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Multi-Objective Structural Optimization of Composite Wind Turbine Blade Using a Novel Hybrid Approach of Artificial Bee Colony Algorithm Based on the Stochastic Method
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作者 Ramazan Özkan Mustafa Serdar Genç Ìlker Kayali 《Computer Modeling in Engineering & Sciences》 2025年第12期3349-3380,共32页
The optimization of turbine blades is crucial in improving the efficiency of wind energy systems and developing clean energy production models.This paper presented a novel approach to the structural design of smallsca... The optimization of turbine blades is crucial in improving the efficiency of wind energy systems and developing clean energy production models.This paper presented a novel approach to the structural design of smallscale turbine blades using the Artificial Bee Colony(ABC)Algorithm based on the stochastic method to optimize both mass and cost(objective functions).The study used computational fluid dynamics(CFD)and structural analysis to consider the fluid-structure interaction.The optimization algorithm defined several variables:structural constraints,the type of composite material,and the number of composite layers to form a mathematical model.The numerical modeling was performed using the Ansys Fluent software and its Fluid-Structure Interaction(FSI)module.The ANSYS Composite PrePost(ACP)advanced composite modeling method was utilized in the structural design of composite materials.This study showed that the structurally optimized small-scale turbine blades provided a sustainable solution with improved efficiency compared to traditional designs.Furthermore,using CFD,structural analysis,and material characterization techniques first considered in this study highlights the importance of considering structural behavior when optimizing turbine blade designs. 展开更多
关键词 Turbine blade modeling structural optimization COMPOSITE artificial bee colony algorithm
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Multiscale modelling and simulation of single crystal superalloy turbine blade casting during directional solidification process 被引量:2
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作者 Xu Qingyan Zhang Hang Liu Baicheng 《China Foundry》 SCIE CAS 2014年第4期268-276,共9页
As the key parts of an aero-engine,single crystal(SX)superalloy turbine blades have been the focus of much attention.However,casting defects often occur during the manufacturing process of the SX turbine blades.Modeli... As the key parts of an aero-engine,single crystal(SX)superalloy turbine blades have been the focus of much attention.However,casting defects often occur during the manufacturing process of the SX turbine blades.Modeling and simulation technology can help to optimize the manufacturing process of SX blades.Multiscale coupled models were proposed and used to simulate the physical phenomena occurring during the directional solidification(DS)process.Coupled with heat transfer(macroscale)and grain growth(meso-scale),3D dendritic grain growth was calculated to show the competitive