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基于物理信息神经网络的气膜冷却湍流模型反演学习
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作者 张振 苏欣荣 袁新 《动力工程学报》 CAS CSCD 北大核心 2024年第9期1459-1465,共7页
由于气膜冷却问题中湍流的复杂特性,传统雷诺平均(RANS)方法会低估湍流的热扩散强度,导致冷却效果计算不准确。对此提出了一套基于物理信息神经网络(PINN)的湍流建模框架,基于RANS流场和大涡模拟(LES)温度场,建立了数据驱动的湍流普朗... 由于气膜冷却问题中湍流的复杂特性,传统雷诺平均(RANS)方法会低估湍流的热扩散强度,导致冷却效果计算不准确。对此提出了一套基于物理信息神经网络(PINN)的湍流建模框架,基于RANS流场和大涡模拟(LES)温度场,建立了数据驱动的湍流普朗特数神经网络模型,在RANS求解器中嵌入该模型,可以动态调整湍流的热扩散强度,获得了与LES高度一致的温度场。结果表明:PINN是构建数据驱动湍流模型的良好方法,对于湍流普朗特数的建模可以有效提升RANS方法对温度预测的准确性。 展开更多
关键词 气膜冷却 物理信息神经网络 湍流普朗特数 机器学习 湍流模型
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菱铁矿尾矿处理硫化砷渣与含砷污酸方法与机理研究
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作者 苏欣荣 苏瑞 +3 位作者 王翼巽 陈佳 马旭 史美玲 《应用化工》 CAS CSCD 北大核心 2024年第6期1280-1283,1289,共5页
以菱铁矿尾矿为铁源,以含砷污酸为中和试剂,开展了菱铁矿尾矿处理硫化砷渣与含砷污酸研究。结果表明,在污酸投加量V(硫化砷渣)/V(污酸)为1∶2,Fe/As摩尔比为3,水热温度140℃下反应14 h,As的去除率可达99.59%,TCLP浸出As浓度仅为0.10 mg/L。
关键词 菱铁矿尾矿 臭葱石 硫化砷渣 含砷污酸
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疫情期间以自我决定理论为中介的大学生体育行为
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作者 梁月红 李刚 +4 位作者 苏新荣 韩海涛 陈帅杰 冯燕辉 高亚坤 《山东体育科技》 2022年第5期19-23,共5页
疫情迫使一些高校采取大学生隔离措施,导致大学生体育运动机会受限。以自我决定理论(SDT)为视角,通过构建一个简单的整合模型,观察疫情社会环境对大学生体育行为意图心理变量的影响,为大学生在特殊时期体育运动背后的动机过程提供实证... 疫情迫使一些高校采取大学生隔离措施,导致大学生体育运动机会受限。以自我决定理论(SDT)为视角,通过构建一个简单的整合模型,观察疫情社会环境对大学生体育行为意图心理变量的影响,为大学生在特殊时期体育运动背后的动机过程提供实证支持。方法:以河北工程大学等6所河北省高校共406名普通大学生为研究对象,参与者填写了修改过的运动行为调查问卷、自我效能量表和行为意图量表的整合量表,以反映大学生在疫情刚刚开始时的体育运动心理动向。结果表明,在疫情隔离背景下,学生自我效能正向预测自我决定运动动机水平,并且通过运动动机为中介间接地预测体育运动行为意图。 展开更多
关键词 自我决定理论 运动动机 自我效能 行为意图
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用于气膜冷却的机器学习湍流模型
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作者 张振 叶林 +1 位作者 苏欣荣 袁新 《工程热物理学报》 EI CAS CSCD 北大核心 2024年第5期1324-1331,共8页
在气膜冷却中,主流和射流的相互作用会产生三维涡系结构和湍流掺混,它们引起了温度的对流和湍流扩散输运。由于上述现象的三维特性,传统的湍流模型无法准确预测气膜冷却效果,限制了燃气轮机冷却结构的分析与设计水平。本文采用湍流模型... 在气膜冷却中,主流和射流的相互作用会产生三维涡系结构和湍流掺混,它们引起了温度的对流和湍流扩散输运。由于上述现象的三维特性,传统的湍流模型无法准确预测气膜冷却效果,限制了燃气轮机冷却结构的分析与设计水平。本文采用湍流模型反演机器学习框架,基于流场关键位置的温度数据,对湍流普朗特数进行了具有空间分布的修正。所发展的机器学习湍流温度扩散模型可以显著降低冷却有效度的预测误差,且具有较好的泛化能力。 展开更多
关键词 气膜冷却 湍流模型 机器学习
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Effect of Unsteady Secondary Vortices on Performance of a 1.5-Stage High-Pressure Turbine 被引量:1
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作者 WANG Qingsong MA Can +1 位作者 su xinrong YUAN Xin 《Journal of Thermal Science》 SCIE EI CAS CSCD 2021年第3期983-998,共16页
In modern high-load high-pressure turbine,the secondary flow in the blade channel is very strong and occupies a large spanwise region.Although high-quality experimental data at the stage interfaces have been obtained ... In modern high-load high-pressure turbine,the secondary flow in the blade channel is very strong and occupies a large spanwise region.Although high-quality experimental data at the stage interfaces have been obtained in previous research,the influence of the clocking position on the secondary flow patterns is not fully understood.This paper investigates the clocking effect in a 1.5-stage high-pressure turbine and focuses on the variations of secondary flow patterns and their effect on the turbine performance.The detailed flow fields of various clocking positions were obtained by carrying out unsteady flow simulations using an in-house code.Among the four clocking positions in this work,the highest entropy generation was observed when the wakes from stator 1 hit the leading edges of stator 2,which is opposite to the well-known conclusion for the turbine with high-aspect-ratio blades.Detailed flow analysis showed that the wakes and the near tip secondary vortices from stator 1 showed different traces when entering the stator 2 channel and the secondary vortices clearly have a more important influence in determining the performance.The different behaviors of the secondary vortices explained the performance variations due to the clocking effect. 展开更多
关键词 clocking effect secondary vortices entropy generation unsteady flow
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透平静叶叶身全覆盖气膜冷却有效度实验研究 被引量:1
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作者 胡可欣 张振 +1 位作者 苏欣荣 袁新 《工程热物理学报》 EI CAS CSCD 北大核心 2023年第7期1793-1799,共7页
