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Parametric study on the flutter sensitivity of a wide-chord hollow fan blade 被引量:2
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作者 Xiaojie ZHANG Yanrong WANG +1 位作者 Weiyu CHEN Xianghua JIANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2022年第11期277-293,共17页
In recent years, the hollow fan blades have been widely used to meet the demand for light weight and good performance of the aero-engine. However, the relationship between the hollow structure and the aeroelastic stab... In recent years, the hollow fan blades have been widely used to meet the demand for light weight and good performance of the aero-engine. However, the relationship between the hollow structure and the aeroelastic stability has not been studied yet in the open literature. In this paper,it has been investigated for an H-shaped hollow fan blade. Before studying the flutter behavior, the methods of parametric modeling and auto-generation of Finite Element Model(FEM) are presented. The influence of the feature parameters on the vibration frequency and mode shape(as the input of flutter calculation) of the first three modes are analyzed by the Orthogonal Experimental Design(OED) method. The results show that the parameters have a more remarkable impact on the first torsional mode and thus it is concerned in the flutter sensitivity analysis. Compared with the solid blade, the minimum aerodynamic damping of the hollow blade decreases, indicating that the hollow structure makes the aeroelastic stability worse. For the parameters describing the hollow section, the rib number N has the greatest influence on the minimum aerodynamic damping, followed by the wall thickness W5. For the parameters in the height of hollow segment, the aerodynamic damping increases with the increase of parameters M1 and M2. This means that reducing the height of the hollow segment is helpful to improve the aeroelastic stability. Compared with the impact of parameters in hollow section, the variation of aerodynamic damping caused by the height of the hollow segment is small. 展开更多
关键词 Aerodynamic damping FLUTTER Hollow fan blade Hollow structure Orthogonal experimental design
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Internal structural optimization of hollow fan blade based on sequential quadratic programming algorithm 被引量:1
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作者 YANG Jian-qiu WANG Yan-rong 《航空动力学报》 EI CAS CSCD 北大核心 2011年第4期787-793,共7页
Several structural design parameters for the description of the geometric features of a hollow fan blade were determined.A structural design optimization model of a hollow fan blade which based on the strength constra... Several structural design parameters for the description of the geometric features of a hollow fan blade were determined.A structural design optimization model of a hollow fan blade which based on the strength constraint and minimum mass was established based on the finite element method through these parameters.Then,the sequential quadratic programming algorithm was employed to search the optimal solutions.Several groups of value for initial design variables were chosen,for the purpose of not only finding much more local optimal results but also analyzing which discipline that the variables according to could be benefit for the convergence and robustness.Response surface method and Monte Carlo simulations were used to analyze whether the objective function and constraint function are sensitive to the variation of variables or not.Then the robust results could be found among a group of different local optimal solutions. 展开更多
关键词 hollow fan blade structural optimization sequential quadratic algorithm finite element method Monte Carlo simulations
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Numerical simulation of a UAV impacting engine fan blades 被引量:1
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作者 Jingyu YU Bingjin LI +4 位作者 Jun LIU Naidan HOU Yingchun ZHANG Yafeng WANG Yulong LI 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2021年第10期177-190,共14页