grain growth at micro-scale.SX grain selection behavior was studied by the simulation and experiments.The results show that the geometrical structure and technical parameters had strong influences on the grain selection effectiveness.Based on the coupled models,heat transfer,grain growth and microstructure evolution of a complex hollow SX blade were simulated.Both the simulated and experimental results show that the stray grain occurred at the platform of the SX blade when a constant withdrawal rate was used in manufacturing process.In order to avoid the formation of the stray crystal,the multi-scale coupled models and the withdrawal rate optimized technique were applied to the same SX turbine blade.The modeling results indicated that the optimized variable withdrawal rate can achieve SX blade castings with no stray grains,which was also proved by the experiments. 展开更多
关键词 directional solidification single crystal superalloy turbine blade casting grain selection modeling and simulation
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On the Parametric Modeling of Turbine Blade Section Curve 被引量:1
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作者 ZHU Jian SONG Yu-wang XI Ping 《Computer Aided Drafting,Design and Manufacturing》 2007年第2期1-7,共7页
Geometric parameters of the turbine blade are classified according to their destined functions, and the mathematical definition of those parameters in the section curve is introduced in detail. Some parts of the secti... Geometric parameters of the turbine blade are classified according to their destined functions, and the mathematical definition of those parameters in the section curve is introduced in detail. Some parts of the section curve shape can be adjusted freely, offering more flexibility to designers. 展开更多
关键词 blade section curve parametric modeling parametric modification B-SPLINE
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THE PREDICTIONS OF CONVECTIVE HEAT TRANSFER ON TURBINE BLADE AIRFOIL BY USING LOW-REYNOLDS NUMBER TURBULENCE MODEL
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作者 ZhuHuiren,LiuSongling(Department of Aeroengines and Thermal Power Engineering,NorthwesternPolytechnical University),Xi’an,China,710072) 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 1995年第2期133-144,共12页
THEPREDICTIONSOFCONVECTIVEHEATTRANSFERONTURBINEBLADEAIRFOILBYUSINGLOW-REYNOLDSNUMBERTURBULENCEMODELTHEPREDIC... THEPREDICTIONSOFCONVECTIVEHEATTRANSFERONTURBINEBLADEAIRFOILBYUSINGLOW-REYNOLDSNUMBERTURBULENCEMODELTHEPREDICTIONSOFCONVECTIVE... 展开更多
关键词 turbulence models turbine blades convective heat transfer boundarylayers
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Structure simulation in unidirectionally solidified turbine blade by dendrite envelope tracking model(I):numerical modeling
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作者 王同敏 I. Ohnaka +2 位作者 H.Yasud a 苏彦庆 郭景杰 《中国有色金属学会会刊:英文版》 CSCD 2006年第2期235-241,共7页
