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空气动力学与汽车外型设计 被引量:1
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作者 关欣 李陆山 《汽车运用》 2000年第9期21-22,共2页
汽车从诞生至今已有百余年的历史了。从当初的装有内燃机的“马车”到现在的四轮小轿车,虽然谈不上发展神速,但经过无数的精心雕琢已演化成一件精妙绝伦的高科技产品,与当年的“小爬虫”相比有着天壤之别。
关键词 空气动力 风阻系数 汽车外形 升力系数 空气阻力 汽车设计 气流 空气动力学数据 流的密度 高科技产品
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高超声速飞行器再入段的动力学建模与仿真 被引量:8
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作者 李菁菁 任章 +2 位作者 黎科峰 张庆振 刘存佳 《系统仿真学报》 CAS CSCD 北大核心 2009年第2期534-537,共4页
高超声速飞行器的动力学建模对于进行控制系统的设计和仿真来说是非常重要的。与传统的飞行器相比,由于其飞行的速度和高度跨度大、变化快,高超声速飞行器的飞行动力学特性相当复杂。为了研究高超声速飞行器的一些本质的动力学特性,选... 高超声速飞行器的动力学建模对于进行控制系统的设计和仿真来说是非常重要的。与传统的飞行器相比,由于其飞行的速度和高度跨度大、变化快,高超声速飞行器的飞行动力学特性相当复杂。为了研究高超声速飞行器的一些本质的动力学特性,选择再入段进行分析,建立了再入段的高超声速动力学模型。利用风洞实验数据,建立了空气动力学数据库,并且对模型进行了不确定性分析。在模型的基础上,讨论了高超声速飞行器再入段的控制系统的设计方法。最后,在MATLAB/SIMULNK中进行了控制系统仿真,仿真结果表明在60公里到着陆点控制系统能够很好地控制动力学模型跟踪制导指令。 展开更多
关键词 动力学建模 高超声速飞行器 再入段 空气动力学数据 控制系统仿真
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一种气动大差异性数据多任务学习方法 被引量:2
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作者 张骏 张广博 +3 位作者 程艳青 胡力卫 向渝 汪文勇 《空气动力学学报》 CSCD 北大核心 2022年第6期64-72,共9页
与传统方法相比,基于深度学习的空气动力学建模方法建模速度快、精度高。但是传统深度学习采用的全连接神经网络或卷积神经网络往往没有考虑输入数据本身的差异对预测结果的影响,而飞行器的外形特征参数和飞行状态参数在数据类型上存在... 与传统方法相比,基于深度学习的空气动力学建模方法建模速度快、精度高。但是传统深度学习采用的全连接神经网络或卷积神经网络往往没有考虑输入数据本身的差异对预测结果的影响,而飞行器的外形特征参数和飞行状态参数在数据类型上存在较大差异。在同时使用这两种参数预测气动特性时,如果忽视这些差异性,预测结果的精度势必会损失。受到多任务学习和集群网络方法的启发,提出了一种基于多任务学习的翼型外形参数与飞行状态参数联合建模方法:大差异性多任务学习网络(LD-MTL)。该方法首先将数据集划分为多个任务,随后将整个学习网络分为多个集群,分别根据不同的任务学习所预测的气动性能相关知识,最终对每个集群所学习到的相关知识进行融合,得到预测结果。通过对比实验,证明了在进行气动大差异性数据建模时,本文提出的结构能更好地反映数据差异性对模型预测精度的影响程度,有更高的预测精度,且能对此差异性进行量化分析。 展开更多
关键词 大差异性 多任务学习 集群网络 空气动力学数据建模 融合预测
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Hardware-in-loop Simulation(HLS) of Homing Anti-tank Missile 被引量:1
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作者 宋建梅 张天桥 《Journal of Beijing Institute of Technology》 EI CAS 1996年第1期49-54,共6页
The simulation techniques of hardware-in-loop simulation(HLS) of homing antitank missile based on the personal computer (PC) are discussed. The PC and MCS-96 chip controller employ A/D and D/A boards (with photoelectr... The simulation techniques of hardware-in-loop simulation(HLS) of homing antitank missile based on the personal computer (PC) are discussed. The PC and MCS-96 chip controller employ A/D and D/A boards (with photoelectricity isolation) to transfer measur ment and control information about homing head, gyro and rudder and utilize the digital hand shaking board to build correct communication communication protocol. In order to satisfy the real-time requirement of HLS, this paper first simplifies the aerodynamic data file reasonably, then builds a PC software with C language. The program of the controller part is made with PL/M language. The simulation of HLS based on PC is done with the same sampling period of 10ms as that of YH-F1 and the experiment results are identical to those of digital simulation of the homing anti-tank guided missile. 展开更多
关键词 HARDWARE-IN-LOOP SIMULATION communication protocol aerodynamic data
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Wavelet neural network aerodynamic modeling from flight data based on pso algorithm with information sharing and velocity disturbance 被引量:4
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作者 甘旭升 端木京顺 +1 位作者 孟月波 丛伟 《Journal of Central South University》 SCIE EI CAS 2013年第6期1592-1601,共10页
For the accurate description of aerodynamic characteristics for aircraft,a wavelet neural network (WNN) aerodynamic modeling method from flight data,based on improved particle swarm optimization (PSO) algorithm with i... For the accurate description of aerodynamic characteristics for aircraft,a wavelet neural network (WNN) aerodynamic modeling method from flight data,based on improved particle swarm optimization (PSO) algorithm with information sharing strategy and velocity disturbance operator,is proposed.In improved PSO algorithm,an information sharing strategy is used to avoid the premature convergence as much as possible;the velocity disturbance operator is adopted to jump out of this position once falling into the premature convergence.Simulations on lateral and longitudinal aerodynamic modeling for ATTAS (advanced technologies testing aircraft system) indicate that the proposed method can achieve the accuracy improvement of an order of magnitude compared with SPSO-WNN,and can converge to a satisfactory precision by only 60 120 iterations in contrast to SPSO-WNN with 6 times precocities in 200 times repetitive experiments using Morlet and Mexican hat wavelet functions.Furthermore,it is proved that the proposed method is feasible and effective for aerodynamic modeling from flight data. 展开更多