A 3D digital model of a small Unmanned Aerial Vehicle(UAV)is obtained by using the method of scanning reverse modeling and joint mapping.A numerical simulation of a small UAV strikes on rotary engine blades,presented ... A 3D digital model of a small Unmanned Aerial Vehicle(UAV)is obtained by using the method of scanning reverse modeling and joint mapping.A numerical simulation of a small UAV strikes on rotary engine blades,presented in this paper,was performed with a Transient Nonlinear Finite Element code PAM-CRASH software.A test of motor strike on plate was developed and the dynamic response of the plate were obtained to validate the numerical simulation method of a UAV strike on blades.Based on this,dynamic damage response caused by UAV on the engine blades were studied.It is indicated that the impact process between the UAV and a single blade can be divided into two typical stages:cutting and impact.Cutting mainly leads to the failure of the leading edge material,and impact mainly leads to the plastic deformation of the blade.At the same time,it is compared with the damage impacted by bird with the same mass.For the same mass of bird and UAV,the damage caused by UAV striking fan blade is more serious,and 1.345 kg UAV striking fan blade of typical civil aviation engine is enough to cause damage to flight safety. 展开更多
关键词 AIRWORTHINESS Bird impact Engine fan blade Explicit dynamics UAV
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Fatigue Life Estimation for an Aircraft Engine Fan Blade
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作者 尹珩苏 晏晶 +2 位作者 陈浩 吕志强 黄洪钟 《Journal of Donghua University(English Edition)》 EI CAS 2016年第2期188-191,共4页
In this paper,stress states under corresponding condition of an aero-engine fan blade using finite element stress-strain analysis for three work cycles in the 900 h load spectrum are obtained.Through the nominal stres... In this paper,stress states under corresponding condition of an aero-engine fan blade using finite element stress-strain analysis for three work cycles in the 900 h load spectrum are obtained.Through the nominal stress method,we calculated the fatigue notch factor and combined the material characteristics of TC6 to correct the material curve to the fan blades curve. Finally,the fatigue life of a fan blade was estimated using the linear cumulative damage rule and nonlinear cumulative damage theory. 展开更多
关键词 fan blade nominal stress method fatigue notch factor cumulative fatigue damage theory
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NON-DIMENSIONAL DESIGN PARAMETERS FOR FOD TOLERANT FAN BLADES
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作者 T.Shioya 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 1991年第2期113-120,共8页
Non-dimensional design concept for FOD tolerant fan blades is introduced based on the analyses of simplified impact models. The fan blades arc idealized as either beams or plates of elastic or rigid-plastic materials.... Non-dimensional design concept for FOD tolerant fan blades is introduced based on the analyses of simplified impact models. The fan blades arc idealized as either beams or plates of elastic or rigid-plastic materials. The case of constant force impact as well as that of mass impact is analyzed. The centrifugal force effects are also considered in the beam models. The critical fracture conditions arc shown in simple npn-dimensional formulae or diagrams for each case. 展开更多
关键词 NON-DIMENSIONAL DESIGN PARAMETERS FOR FOD TOLERANT fan bladeS
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Foreign Object Damage to Fan Rotor Blades of Aeroengine Part II: Numerical Simulation of Bird Impact 被引量:10
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作者 关玉璞 赵振华 +1 位作者 陈伟 高德平 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2008年第4期328-334,共7页
Bird impact is one of the most dangerous threats to flight safety. The consequences of bird impact can be severe and, therefore, the aircraft components have to be certified for a proven level of bird impact resistanc... Bird impact is one of the most dangerous threats to flight safety. The consequences of bird impact can be severe and, therefore, the aircraft components have to be certified for a proven level of bird impact resistance before being put into service. The fan rotor blades of aeroengine are the components being easily impacted by birds. It is necessary to ensure that the fan rotor blades should have adequate resistance against the bird impact, to reduce the flying accidents caused by bird impacts. Using the contacting-impacting algorithm, the numerical simulation is carded out to simulate bird impact. A three-blade computational model is set up for the fan rotor blade having shrouds. The transient response curves of the points corresponding to measured points in experiments, displacements and equivalent stresses on the blades are obtained during the simulation. From the comparison of the transient response curves obtained from numerical simulation with that obtained from experiments, it can be found that the variations in measured points and the corresponding points of simulation are basically the same. The deforming process, the maximum displacements and the maximum equivalent stresses on blades are analyzed. The numerical simulation verifies and complements the experiment results. 展开更多