A 3D dendrite envelope tracking model was developed for estimating the solidification structure of unidirectionally solidified turbine blade. The normal vector of dendrite envelope was estimated by the gradient of den... A 3D dendrite envelope tracking model was developed for estimating the solidification structure of unidirectionally solidified turbine blade. The normal vector of dendrite envelope was estimated by the gradient of dendrite volume fraction, and growth velocity of the dendrite envelope (dendrite tips) was calculated with considering the anisotropy of grain growth. The solute redistribution at dendrite envelope was calculated by introducing an effective solute partition coefficient(ke). Simulation results show that the solute-build-up due to the rejection at envelope affects grain competition and consequently the solidification structure. The lower value of ke leads to more waved dendrite growth front and higher solute rejection. The model was applied to predict the structure of turbine-blade-shape samples showing good ability to reproduce the columnar and single grain structures. 展开更多
关键词 涡轮叶片 铸造 凝固 结构模拟 枝晶 数值模拟
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Structure defect prediction of single crystal turbine blade by dendrite envelope tracking model 被引量:1
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作者 王同敏 Itsuo OHNAKA +2 位作者 Hideyuki YASUDA 苏彦庆 郭景杰 《中国有色金属学会会刊:英文版》 CSCD 2006年第B02期582-585,共4页
The structure defects such as stray grains during unidirectional solidification can severely reduce the performance of single crystal turbine blades. A dendrite envelope tracking model is developed for predicting the ... The structure defects such as stray grains during unidirectional solidification can severely reduce the performance of single crystal turbine blades. A dendrite envelope tracking model is developed for predicting the structure defects of unidirectional solidification turbine blade. The normal vector of dendrite envelope is estimated by the gradient of dendrite volume fraction, and the growth velocity of the dendrite envelope (dendrite tips) is calculated with considering the anisotropy of grain growth. The solute redistribution at dendrite envelope is calculated by introducing an effective solute partition coefficient. Simulation tests show that the solute-build-up due to the rejection at envelope greatly affects grain competition and consequently solidification structure. The model is applied to predict the structure defects (e.g. stray grain) of single crystal turbine blade during unidirectional solidification. The results show that the developed model is reliable and has the following abilities: reproduce the growth competition among the different-preferential-direction grains; predict the stray grain formation; simulate the structure evolution (single crystal or dendrite grains). 展开更多
关键词 涡轮叶片 单晶 铸件 结构缺陷 预测 枝晶包络跟踪模型
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A Turbine Blade Parametric Modeling Method Considering 1-D Heat Transfer Analysis
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作者 LI Ji-xing XI Ping +1 位作者 GUO Yan-fei ZHANG Jian-qi 《Computer Aided Drafting,Design and Manufacturing》 2015年第3期1-9,共9页