燃气轮机透平叶片气膜冷却性能受到吹风比、曲率、压力梯度等多种因素的影响。本文采用压力敏感漆(PSP)技术研究了燃气轮机静叶气膜冷却的冷却性能,实验测量了不同吹风比下全覆盖气膜的冷却有效度,并结合单排孔冷却的实验结果进行分析... 燃气轮机透平叶片气膜冷却性能受到吹风比、曲率、压力梯度等多种因素的影响。本文采用压力敏感漆(PSP)技术研究了燃气轮机静叶气膜冷却的冷却性能,实验测量了不同吹风比下全覆盖气膜的冷却有效度,并结合单排孔冷却的实验结果进行分析。结果表明:随吹风比增大,压力面冷却有效度递增,吸力面受曲率和压力梯度影响,冷却有效度先递增后递减;前缘射流在低吹风比下附壁效果较好,高吹风比下由于复合角造成冷气向中叶展汇聚;通过对比单排冷却的叠加结果与全覆盖实验结果的误差,研究了Sellers叠加模型在叶栅条件下的适用性。 展开更多
关键词 燃气轮机 气膜冷却 吹风比 压力敏感漆
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基于DDES模拟的叶顶泄漏流与尾迹非定常干涉机理
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作者 李会 黄通 +1 位作者 苏欣荣 袁新 《航空学报》 EI CAS CSCD 北大核心 2023年第14期82-92,共11页
叶顶泄漏流是涡轮叶片内部气动损失和非定常性的重要来源之一,其包含多个空间和时间尺度流场结构。采用延迟脱体涡高精度湍流模拟方法(DDES)研究了某高压涡轮动叶叶顶泄漏流,分析了泄漏涡结构及其非定常特性,进而研究了叶顶泄漏流与尾... 叶顶泄漏流是涡轮叶片内部气动损失和非定常性的重要来源之一,其包含多个空间和时间尺度流场结构。采用延迟脱体涡高精度湍流模拟方法(DDES)研究了某高压涡轮动叶叶顶泄漏流,分析了泄漏涡结构及其非定常特性,进而研究了叶顶泄漏流与尾迹间的非定常干涉现象及其机制,最后基于非定常熵输运方程分解并研究了泄漏流区域的损失机制。研究发现:DDES方法可以精细捕捉泄漏流和尾迹区的多尺度流场结构及其相互干涉作用;泄漏流与尾迹间的相互干涉会导致尾迹涡轨迹发生明显偏移,并伴随着涡破碎现象的产生,具有很强的非定常效应;基于非定常熵输运方程的损失分析表明,涡破碎现象造成的损失在脉动损失中占比可达23.3%,是非常重要的损失来源之一。 展开更多
关键词 叶顶泄漏流 尾迹 非定常干涉 DDES 熵产率
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An Off-Design Flow Angle Model Based on Average-Flow Theory and Wake Analysis
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作者 MAO Yinbo su xinrong YUAN Xin 《Journal of Thermal Science》 SCIE EI CAS CSCD 2023年第2期729-738,共10页
This paper presents a novel model for flow angles at off-design conditions.The model is based on energy conservation in turbomachinery.By the mean of average process,statistical properties of the wake profile are rela... This paper presents a novel model for flow angles at off-design conditions.The model is based on energy conservation in turbomachinery.By the mean of average process,statistical properties of the wake profile are related to the flow angle and mainstream parameters;then by adopting the classic flow topology of behind-blade wakes,the effect of operating conditions is included in the plot and a model for flow angle is thus developed.The advantage of the model is that it can achieve off-design flow angle estimations with design flow characteristics and it is compatible with CFD-based throughflow methods.This model is then implemented into a standard CFD-based throughflow solver from the previous research to estimate off-design characteristics of blade rows with proper input-output strategies.Furthermore,the effect of loss upon flow angle is also modeled as corrections to the proposed model.The model is validated on a compressor stage and the results show promising accuracy for off-design flow angle estimations. 展开更多
关键词 flow angle wake analysis THROUGHFLOW AERODYNAMICS
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Adjoint-Based Geometrically Constrained Aerodynamic Optimization of a Transonic Compressor Stage 被引量:3
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作者 su xinrong MA Can YUAN Xin 《Journal of Thermal Science》 SCIE EI CAS CSCD 2019年第5期850-861,共12页
Efficient method to handle the geometric constraints in the optimization of turbomachinery blade profile is required. Without constraints on the blade thickness, optimal designs typically yield thinner blade to reduce... Efficient method to handle the geometric constraints in the optimization of turbomachinery blade profile is required. Without constraints on the blade thickness, optimal designs typically yield thinner blade to reduce the friction loss, however, at the risk of degraded strength and stiffness. This issue is seldom discussed and existing literature always treat the blade thickness constraint in an indirect manner. In this work, two different geometric constraints on the blade thickness are proposed and applied in the adjoint optimization: one is on the maximum blade thickness and the other is on the blade area. Methods to compute sensitivities of both constraints are proposed and they are integrated into an optimization system based on a finite volume code and a solver for the discrete adjoint equation. Adjoint optimization is conducted to minimize the entropy production in a transonic compressor stage. Results for the adjoint optimization