关键词 aerospace propulsion system bird impact numerical simulation fan rotor blade transient response
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Foreign Object Damage to Fan Rotor Blades of Aeroengine Part I:Experimental Study of Bird Impact 被引量:17
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作者 关玉璞 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2007年第5期408-414,共7页
The conditions of experiment for bird impact to blades have been improved. The experiment of bird impact to the fan rotor blades of an aeroengine is carried out. Through analyzing the transient state response of blade... The conditions of experiment for bird impact to blades have been improved. The experiment of bird impact to the fan rotor blades of an aeroengine is carried out. Through analyzing the transient state response of blades impacted by bird and the change of blade profile before and after the impact, the anti-bird impact performance of blades in the first fan rotor is verified. The basis of anti-foreign object damage design for the fan rotor blades of an aeroengine is provided. 展开更多
关键词 aerospace propulsion system bird impact experiment fan rotor blade transient response
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Numerical Experiment of the Solid Particle Erosion of Bionic Configuration Blade of Centrifugal Fan 被引量:10
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作者 Junqiu ZHANG Zhiwu HAN +3 位作者 Wei YIN Huiyuan WANG Chao GE Jialian JIANG 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 2013年第1期16-24,共9页
In this paper, a bionic method was presented to improve the erosion resistance of blade of the centrifugal fan. A numerical investigation of the solid particle erosion on the standard and bionic configuration blade of... In this paper, a bionic method was presented to improve the erosion resistance of blade of the centrifugal fan. A numerical investigation of the solid particle erosion on the standard and bionic configuration blade of 4-72N_o10C centrifugal fan was presented. The numerical study employs computational fluid dynamics (CFD) software, based on a finite volume method, in which the discrete phase model was used to modele the solid particles flow, and the Eulerian conservation equation was adopt to simulate the continuous phase. Moreover, user-defined function was used to define wear equation. The various diameters of the particles were taken into account. The positions of collision of standard and bionic fan blades were discussed, and two kinds of centrifugal fan blade wear were compared. The results show that the particles from the incident source with different positions have different processes of turning and movement when enter into the impeller. The trajectories of flow in the fan channel are significantly different for the particles with different diameters. Bionic fan blade have lower erosion rate than the standard fan blade when the particle size is 20 μm. The anti-erosion mechanism of the bionic fan blade was discussed. 展开更多
关键词 BIONIC Numerical simulation Centrifugal fan blade Erosion resistance
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Influence Factors for Impact Actions and Transient Trajectories of Fan Blades after Fan Blade Out in Typical 2-Shaft High Bypass Ratio Turbofan Engine
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作者 XU Xue LI Hongxin FENG Guoquan 《Journal of Thermal Science》 SCIE EI CAS CSCD 2022年第1期96-110,共15页