Traditional feature-based turbine blade models can match the needs of geometric modeling but could hardly meet the requirement of data extraction in 1-D heat transfer analysis. In this paper, the requirements of data ... Traditional feature-based turbine blade models can match the needs of geometric modeling but could hardly meet the requirement of data extraction in 1-D heat transfer analysis. In this paper, the requirements of data extraction in 1-D heat transfer analysis are taken into consideration as well as geometric representation in parametric design process. An improved turbine blade parametric modeling method is proposed. Based on the modeling method proposed, a system structure of blade modeling process considering 1-D heat transfer analysis is devised. Eventually, a turbine blade parametric modeling system is constructed to test and verify the feasibility of the proposed modeling method and system structure. Experiments show that the blade parametric modeling method proposed can make geometric models better adapt to the specific requirements of 1-D heat transfer analysis and has certain reference value to the creation of high quality digital models. 展开更多
关键词 turbine blade parametric modeling 1-D heat transfer analysis data extraction
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Aero-engine Blade Fatigue Analysis Based on Nonlinear Continuum Damage Model Using Neural Networks 被引量:15
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作者 LIN Jiewei ZHANG Junhong +2 位作者 ZHANG Guichang NI Guangjian BI Fengrong 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2012年第2期338-345,共8页
Fatigue life and reliability of aero-engine blade are always of important significance to flight safety.The establishment of damage model is one of the key factors in blade fatigue research.Conventional linear Miner'... Fatigue life and reliability of aero-engine blade are always of important significance to flight safety.The establishment of damage model is one of the key factors in blade fatigue research.Conventional linear Miner's sum method is not suitable for aero-engine because of its low accuracy.A back propagation neutral network(BPNN) based on the combination of Levenberg-Marquardt(LM) and finite element method(FEM) is used to describe process of nonlinear damage accumulation behavior in material and predict fatigue life of the blade.Fatigue tests of standard specimen made from TC4 are carried out to obtain material fatigue parameters and S-N curve.A nonlinear continuum damage model(CDM),based on the BPNN with one hidden layer and ten neurons,is built to investigate the nonlinear damage accumulation behavior,in which the results from the tests are used as training set.Comparing with linear models and previous nonlinear models,BPNN has the lowest calculation error in full load range.It has significant accuracy when the load is below 500 MPa.Especially,when the load is 350 MPa,the calculation error of the BPNN is only 0.4%.The accurate model of the blade is built by using 3D coordinate measurement technology.The loading cycle in fatigue analysis is defined from takeoff to cruise in 10 min,and the load history is obtained from finite element analysis(FEA).Then the fatigue life of the compressor blade is predicted by using the BPNN model.The final fatigue life of the aero-engine blade is 6.55 104 cycles(10 916 h) based on the BPNN model,which is effective for the virtual design of aero-engine blade. 展开更多