without geometry constraint and two comparative cases are detailed. It is indicated that three cases yield similar performance improvement;however, if geometry constraints are properly handled, the optimal designs have almost the same maximum thickness as the original design, compared to a thinner blade profile with 14% reduction of maximum thickness in the case without geometry constraint. The cases considering geometry constraints also consume slightly reduced Central Processing Unit(CPU) cost. Result of this work verifies the effectiveness of the proposed method to treat geometric constraints in adjoint optimization. 展开更多
关键词 aerodynamic optimization COMPRESSOR STAGE discrete ADJOINT method GEOMETRIC CONSTRAINT
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A Novel Model for CFD-Based Throughflow Analysis of Film-Cooled Turbine Blade 被引量:2
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作者 MAO Yinbo CHEN Ziyu +1 位作者 su xinrong YUAN Xin 《Journal of Thermal Science》 SCIE EI CAS CSCD 2022年第5期1759-1772,共14页
This paper presents a novel approach of modeling the air-cooled turbine with CFD-based throughflow analysis. Starting from the basic equations of motion, governing equations and source terms for mass, momentum and ene... This paper presents a novel approach of modeling the air-cooled turbine with CFD-based throughflow analysis. Starting from the basic equations of motion, governing equations and source terms for mass, momentum and energy are formulated in an analytical manner. These source terms are to mimic the authentic injection-mainstream interactions with easy implementation. The source terms in the aero-cooling scenario are related to corresponding sources in the aerodynamic-only analysis. Based on such formulations, a novel strategy is developed to estimate aerodynamic characteristics of a blade row under film cooling with known characteristics under no cooling. The model and the strategy are validated in the classic NASA E3 turbine guide vane under various operating conditions. Sensitivity studies of input parameters are conducted to evaluate the applicability of the proposed model. Specifically, the flow rate distributions of cooling flow at different cooling holes are crucial for accurate predictions. 展开更多
关键词 film cooling turbine aerodynamics THROUGHFLOW
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Cooling Performance of the Endwall Vertical Hole Considering the Interaction between Cooling Jet and Leading-Edge Horseshoe Vortex 被引量:1
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作者 CHEN Ziyu su xinrong YUAN Xin 《Journal of Thermal Science》 SCIE EI CAS CSCD 2022年第5期1696-1708,共13页
Interaction between the coolant and the secondary flow plays an important role in endwall cooling performance.For the leading-edge region,oncoming main flow inside the boundary layer impinges onto the vane leading edg... Interaction between the coolant and the secondary flow plays an important role in endwall cooling performance.For the leading-edge region,oncoming main flow inside the boundary layer impinges onto the vane leading edge and turns into the horseshoe vortex.Horseshoe vortex entrains coolant off the surface,thus posing severe challenges to the cooling design there.Based on analyses on the leading-edge vortex formation mechanism,a new kind of endwall film cooling design,vertical hole upstream of the saddle point,is proposed to obtain more uniform film coverage over the vane/endwall junction region.Coolant injected from the vertical hole can pass over the horseshoe vortex and impinge around the stagnation line on the vane leading edge.Uniform film coverage can be obtained around the vane leading edge where coolant clings to the endwall surface due to the span-wise pressure gradient of the stagnation region.Numerical simulations are conducted about the cooling performance of two main kinds of both isotropic and anisotropic hole geometries for the endwall and vane surface.Results come that the anisotropic hole shows significant advantages over the isotropic one because it suppresses the symmetrical kidney vortices thus weakening the mixture with high-temperature gas.Blowing ratio(M)effect is analyzed and conclusions are drawn that the cooling performance of the endwall around the leading edge is sensitive to M and adiabatic film cooling effectiveness peaks at about M=2.0.Better cooling performance over the vane corner region can be obtained when M gets even higher while the effective film coverage area shrinks.Apart from that,the phenomenon of phantom cooling on the upper triangular region of the suction surface can be observed when coolant on the endwall is entrained by the vortex formed at the corner of the leading edge. 展开更多