To enhance the understanding of design characters, which have prominent influences during the fan blade out event, a simplified geometrical and dynamic analysis method was derived, and a typical 2-shaft high bypass ra... To enhance the understanding of design characters, which have prominent influences during the fan blade out event, a simplified geometrical and dynamic analysis method was derived, and a typical 2-shaft high bypass ratio turbofan engine was selected and modeled. Based on analytical deriving and engineering experience learned from the real engine failure case, three determinative impact actions were recognized from the fan blade out process. The transient trajectories of these impact actions were researched in analytical method, and then thickness of acoustic lining, quantity of fan blades and threshold load of structural fuse were analyzed as key design characters. 36 serialized fan blade out transient dynamic simulations were conducted by using the 2-shaft high bypass ratio turbofan engine model within different combinations of the three key design factors. The results from geometrical and dynamic analysis matched mainly well with the results from simulations. Characteristic phenomenon in simulation can be explained theoretically. Five conclusions can be summarized from these results. (1) If thickness fan acoustic lining was thinner, the deviation between simplified analytical calculation and simulation were not outstanding to predict Blade-Casing the first impact time and angular position. (2) An appropriate thickness of acoustic lining could make a lower impact stress of fan casing at the first impact. (3) Different thickness of acoustic linings leaded to two impact modes for blade 2, which were tip impact and root impact. (4) Different impact conditions between blade 1 and blade 2 caused remarkable speed components distinction of blade 1, and leaded to a wide range of transient trajectory of blade 1 during FBO event. (5) Thicker acoustic lining in this research can usually find the porper threshold loads setting, which can give a satisfactory outbound vibration. Two details were raised for further research, which were impact behavior of composite material fan blade and honeycomb and influences of wider FBO threshold load ranges in design cases with thinner acoustic lining. 展开更多
关键词 fan blade out transient trajectory design character structural fuse high bypass ratio TURBOfan
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Motion Characteristic Analysis of a Parallel Mechanism with 2-DOF for Industrial Fan Blades' Scribing
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作者 QIN Xian JIANG Yong-jian DENG Jia-ming 《International Journal of Plant Engineering and Management》 2013年第4期221-230,共10页
Abstract:With the application background of 16 inch industrial fan blades' scribing process, a simple and prac tical 2DOF parallel plane scribing device is proposed to replace the traditional manual scribing. The di... Abstract:With the application background of 16 inch industrial fan blades' scribing process, a simple and prac tical 2DOF parallel plane scribing device is proposed to replace the traditional manual scribing. The direct and inverse kinematics solutions, workspace and singular configuration of the mechanism are analyzed and solved. Some contour curve equations are fitted based on the data points which are measured by a three coordinate meas uring machine. According to the blade's contour curve, each input link's motion characteristic is obtained by u sing MATLAB, which provides a new way to realize blades' automatic scribing process technology. 展开更多
关键词 industrial fan blades parallel mechanism motion characteristic analysis MATLAB simulation a-nalysis
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Numerical Simulation of Axial Inflow Characteristics and Aerodynamic Noise in a Large-Scale Adjustable-Blade Fan 被引量:4
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作者 Lin Wang Chunguo An +4 位作者 Nini Wang Yaming Ping Kun Wang Ming Gao Suoying He 《Fluid Dynamics & Materials Processing》 EI 2020年第3期585-600,共16页
Numerical simulation are conducted to explore the characteristics of the axial inflow and related aerodynamic noise for a large-scale adjustable fan with the installation angle changing from−12°to 12°.In suc... Numerical simulation are conducted to explore the characteristics of the axial inflow and related aerodynamic noise for a large-scale adjustable fan with the installation angle changing from−12°to 12°.In such a range the maximum static(gauge)pressure at the inlet changes from−2280 Pa to 382 Pa,and the minimum static pressure decreases from−3389 Pa to−8000 Pa.As for the axial intermediate flow surface,one low pressure zone is located at the junction of the suction surface and the hub,another is located at the suction surface close to the casing position.At the outlet boundary,the low pressure is negative and decreases from−1716 Pa to−4589 Pa.The sound pressure level of the inlet and outlet noise tends to increase monotonously by 11.6 dB and 7.3 dB,respectively.The acoustic energy of discrete noise is always higher than that of broadband noise regardless of whether the inlet or outlet flow surfaces are considered.The acoustic energy ratio of discrete noise at the inlet tends to increase from 0.78 to 0.93,while at the outlet it first decreases from 0.79 to 0.73 and then increases to 0.84. 展开更多