关键词 continuum damage model neutral network Finite Element Method aero-engine blade life prediction
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Structure Design of Turbo-Jet Engine Blade with Feature Based Parametric Modeling
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作者 SONG Yu-wang ZHAO Hui XI Ping 《Computer Aided Drafting,Design and Manufacturing》 2006年第2期7-11,共5页
On the platform of UG general CAD system, a customized module dedicated to turbo-jet engine blade design is implemented to support the integration of CAD/CAE/CAM processes and multidisciplinary optimization of structu... On the platform of UG general CAD system, a customized module dedicated to turbo-jet engine blade design is implemented to support the integration of CAD/CAE/CAM processes and multidisciplinary optimization of structure design. An example is presented to illustrate the related techniques. 展开更多
关键词 AEROENGINE turbine blade parametric design feature modeling MDO
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基于叶素动量理论的风机叶片动力学特性代理建模
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作者 徐小宇 陈遗志 +2 位作者 王伟 靳剑钊 张清弛 《电工电能新技术》 北大核心 2026年第3期20-29,共10页
功率预测是风电大规模安全可靠接入电力系统的关键技术,当前主要采用的纯数据驱动方法,存在可解释性不佳、偏差较大等不足。为了更有效地指导风力机组的功率预测,本文针对风电机组的核心部件叶片,提出一种风机叶片空气动力学特性的代理... 功率预测是风电大规模安全可靠接入电力系统的关键技术,当前主要采用的纯数据驱动方法,存在可解释性不佳、偏差较大等不足。为了更有效地指导风力机组的功率预测,本文针对风电机组的核心部件叶片,提出一种风机叶片空气动力学特性的代理建模方法。该方法基于叶素动量理论,将叶片分为若干叶素,在不同的风速和攻角的工况下,逐一对叶素进行湍流场分析,得到相应的升力和阻力等动力学特性,并采用克里金法构建出叶素的代理模型,进而通过沿叶片展向积分获得叶片整体的动力学特性代理模型。结合实际叶片,给出详细的代理模型构建和利用全流程。该方法具有物理模型与数据驱动融合的特性,可作为系统级快速分析模型,为风机设计和运行等场景下的机组级、风场级的功率预测提供支撑。 展开更多
关键词 风力涡轮机叶片 叶素动量理论 代理模型 空气动力学特性 风功率预测
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风力机叶片建模优化及等几何分析可行性研究
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作者 汪泉 夏威 徐唐杰 《湖北工业大学学报》 2026年第1期6-11,共6页
以NURBS基函数作为设计形函数,通过等几何分析方法能实现叶片建模与结构有限元分析无缝衔接,克服了传统方法在几何模型向分析模型转换过程中因网格划分所引入的几何误差问题。为提高基于NURBS曲线的叶片建模效率,摒弃传统手动调整控制... 以NURBS基函数作为设计形函数,通过等几何分析方法能实现叶片建模与结构有限元分析无缝衔接,克服了传统方法在几何模型向分析模型转换过程中因网格划分所引入的几何误差问题。为提高基于NURBS曲线的叶片建模效率,摒弃传统手动调整控制点拟合目标翼型的方法,提出一种通过遗传算法自动调整控制点的实验方法。结果表明,在满足曲率光滑连续性及气动性能的同时,叶片的NURBS建模效率提高,建模时间由137 s降至19 s。叶片等几何分析结果误差较小,对比有限元分析结果的最大误差为5.64%,验证了其用于等几何分析的可行性,对后续风力机叶片的一体化设计与优化具有重要意义。 展开更多
关键词 曲率连续性 NURBS曲线 等几何分析 叶片建模 遗传算法
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低介入航空发动机叶片动应力感知方法研究
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作者 闫锋 周勋垚 《民用飞机设计与研究》 2026年第1期89-96,共8页
涡轮叶片的健康状态是保证飞机安全性的一个重要指标。随着航空飞机的各项技术不断进步,单纯的使用应变片对飞机叶片的振动情况进行测量已经无法满足人类对检测便利和高效的需求。传统的方法通过在表面粘贴应变片来测量叶片动应力,但这... 涡轮叶片的健康状态是保证飞机安全性的一个重要指标。随着航空飞机的各项技术不断进步,单纯的使用应变片对飞机叶片的振动情况进行测量已经无法满足人类对检测便利和高效的需求。传统的方法通过在表面粘贴应变片来测量叶片动应力,但这种方法引线复杂且应变片寿命有限,难以实现长时间监测。为了更有效地检测叶片损伤,开展叶片动应力在线监测研究。基于叶尖定时原理和叶片动应力反演算法低介入感知叶片的动应力,利用SolidWorks对健康涡轮叶片和损伤叶片进行建模与仿真,获取前6阶的固有振型和频率,对比各项数据得出叶片裂纹对固有频率的影响,将模型导入ANSYS进行模态分析得出位移比为常数的结论印证了叶片动应力反演算法。结果表明:通过动应力反演算法观测叶片的振动脉冲信号可以反映叶片的健康状态,即叶片裂纹感知。 展开更多
