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基于虚拟仿真平台的能源动力类本、研一体化实验教学与管理实践 被引量:16
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作者 翟明 姜宝成 +3 位作者 宋彦萍 帅永 温风波 曾令艳 《实验室研究与探索》 CAS 北大核心 2020年第5期187-192,共6页
以哈尔滨工业大学"十三五"本科教育改革与发展规划纲要为契机,以本科生、研究生教学实验室一体化建设的发展规划为依据,阐述如何以能源动力相关课程群和应用型研究生培养基地为基础,建立基于虚拟仿真平台的能源动力类本、研... 以哈尔滨工业大学"十三五"本科教育改革与发展规划纲要为契机,以本科生、研究生教学实验室一体化建设的发展规划为依据,阐述如何以能源动力相关课程群和应用型研究生培养基地为基础,建立基于虚拟仿真平台的能源动力类本、研一体化实验教学与管理系统,实现从本科生到研究生的理论教学与实践教学一体化。探索了能源动力大类专业本、研一体化实验室运行管理机制,开发了虚拟仿真实验教学项目,教学过程虚实结合、优势互补,提高了教学效果。 展开更多
关键词 能源动力类专业 虚拟仿真平台 本、研一体化 实验教学 管理实践
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基于深度学习的单排孔气膜冷却性能预测 被引量:11
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作者 李左飙 温风波 +2 位作者 唐晓雷 苏良俊 王松涛 《航空学报》 EI CAS CSCD 北大核心 2021年第4期307-318,共12页
气膜冷却是增强涡轮叶片的高温耐受力,间接提高涡轮进口温度的有效手段之一。目前气膜冷却孔布局的主流设计方法是先通过计算流体力学(CFD)筛选和优化初始方案,再进行模型实验。这种方法设计周期长,时间成本高。传统上用于快速评估冷却... 气膜冷却是增强涡轮叶片的高温耐受力,间接提高涡轮进口温度的有效手段之一。目前气膜冷却孔布局的主流设计方法是先通过计算流体力学(CFD)筛选和优化初始方案,再进行模型实验。这种方法设计周期长,时间成本高。传统上用于快速评估冷却效率的经验公式法存在函数形式复杂,拟合精度有限,参数适用范围较窄等问题。因此基于深度学习原理,设计了一种基于多层感知器模型(MLP)的深度神经网络,建立了绝热气膜冷却效率的预测模型。使用CFD数据训练网络,结果表明:深度学习模型在训练集和验证集上具有大于0.95的拟合度,在测试集上具有大于0.99的拟合度,可以较好地识别数据集中的抽象特征,具有较高的精度和较好的泛化能力。此外,在满足精度要求的前提下,一个完成训练的深度学习模型能够有效减少预测耗时,提高预测效率,在快速评估冷却布局性能方面具有较好的应用前景。 展开更多
关键词 气膜冷却 绝热气膜冷却效率 计算流体力学(CFD) 神经网络 深度学习 多层感知器(MLP) 预测
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高压涡轮封严冷气对主流气动性能的影响 被引量:4
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作者 张伸展 温风波 +2 位作者 赵志奇 崔涛 王松涛 《航空动力学报》 EI CAS CSCD 北大核心 2018年第5期1215-1225,共11页
为研究涡轮轮毂封严结构的加入对高压涡轮主流流动的影响,运用数值模拟方法,对无封严冷气喷入的原型和四种封严结构下一级涡轮动静叶的主流流动特性进行细致研究。为保证数值计算的准确性,进行了网格无关性分析和数值方法可靠性验证。... 为研究涡轮轮毂封严结构的加入对高压涡轮主流流动的影响,运用数值模拟方法,对无封严冷气喷入的原型和四种封严结构下一级涡轮动静叶的主流流动特性进行细致研究。为保证数值计算的准确性,进行了网格无关性分析和数值方法可靠性验证。研究结果表明:封严结构的加入会降低涡轮动叶效率和级功率,封严冷气射入主流后,冲击主流边界层内的流体,使得局部区域流动发生改变。主流在封严出口处发生流动分离,增大了静叶能量损失,同时影响静叶和动叶流道中通道涡的发展,造成动叶端区流动结构的变化并引起掺混损失。覆叠封严具有的弯曲的封严内部结构,对主流气动性能影响较弱。 展开更多
关键词 高压涡轮 封严 主流流场 动叶 通道涡 气动性能
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Effect of Leading-Edge Optimization on the Loss Characteristics in a Low-Pressure Turbine Linear Cascade 被引量:2
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作者 CUI Tao WANG Songtao +2 位作者 TANG Xiaolei wen fengbo WANG Zhongqi 《Journal of Thermal Science》 SCIE EI CAS CSCD 2019年第5期886-904,共19页
This paper presents a numerical study on the aerodynamics loss reduction characteristics after the leading-edge(LE) optimization in a low-pressure turbine linear cascade. The LE was optimized with a simple and practic... This paper presents a numerical study on the aerodynamics loss reduction characteristics after the leading-edge(LE) optimization in a low-pressure turbine linear cascade. The LE was optimized with a simple and practical method of "Class Function/Shape Function Transformation Technique"(CST). The simulation conditions, covering the whole working range, were independently determined by incidence, Reynolds number and Mach number. Quantitative loss analyses were carried out with a loss breakdown method based on volumetric integration of entropy production rates. To understand the reason of loss reduction, the local sources at different operating points were identified with entropy production rates. The results showed that LE optimization with the CST method played a positive role in decreasing the total losses, and the working range with lower loss was extended. The profile loss and the endwall loss were significantly reduced by the LE optimization, which were also verified to be the major causes of the total loss reduction by loss breakdown. The decrease of profile loss can be attributed to the boundary layer near the LE region and the boundary layer of downstream at off-design incidence. The reduction mostly came from the pressure side at negative incidence, while came from the suction side at the positive incidence. The endwall loss was decreased markedly about 2.5%–5% by the LE optimization at the incidence of-12°, which was 1% at the incidence of 12°. The mechanism for the endwall loss reduction at different incidences was different from each other. At negative incidence, the LE optimization diminished the corner separation vortex on the pressure side. While at positive incidence, the benefits came from three aspects, i.e., reduced suction LE separation bubbles close to the endwall, reduced passage vortex strength, and weakened shear process between passage vortex and trailing shed vortex. The loss of the downstream zone was relatively lower than that of the profile losses and the endwall losses. The effect of LE optimization on the loss of the downstream zone at different conditions was complex and it depended both on the profile boundary layer behavior at the suction trailing edge and on the passage vortex strength. 展开更多