关键词 Adjustable blade axial flow fan variable installation angle condition axial static pressure aerodynamic noise
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Numerical Study on the Duct Noise Control of Single-Stage Axial Flow Fan with Wave Leading Edge Stator Blade Configurations 被引量:2
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作者 Jianxin Lian Hang Tong +2 位作者 Liangji Zhang Weiyang Qiao Weijie Chen 《Journal of Applied Mathematics and Physics》 2023年第8期2503-2514,共12页
This study focuses on a single-stage axial flow fan, investigating the effect of three kinds of wave leading edge stator blades on its noise reduction. The DDES method and the duct acoustic analogy theory based on the... This study focuses on a single-stage axial flow fan, investigating the effect of three kinds of wave leading edge stator blades on its noise reduction. The DDES method and the duct acoustic analogy theory based on the penetrable data surface were used for noise prediction. The results showed that the three kinds of wave leading edge blades were effective in reducing the rotor-stator interaction tonal noise and also have a certain inhibitory effect on broadband noise. The A10W15 stator blade can effectively reduce broadband noise in the frequency range of 2200 - 4200 Hz. When the amplitude is increased to 20, the noise reduction effect is further enhanced. However, when the amplitude is increased to 30, the broadband noise reduction effect is no longer significant. Further research shows that the wave leading edge stator blades can significantly change the pressure fluctuation distribution on the leading edge and suction surface, which control the modal energy distribution. Finally, this paper analyzed multiple factors affecting the broadband noise reduction, such as the noise source cut-off and cut-on effect and correlation. The purpose of this paper is to explore the laws of the influence of wave leading edge blades on the duct noise of real fan, and to reveal its noise control mechanism. . 展开更多
关键词 fan Wave Leading Edge blade Duct Noise Broadband Noise Noise Source Analysis
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Effect of Tip-Blade Cutting on the Performance of Large Scale Axial Fan
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作者 尹超 胡骏 +1 位作者 严伟 张晨凯 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2015年第6期623-630,共8页
The effect of tip-blade cutting on the performance of a large scale axial fan was investigated using computational fluid dynamics(CFD)methods.Experiments verified the numerical simulations.The original fan was compare... The effect of tip-blade cutting on the performance of a large scale axial fan was investigated using computational fluid dynamics(CFD)methods.Experiments verified the numerical simulations.The original fan was compared with the one with tip-cutting in terms of dimensionless characteristic and aerodynamic performance in tip region under the conditions of the maximum efficiency point and near-stall point.The results showed that double leakage flow occurred in tip clearance at maximum efficiency point and spillage of leakage flow from leading edge occurred in tip-blade region at near-stall point for the both two fans;and that tip-cutting with 6% of blade height could reduce the intensity of tip-leakage vortex and increase flow capacity in tip blade region,and hold the stall margin almost the same as the original fan.The maximum efficiency of the fan with tip-cutting was improved by1%,and the ability of total pressure rising was obviously greater than the original fan. 展开更多
关键词 large axial fan tip-blade cutting numerical simulation tip-leakage vortex flow capacity
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Numerical Study on Internal Flow of Small Axial Flow Fan with Splitter Blades
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作者 Lifu Zhu Yingzi Jin +2 位作者 Yuzhen Jin Yanping Wang Li Zhang 《Open Journal of Fluid Dynamics》 2013年第2期75-80,共6页