关键词 film cooling leading edge secondary flow horseshoe vortex
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Assessment of the Turbulence Characteristics of Shaped Film Cooling Hole with Scale Resolving Simulation
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作者 WANG Qingsong su xinrong YUAN Xin 《Journal of Thermal Science》 SCIE EI CAS CSCD 2022年第1期47-61,共15页
The turbulence characteristics of the shaped hole film cooling are very complex.In this study,Large Eddy Simulation(LES)and Reynolds-averaged Navier-Stokes(RANS)are used to study the film cooling of the shaped hole.Th... The turbulence characteristics of the shaped hole film cooling are very complex.In this study,Large Eddy Simulation(LES)and Reynolds-averaged Navier-Stokes(RANS)are used to study the film cooling of the shaped hole.The time-averaged results are compared with the experimental data in the literature.Because of the eddy-viscosity model,the RANS method roughly deals with the simulation of boundary layer,which leads to a large deviation.The RANS results are compared with the LES results to identify the weaknesses of the Realizable k-e model in predicting the turbulence characteristics of the shaped hole film cooling.The eddy viscosity hypothesis and the temperature gradient diffusion hypothesis are evaluated using LES data.Furthermore,the turbulence characteristics of the in-hole flow are analysed with the help of the incremental Proper Orthogonal Decomposition(iPOD).The turbulence presents strong anisotropy and some convection structures are induced from the shear zone. 展开更多
关键词 shaped film cooling turbulence characteristics LES RANS IPOD
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Accuracy and Efficiency Assessment of Harmonic Balance Method for Unsteady Flow in Multi-Stage Turbomachinery
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作者 ZHANG Zhen MA Can +1 位作者 su xinrong YUAN Xin 《Journal of Thermal Science》 SCIE EI CAS CSCD 2020年第6期1569-1580,共12页
With the relative movement of neighboring blade rows,flows in multi-stage turbomachinery are unsteady and periodic in time at the design condition.As an alternative to the widely used time domain time marching method,... With the relative movement of neighboring blade rows,flows in multi-stage turbomachinery are unsteady and periodic in time at the design condition.As an alternative to the widely used time domain time marching method,the harmonic balance(HB)method has been successfully applied to simulate the essentially unsteady flow of multi-stage turbomachinery.By modelling various number of harmonics,the accuracy of this method could be adjusted at different level of computational cost.In this article,accuracy of the harmonic balance method is not only validated against the time domain time marching method,as in most previous works on this topic,but also against the data from an experiment campaign of a two-stage high-pressure turbine where strong tip leakage flow exists.Efficiency of this method is also assessed in detail by adjusting the number of harmonics and comparing with time domain time marching solution results.Results show that the harmonic balance method is a flexible tool with adjustable accuracy for fast-turnaround unsteady flow simulation of multi-stage turbomachinery.Results from this work can provide a guidance in applying the harmonic balance method with balance between accuracy and computational cost. 展开更多
关键词 multi-stage turbomachinery unsteady flow harmonic balance ACCURACY EFFICIENCY
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