关键词 涡轮叶片 建模 仿真分析 动应力反演 叶片动应力在线监测
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Application Study on 3D Modeling of Axial Compressor Blades Based on CFD and CAD 被引量:3
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作者 WANG Zheng WU Hu +1 位作者 SHI Ya-feng Wang Hong-bo 《International Journal of Plant Engineering and Management》 2009年第1期21-24,共4页
A new method for design of turbomachinery blades is presented. The parameters of a compressor blade are created from the Computational Fluid Dynamics (CFD) software CFX-BladeGen, and are inputted to the Computer Aid... A new method for design of turbomachinery blades is presented. The parameters of a compressor blade are created from the Computational Fluid Dynamics (CFD) software CFX-BladeGen, and are inputted to the Computer Aided Design (CAD) software UG for building a curve surface model to create an entity model in UG. The result shows that the blade model is favorable from the entity effect and reflection analysis and the model process is useful for the CAD model creation of turbomachinery blades. 展开更多
关键词 turbomachinery blade Computational Fluid Dynamics (CFD) Computer Aided Design (CAD) curve surface model entity model
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CFX-BladeGen在涡轮叶片造型中的应用 被引量:14
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作者 丁凌云 冯进 +1 位作者 刘孝光 张慢来 《工程设计学报》 CSCD 北大核心 2005年第2期109-112,共4页
涡轮钻具中的主要元件是由定子和转子组成的涡轮,它的作用是把液体能变为主轴上的机械能.将CFX-BladeGen应用于涡轮钻具叶片的造型,并对生成的模型进行数值模拟计算.计算结果与同类型涡轮钻具台架实验的数据比较表明,CFX-BladeGen可以... 涡轮钻具中的主要元件是由定子和转子组成的涡轮,它的作用是把液体能变为主轴上的机械能.将CFX-BladeGen应用于涡轮钻具叶片的造型,并对生成的模型进行数值模拟计算.计算结果与同类型涡轮钻具台架实验的数据比较表明,CFX-BladeGen可以比较方便、快捷地满足涡轮叶片造型要求. 展开更多
关键词 涡轮叶片 造型 数值模拟 CFX—bladeGen
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基于NSGA-Ⅱ算法及RBF代理模型的两级液环压缩机叶片型线耦合优化分析
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作者 张人会 俞帅年 +2 位作者 郑直 郭广强 陈学炳 《西华大学学报(自然科学版)》 2026年第2期9-17,共9页
针对多级液环压缩机效率低、级间叶片差异性设计理论不成熟的问题,以液环压缩机两级叶轮叶片包角、进口角、出口角为叶片型线控制参数,由4阶Bezier曲线对叶片型线进行参数化控制,采用拉丁超立方抽样(LHS)构建代理模型初始样本空间,以液... 针对多级液环压缩机效率低、级间叶片差异性设计理论不成熟的问题,以液环压缩机两级叶轮叶片包角、进口角、出口角为叶片型线控制参数,由4阶Bezier曲线对叶片型线进行参数化控制,采用拉丁超立方抽样(LHS)构建代理模型初始样本空间,以液环压缩机吸气量和效率作为优化目标,基于径向基函数(RBF)代理模型与NSGA-Ⅱ算法对叶轮叶片型线进行多目标优化分析。结果可知:液环压缩机两级叶轮耦合多目标优化得到的效率最优模型比原始模型的效率提高了5.859%,吸气量最优模型比原始模型的吸气量提高了0.0107 m3/s;优化后高效率模型两级叶轮叶片型线特征一致,呈小包角、大进口角、大出口角;吸气量最优模型的一级与二级叶片型线特征有差异,二级叶片的包角大于一级;优化后吸气量最优模型和效率最优模型较原始模型的吸气能力均有较大提升,叶片尾缘涡量减小;减小两级叶轮压缩比的差值有利于提升液环压缩机的性能。 展开更多
关键词 两级液环压缩机 叶片型线 压缩比 RBF代理模型 多目标优化
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考虑叶片几何非线性的压电分流阻尼薄板动力学建模
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作者 刘丰 徐昆鹏 +2 位作者 张宇 张辉 孙伟 《中南大学学报(自然科学版)》 北大核心 2026年第2期603-612,共10页
为了揭示压电分流阻尼与薄板几何非线性的机电耦合机制,本文提出了一种半解析动力学建模方法。首先,基于经典薄板理论和von Kármán大变形理论,建立了贴敷压电分流阻尼片的悬臂薄板非线性动力学方程;其次,通过假设模态法,将分... 为了揭示压电分流阻尼与薄板几何非线性的机电耦合机制,本文提出了一种半解析动力学建模方法。首先,基于经典薄板理论和von Kármán大变形理论,建立了贴敷压电分流阻尼片的悬臂薄板非线性动力学方程;其次,通过假设模态法,将分流电路等效为频率依赖性黏弹性阻尼,并将其以复刚度形式耦合至系统;第三,采用改进的Newmark-β法求解非线性方程,结合快速傅里叶变换提取频域响应特性;最后,通过实验对比开路与闭路状态下的振动响应,验证模型准确性。研究结果表明:与实验结果相比,模型预测的前四阶固有频率的平均相对误差为1.85%;开路状态下的振动响应平均相对误差为6.63%,闭路状态下的振动响应平均相对误差为11.68%;压电分流阻尼在低激励下减振效果显著,但随激励增大而效果减弱,非线性效应的影响不可忽视。所提出的半解析模型能够有效表征几何非线性与压电分流的耦合效应,验证了其在叶片减振设计中的适用性。 展开更多