The splitter blades are widely used in axial compressors and play an active role in the improvement of the overall performance of compressors. However, little research on the application of splitter blades to small ax... The splitter blades are widely used in axial compressors and play an active role in the improvement of the overall performance of compressors. However, little research on the application of splitter blades to small axial flow fans is conducted. This paper designs a splitter blade small axial flow fan (model B) with a small axial flow fan as the prototype fan (model A) by adding short blades at the second half part of the passageway among long blades of model A. The steady simulation for the two models was conducted with the help of RNG k-ε turbulence model provided by software Fluent, and static characteristics and internal flow characteristics of the two models were compared and analyzed. Results show that splitter blades can improve the unsteady flow in the small flow rate region and also have a positive role to increase static pressure rise and efficiency in the higher flow rate region. The variation of static pressure gradient on the meridian plane in model B is well-distributed. The static pressure on the blade surface of model B distributes more uniformly. Splitter blades can suppress the secondary flow from pressure side to suction side in the leading edge because the pressure difference between suction side and pressure side in model B is generally lower than that of model A. And it also can restrain the vortex shedding and flow separation, and further it may be able to get the aerodynamic noise lower because static pressure gradient on the blade surface is well-distributed and the vortex shedding is not developed. Therefore, the performance of the fan with splitter blades is better than that of the prototype fan. The findings of this paper can be a basis for the design of high performance small axial flow fans. 展开更多
关键词 SMALL AXIAL FLOW fan SPLITTER blade Internal FLOW Performance
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Effects of circumferential configuration concerning splitter blade on the aerodynamic performance in a transonic axial fan
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作者 薛亮 韩万金 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2010年第1期75-81,共7页
For a certain type of transonic axial fan, the flow field of a fan rotor with splitter blade was computed by numerical simulation, and the shape of the rotor was modified. The effects of different circumferential dist... For a certain type of transonic axial fan, the flow field of a fan rotor with splitter blade was computed by numerical simulation, and the shape of the rotor was modified. The effects of different circumferential distributions concerning the splitter cascades upon the aerodynamic performance were investigated. The studies show that the optimum splitter cascade is not very close to the suction side of main blade. The load between the main blade and the splitter blade can be soundly distributed in terms of the adjustment of circumferential position of the splitter blade. The best aerodynamic performance can be successfully obtained according to the optimum shape of the expanding fluid channel reasonably formed by the splitter blade and the main blade. 展开更多
关键词 transonic axial fan splitter blade shock wave flow loss compressor
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Blade containment evaluation of civil aircraft engines 被引量:22
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作者 Yang Bin 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2013年第1期9-16,共8页
The potential hazard resulting from uncontained turbine engine rotor blade failure has always been the long-term concern of each aero engine manufacturer, and to fully contain the failed blades under critical operatin... The potential hazard resulting from uncontained turbine engine rotor blade failure has always been the long-term concern of each aero engine manufacturer, and to fully contain the failed blades under critical operating conditions is also one of the most important considerations to meet the rotor integrity requirements. Usually, there are many factors involving the engine containment capability which need to be reviewed during the engine design phases, such as case thickness, rotor support structure, blade weight and shape, etc. However, the premier method to demonstrate the engine containment capability is the fan blade-off test and margin of safety (MS) analysis. Based on a concrete engine model, this paper aims to explain the key points of aero engine containment requirements in FAR Part 33, and introduces the implementation of MS analysis and fan blade-off test in the engine airworthiness certification. Through the introduction, it would be greatly helpful to the industrial community to evaluate the engine containment capability and prepare the final test demonstration in engine certification procedure. 展开更多