关键词 low pressure TURBINE LEADING edge LOSS BREAKDOWN LOSS AUDIT boundary layer entropy production rates
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Effect of Different Trench Lips on Downstream Film Cooling Effectiveness and Flow Fields 被引量:1
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作者 HOU Rui wen fengbo +2 位作者 CUI Tao TANG Xiaolei WANG Songtao 《Journal of Thermal Science》 SCIE EI CAS CSCD 2019年第2期340-353,共14页
In the present study, the trenched configurations, including traditional trench(TT), fillet trench(FT) and varying-radius trench(VRT), are numerically investigated at different conditions in terms of downstream coolin... In the present study, the trenched configurations, including traditional trench(TT), fillet trench(FT) and varying-radius trench(VRT), are numerically investigated at different conditions in terms of downstream cooling effectiveness and flow fields. Different trench width and fillet radii are discussed at different blowing ratios and density ratios. Results show that the downstream lips mainly change the downstream pressure distributions and then change the lateral coolant distribution. The downstream fillet can reduce the penetration of coolant and improve laterally averaged effectiveness in the configurations with the narrow trench at modest blowing ratios. The enhancement of cooling effectiveness near the centerline plane is the positive effect of downstream fillet. This enhancement becomes more obvious with the increase of fillet radius, except for high blowing ratio. The fillet lip, compared with TT cases, also leads to a decline of coolant lateral spread for configurations with the wide trench and large radius, and more decline in the lateral direction deteriorates downstream overall cooling performance. Besides, the increase of density ratio contributes to a higher cooling effectiveness for fillet trench configurations. VRT cases guarantee the streamwise extension and lateral spread of coolant, therefore improving downstream cooling effectiveness further at blowing ratio M=1.0 and 1.5. 展开更多
关键词 gas TURBINE film COOLING TRENCH HOLE COOLING EFFECTIVENESS
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Numerical Investigation of a Turbine Stator with Nonaxisymmetric Endwall Profiling 被引量:1
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作者 LIU Wei WANG Songtao wen fengbo 《Journal of Thermal Science》 SCIE EI CAS CSCD 2022年第5期1790-1803,共14页
Nonaxisymmetric endwall is an effective method to reduce secondary loss and improve aerodynamic performance.In this paper,a nonaxisymmetric endwall automated optimization process based on the nonuniform rational B-spl... Nonaxisymmetric endwall is an effective method to reduce secondary loss and improve aerodynamic performance.In this paper,a nonaxisymmetric endwall automated optimization process based on the nonuniform rational B-spline surface(NURBS)technique was proposed.This technique was applied for the aerodynamic optimization of the turbine stator shroud endwall to reduce total pressure loss and secondary kinetic energy.The flow fields of the datum endwall design(Datum)and optimization endwall design(Opt)were investigated and compared.Quantitative loss analysis was performed with a loss breakdown method.The entropy generation was classified as profile loss,secondary loss and trailing edge loss,all of which were reduced.The secondary loss was much smaller than the profile loss.In general,the blade row total entropy loss decreased by 11.7%.The results showed that the Opt design reduced total pressure loss and coefficient of secondary kinetic energy by 11.1%and 11.0%,respectively.The decrease in secondary kinetic energy could be attributed to the reduction in the horseshoe vortex and the reduced transverse pressure gradient.When the outlet Mach numbers and inlet incidence angles vary,the performance of the profiled endwall design was always better than the datum design.In the turbine stage simulation,the efficiency was increased by 0.28%with nonaxisymmetric endwall. 展开更多
关键词 TURBINE OPTIMIZATION nonaxisymmetric endwall entropy loss
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