关键词 几何非线性 压电分流阻尼 叶片 半解析建模 动力学
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高温合金定向凝固雀斑形成机理及控制技术研究进展
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作者 贾玉亮 张勇佳 +5 位作者 史泽楷 沈旭 殷亚军 施长坤 周建新 吕志刚 《金属学报》 北大核心 2026年第2期309-327,共19页
雀斑严重损害了高温合金叶片的晶体完整性和力学性能,给重型燃气轮机定向凝固大尺寸叶片的制备带来巨大挑战。本文回顾了国内外近几十年雀斑研究进展,包括通过原子探针、同步辐射、数值模拟等手段研究雀斑形成过程中的元素偏析、热溶质... 雀斑严重损害了高温合金叶片的晶体完整性和力学性能,给重型燃气轮机定向凝固大尺寸叶片的制备带来巨大挑战。本文回顾了国内外近几十年雀斑研究进展,包括通过原子探针、同步辐射、数值模拟等手段研究雀斑形成过程中的元素偏析、热溶质对流及枝晶碎臂行为,描述了基于温度场或糊状区密度的雀斑形成判据,阐释了叶片结构、工艺条件等对雀斑分布的影响规律,综述了雀斑缺陷的控制技术和方法。目前,关于雀斑的报道普遍聚焦于“小尺寸、拉速≤1.5 mm/min、高W/Re含量合金”的情形,这与工程实际中重型燃机“大叶片、拉速≥2.0 mm/min、低W/Re含量合金”时雀斑的凝固条件及发生状况存在较为显著的差异。因此,深入研发适用于重型燃机大尺寸叶片中雀斑的快速预测方法和有效控制技术,成为当前及未来的重要需求和研究方向。 展开更多
关键词 大尺寸叶片 定向凝固 高温合金 雀斑 数值模拟
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基于多层感知器神经网络的风机叶片覆冰预测模型研究
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作者 韩斌 曾志祥 +2 位作者 孔繁新 谢楠 刘志强 《发电技术》 2026年第1期65-74,共10页
【目的】在寒冷地区,风力发电机叶片结冰问题会显著降低发电效率并增加安全隐患,因此精准的结冰预测技术至关重要。为了提高风力发电机叶片结冰预测的准确性,提出一种基于多层感知器神经网络的覆冰预测模型。【方法】采用正交试验与计... 【目的】在寒冷地区,风力发电机叶片结冰问题会显著降低发电效率并增加安全隐患,因此精准的结冰预测技术至关重要。为了提高风力发电机叶片结冰预测的准确性,提出一种基于多层感知器神经网络的覆冰预测模型。【方法】采用正交试验与计算流体力学相结合的方法,收集了不同工况下风力发电机叶片的结冰特征数据,并基于这些数据构建了多元线性回归和多层感知器神经网络2种预测模型。【结果】通过平均相对误差和最大相对误差等评价指标进行性能评估,发现多层感知器神经网络的覆冰预测模型对于明冰的预测,其覆冰质量、覆冰最大厚度的平均相对误差均小于7%,最大相对误差均小于20%;对于霜冰的预测,其覆冰质量、覆冰最大厚度的平均相对误差均小于3%,最大相对误差均小于13%。经对比,多层感知器神经网络模型在相对误差等指标上优于多元线性回归模型。【结论】该研究为风电行业提供了一种新的、更精确的结冰预测方法,有助于提升风力发电的安全性和效率。 展开更多
关键词 风力发电 神经网络 多层感知器 风机叶片覆冰 霜冰 明冰 预测模型 风电场
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多级轴流透平叶片的三维流道一维化优化设计方法
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作者 李紫旸 戚乾刚 +1 位作者 曹培愉 黄典贵 《动力工程学报》 北大核心 2026年第4期39-49,148,共12页
针对现有多级透平设计过程繁琐、设计周期长、经验依赖性强的缺点,基于流量守恒、实际气体模型和一维损失模型,采用内点算法寻优,结合叶型参数化方法,提出了适用于多级透平叶片的三维流道一维化优化设计方法,并搭建对应自动优化设计平... 针对现有多级透平设计过程繁琐、设计周期长、经验依赖性强的缺点,基于流量守恒、实际气体模型和一维损失模型,采用内点算法寻优,结合叶型参数化方法,提出了适用于多级透平叶片的三维流道一维化优化设计方法,并搭建对应自动优化设计平台。该方法通过将叶片流道沿径向切分为多个子流道进行单独设计,再结合三维数值模拟结果修正损失模型并进行迭代优化,从而跳过准三维设计步骤并有效减少全三维设计的迭代次数,在缩短设计时间并降低对经验的依赖性的同时获得精准且气动性能优良的设计结果,最后采用某300 MW F级燃气轮机四级透平进行验证。结果表明:利用该方法得到的透平设计结果与三维数值模拟结果基本一致;相比于原型设计,其各透平级动静叶的攻角匹配更优良,叶片扭转程度小,从而显著降低二次流损失,且轮周效率提升0.66百分点,质量流量提升1.24%,轴功提升1.99%。 展开更多
关键词 多级轴流透平 气动设计 叶片流道 损失模型 气动性能
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不同风况特性对风力机叶片载荷的影响及预测研究
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作者 张晓涛 马剑龙 +3 位作者 苏宏杰 李秋燕 赵明博 高志鹰 《太阳能学报》 北大核心 2026年第2期435-443,共9页
基于NREL 5 MW风力机组模型,对不同平均风速、湍流强度以及风剪切指数环境组合工况下的风力机叶片载荷进行仿真计算并分析各风况条件下对叶片载荷挥舞摆振方向的合力矩的影响。同时建立反向传播(BP)神经网络,采用预测模型预测“平均风... 基于NREL 5 MW风力机组模型,对不同平均风速、湍流强度以及风剪切指数环境组合工况下的风力机叶片载荷进行仿真计算并分析各风况条件下对叶片载荷挥舞摆振方向的合力矩的影响。同时建立反向传播(BP)神经网络,采用预测模型预测“平均风速、湍流强度、风剪切指数-叶片载荷”复杂耦合关系,并与径向基函数(RBF)神经网络、长短期记忆(LSTM)神经网络以及支持向量机(SVM)算法预测模型对比验证BP预测模型的性能。结果表明,湍流强度对叶片平均载荷的影响较小,在高风速区间对叶片极限载荷和等效疲劳载荷的影响很大;风剪切指数在高风速状态下对平均载荷和极限载荷有较为明显的影响;在额定风速范围对等效疲劳载荷影响最大。同时BP神经网络载荷预测模型相较于其他RBF、SVM、LSTM模型具有更好的精准度,验证了预测模型的可行性和准确性,为叶片载荷监测和安全运行提供有效支持。 展开更多
关键词 风况特性 风力机叶片 载荷 神经网络 预测模型
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