》 EI CAS CSCD 北大核心 2016年第2期432-442,共11页
Numerical simulations were carried out to investigate the effects of synthetic jet actuation frequency on the separated flow in a diffusing S-duct.The Reynolds number based on the entrance height was9.78×105.At f... Numerical simulations were carried out to investigate the effects of synthetic jet actuation frequency on the separated flow in a diffusing S-duct.The Reynolds number based on the entrance height was9.78×105.At first,the numerical model was validated with experimental data,and then,the interaction between the separated flow and the synthetic jets at different frequencies was discussed.The results demonstrate that the control effect is significantly dependent on the momentum mixing enhancement between inside of the separated boundary layer and the outer flow.There exists a narrow range of actuation frequency,in which effective separation control can be achieved using synthetic jets.A dimensionless frequency F+=1.0is identified as the optimal frequency,with a momentum coefficient of 1.62×10-3,the separation area is reduced about46%,and the aerodynamic performance of the S-duct is also greatly improved compared to uncontrolled case.Further analysis reveals that the choice of actuation frequency is mainly determined by the momentum flux produced by a single ejection and the spacing between adjacent ejections,the optimal frequency case can be understood as a balance between the two factors.In addition,it is found that the synthetic jets can also suppress the secondary flows while decreasing the separation. 展开更多
关键词 active flow control BOUNDARY layer separation synthetic JET ACTUATION FREQUENCY s-duct
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Numerical simulation investigations of energy-saving diffuser of main fan 被引量:5
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作者 CHEN Shi-qiang WANG Hai-qiao +1 位作者 CHENG Jian-lin LI Yi-qun 《Journal of Coal Science & Engineering(China)》 2010年第4期424-428,共5页
Based on the boundary condition of field engineering, numerical simulations of28 conditions of existing diffusers of 3 structure types were investigated by ComputationalFluid Dynamics software package, and there were ... Based on the boundary condition of field engineering, numerical simulations of28 conditions of existing diffusers of 3 structure types were investigated by ComputationalFluid Dynamics software package, and there were the problems of larger structure resistanceand lower diffusing efficiency of these diffusers by analysis of CFD results.Thestructure outlines of the energy-saving diffuser were constructed by the application ofstream function and potential function superimposing.On the basis of numerical simulationsof energy-saving diffusers of 5 area-enlarging ratios, structural resistances and diffusingefficiencies of 5 energy-saving diffusers were comparatively analyzed, and therange from 2.00 to 2.31 of the rational area-enlarging ratio of energy-saving diffusers wasderived.The optimization area-enlarging ratio of the energy-saving diffuser was presently2.28 through comparable analysis.From the above, the results show that the coefficient ofperformance of the energy-saving diffuser is better than 3 existing diffusers. 展开更多
关键词 main fan energy-saving diffuser optimization of outlines numerical simulation
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Stable Diffusion在设计类专业教学中的应用——以三维设计软件应用课程为例
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作者 刘凇麟 杨蕾颖 +2 位作者 危威 李健僖 张馨 《昆明冶金高等专科学校学报》 2025年第4期119-124,共6页
随着人工智能技术的快速发展,Stable Diffusion作为一种先进的图像生成和扩散模型,在设计领域中显现出巨大的应用潜力。通过Stable Diffusion在三维设计软件应用课程中的具体应用案例,结合课程目标和内容,分析其在提升教学质量、激发学... 随着人工智能技术的快速发展,Stable Diffusion作为一种先进的图像生成和扩散模型,在设计领域中显现出巨大的应用潜力。通过Stable Diffusion在三维设计软件应用课程中的具体应用案例,结合课程目标和内容,分析其在提升教学质量、激发学生创意和拓展设计思维方面的作用,符合当今教育和技术发展的趋势。通过实际教学,证明AI融入教学,能够有效提高学生学习兴趣和参与度、增强设计作品多样性和创新性;同时,对传统设计类教学也提出了挑战。提出了新的教学内容和应用建议,为艺术设计教育的发展提供了新的思路和方法。 展开更多
关键词 Stablediffusion模型 设计类专业 教学
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Numerical Study on Plume Interaction Above An AlternatingDiffuser in Stagnant Water 被引量:1
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作者 匡翠萍 李行伟 +1 位作者 刘曙光 顾杰 《China Ocean Engineering》 SCIE EI 2006年第2期289-302,共14页
The plume interaction above an alternating diffuser in stagnant water is studied with 3D Reynolds-averaged NavierStokes equations (RANS) combined with a buoyancy-extended κ-ε model. The steady three-dimensional tu... The plume interaction above an alternating diffuser in stagnant water is studied with 3D Reynolds-averaged NavierStokes equations (RANS) combined with a buoyancy-extended κ-ε model. The steady three-dimensional turbulent flow and temperature fields are computed by use of the finite volume method on a non-uniform high resolution orthogonal grid. The numerical predictions demonstrate a generic flow pattern for different turbulent heated jet discharges: the buoyant jets on each side of the diffuser first merge to form an essentially two-dimensional plume which bends back toward the diffuser centerline due to a low pressure cavity. In general, an under-pressure exists in the cavity until the plumes merge; the pressure increases to slightly positive afterwards. Two-dimensionality of the scalar and flow field is attained much later than the point of zero pressure. The position of merging point is governed by mainly four parameters - the discharge densimetfic Froude number, the port diameter and space, and the horizontal distance between alternating jet nozzles. A formula from numerical simulations is obtained through regression analysis and it is used to predict the position of plume merging point. The predicted temperature fields are comparable to previous experiments. 展开更多
关键词 alternating diffuser merging point plume interaction low pressure cavity ednsimetric Froude number turbulence modelling computational fluid dynamics κ-ε model enviromental hydraulics
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Turbulence modelling of the aerodynamic interaction ofOGV wakes and diffuser flow 被引量:1
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作者 Page Gary McGuirk Jim 《航空动力学报》 EI CAS CSCD 北大核心 2011年第10期2302-2312,共11页
Different turbulence closures were used to predict the flow interaction between the wakes created by compressor outlet guide vanes(OGVs) and a downstream annular pre-diffuser.Two statistical turbulence models were tes... Different turbulence closures were used to predict the flow interaction between the wakes created by compressor outlet guide vanes(OGVs) and a downstream annular pre-diffuser.Two statistical turbulence models were tested based on the classical Reynolds-averaged Navier-Stokes(RANS) approach.Both high-Re and low-Re(Launder-Sharma) versions of the k-ε model were applied to a selected test problem for OGV wake/diffuser flows.The test problem was specifically chosen because experimentally determined inlet conditions and both profile and performance data were available to validate predictions.A preliminary study was also reported of the more advanced large eddy simulation(LES) approach.The LES sub-grid-scale(SGS) model was the basic Smagorinsky eddy viscosity assumption,with a Van-Driest damping function for improved capture of near-wall viscous behaviour.Comparison between the two RANS models showed little difference in terms of velocity contours at OGV trailing edge and diffuser exit.In terms of overall diffuser performance(static pressure recovery and total pressure loss coefficients),the high-Re model was shown to agree well with experimental data.The preliminary LES study indicates the highly unsteady character of the OGV wake flow,but requires improved treatment of inlet conditions. 展开更多
关键词 outlet guide vane(OGV) wakes diffuser flow interaction Reynolds-averaged Navier-Stokes(RANS) modelling large eddy simulation(LES) modelling
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