关键词 AIRWORTHINESS Engine containment fan blade-off Margin of safety analysis Method of compliance
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Investigations of tip-jet and exhaust jet development in a ducted fan 被引量:2
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作者 Lei LI Guoping HUANG Jie CHEN 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2019年第11期2443-2454,共12页
The major aim of this work is to investigate the tip-jet and exhaust jet development in a ducted fan as well as the impact on the fan’s performance. The flow field of the ducted fans under the solidity varied from 0.... The major aim of this work is to investigate the tip-jet and exhaust jet development in a ducted fan as well as the impact on the fan’s performance. The flow field of the ducted fans under the solidity varied from 0.2 to 0.7 are simulated by using the shear-stress transport k-x turbulence model with a refined high-quality structured grid. The exhaust jet trajectory, expanding range and the flow intersection of the jet and mainstream in the blade passage are analyzed. As the results suggest, the flow direction of the exhaust jet is deflected by the downwash and Coanda effect. The major decay region of the exhaust jet can extend at least 2 times the blade chord downstream from the blade trailing edge. The blade circulation is impacted by the tip-jet rather than the exhaust jet from the upstream when the blade tip pitch angle is 8°, and the fan solidity is less than 0.7. The blade tip thrust is reduced by the interruption from the exhaust jet when the blade tip pitch angle is 2°, and the fan solidity is larger than 0.3. 展开更多
关键词 blade circulation blade solidity Exhaust jet fans Tip-jet
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羟基化合物对风机叶片用聚氨酯树脂性能的影响 被引量:1
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作者 曹彦海 孙豪 +4 位作者 冯兴卓 朱军 张坚强 杨军 许双喜 《南昌大学学报(理科版)》 2025年第1期46-51,共6页
研究含羟基化合物对聚氨酯树脂反应特性和材料性能的影响。在此基础上采用真空灌注方式制备了玻纤增强复合材料(FRP),研究了聚氨酯FRP的静态力学性能。结果表明:在FRP系统中,加入聚氧化丙烯三醇(TMTP3005或TMTP3007)有助于延长树脂反应... 研究含羟基化合物对聚氨酯树脂反应特性和材料性能的影响。在此基础上采用真空灌注方式制备了玻纤增强复合材料(FRP),研究了聚氨酯FRP的静态力学性能。结果表明:在FRP系统中,加入聚氧化丙烯三醇(TMTP3005或TMTP3007)有助于延长树脂反应的适用期,提高材料的断裂伸长率和冲击韧性;加入聚氧化丙烯-氧化乙烯三醇GY420有助于提高材料的强度和热变形温度(HDT)。将多元醇GY420和TMTP3005进行复配,且TMTP3005占比在30%~40%时,树脂的反应特性和树脂材料的综合性能最优。改性剂H-10的加入能够延长体系的适用期,并提高材料的强度和HDT,当加入30%的改性剂H-10,材料的HDT可达到86℃,适用期接近90 min,且其他力学性能优异。聚氨酯FRP具有良好的静态机械性能,能够满足当前风电叶片用树脂复合材料的性能要求。 展开更多
关键词 风电叶片 聚氨酯树脂 聚氨酯改性 玻纤增强材料 力学性能
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采棉机离心风机叶片优化与试验
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作者 冯静安 陈靖 +4 位作者 邵文平 王磊 刁申港 陈超 栗宇航 《农业机械学报》 北大核心 2025年第11期275-284,共10页
采棉机气力输送系统中离心风机性能会对其工作产生重要影响,因此提高采棉机离心风机的工作效率和性能具有重要意义。本文提取原型离心风机叶片的中弧线,并将具有优良流动特性的NACA 6410翼型移植耦合到原型叶片中弧线,设计了一种新型离... 采棉机气力输送系统中离心风机性能会对其工作产生重要影响,因此提高采棉机离心风机的工作效率和性能具有重要意义。本文提取原型离心风机叶片的中弧线,并将具有优良流动特性的NACA 6410翼型移植耦合到原型叶片中弧线,设计了一种新型离心风机叶片。结合原型风机在采棉机气力输送系统离心风机试验数据,运用CFD数值计算分析风机的性能变化。通过离心风机性能试验对比原型风机与优化风机不同转速下的气动性能,探讨新型风机的改善效果以及转速对优化风机性能影响规律。结果表明,优化叶片具有良好的气动性能,新型叶片结构有效抑制了风机内部存在的气流流动紊乱、射流-尾迹、流动分离等现象,使得风机叶片表面的气流更加稳定,从而提高了风机效率。在额定运行条件下,相比于原型风机效率54.2%,优化后的离心风机效率达到了58.4%,这一改进表明风机性能有了明显的优化和增强。相比原型风机,优化风机不同转速各个工况点下的运行效率提升了3.0~5.3个百分点,特别是在4 200 r/min时,风机气动性能的改善效果最为显著,效率提升幅度最高达5.3个百分点。 展开更多
关键词 采棉机 离心风机 叶片优化 CFD 性能分析 NACA 6410翼型
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基于多特征融合与集成学习的风机叶片缺陷检测方法
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作者 王瑞 汤占军 《计算机科学》 北大核心 2025年第S1期458-465,共8页
针对无人机在风机叶片表面缺陷检测中遇到的复杂特征处理和多形式缺陷表现不佳的问题,提出了一种基于多特征融合与集成学习的风机叶片缺陷检测方法。该方法通过提取局部LBP特征、HOG特征以及胶囊网络的高级特征,并将其进行有效融合,构... 针对无人机在风机叶片表面缺陷检测中遇到的复杂特征处理和多形式缺陷表现不佳的问题,提出了一种基于多特征融合与集成学习的风机叶片缺陷检测方法。该方法通过提取局部LBP特征、HOG特征以及胶囊网络的高级特征,并将其进行有效融合,构建了一个多特征提取模型,以获取更深入的细节信息。同时,选择了3种具有不同偏差和方差特性的基础分类器——支持向量机(SVM)、k近邻算法(KNN)和决策树(DT),通过整合不同基模型的优势,建立异质集成学习模型,从而提升了模型的整体性能。在风机叶片表面缺陷图像数据集上对模型(MFEM)进行了验证,实验结果表明,该方法的平均精确度(MAP)最高达到98%,相比于YOLOv7和Faster R-CNN分别提高了3.1%和5.8%,对比SVM,KNN和DT 3类基模型有较大提升。此外,通过消融实验对不同模块的有效性进行了验证。实验结果表明,提出的多特征融合与集成学习模型(MFEM)在风机叶片缺陷检测任务中表现出了优良的性能。 展开更多
关键词 无人机 风机叶片 缺陷检测 多特征融合 集成学习 胶囊网络
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