关键词 aerodynamic modeling flight data WAVELET neural network particle swarm optimization
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Prediction of Aircraft's Longitudinal Motion Based on Aerodynamic Coefficients and Derivatives by Surrogate Model Approach
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作者 Norazila Othman Masahiro Kanazaki 《Journal of Mechanics Engineering and Automation》 2014年第7期584-594,共11页
The accuracy of a flight simulation is highly dependent on the quality of the aerodynamic database and prediction accuracies of the aerodynamic coefficients and derivatives. A surrogate model is an approximation metho... The accuracy of a flight simulation is highly dependent on the quality of the aerodynamic database and prediction accuracies of the aerodynamic coefficients and derivatives. A surrogate model is an approximation method that is used to predict unknown functions based on the sampling data obtained by the design of experiments. This model can also be used to predict aerodynamic coefficients/derivatives using several measured points. The objective of this paper is to develop an efficient digital flight simulation by solving the equation of motion to predict the aerodynamics data using a surrogate model. Accordingly, there is a need to construct and investigate aerodynamic databases and compare the accuracy of the surrogate model with the exact solution, and hence solve the equation of motion for the flight simulation analysis. In this study, sample datas for models are acquired from the USAF Stability and Control DATCOM, and a database is constructed for two input variables (the angle of attack and Mach number), along with two derivatives of the X-force axis and three derivatives for the Z-force axis and pitching moment. Furthermore, a comparison of the value predicted by the Kriging model and the exact solution shows that its flight analysis prediction ability makes it possible to use the surrogate model in future analyses. 展开更多
关键词 Surrogate model Kriging method equation of motion standard dynamics model.
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Aerodynamic Performances of Wind Turbine Airfoils Using a Panel Method
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作者 M.M. Oueslati A.W. Dahmouni +3 位作者 M. Ben Salah F. Askri C. Kerkeni S. Ben Nasrallah 《Journal of Environmental Science and Engineering》 2011年第9期1175-1182,共8页
One of the key features of Laplace's Equation is the property that allows the equation governing the flow field to be converted from a 3D problem throughout the field to a 2D problem for finding the potential on the ... One of the key features of Laplace's Equation is the property that allows the equation governing the flow field to be converted from a 3D problem throughout the field to a 2D problem for finding the potential on the surface. The solution is then found using this property by distributing "singularities" of unknown strength over discretized portions of the surface: panels. Hence the flow field solution is found by representing the surface by a number of panels, and solving a linear set of algebraic equations to determine the unknown strengths of the singularities. In this paper a Hess-Smith Panel Method is then used to examine the aerodynamics of NACA 4412 and NACA 23015 wind turbine airfoils. The lift coefficient and the pressure distribution are predicted and compared with experimental result for low Reynolds number. Results show a good agreement with experimental data. 展开更多
关键词 Panel method wind turbine airfoils incompressible potential flow pressure distribution
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Design of Off-statistics Axial-flow Fans by Means of Vortex Law Optimization
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作者 Andrea Lazari Andrea Cattanei 《Journal of Thermal Science》 SCIE EI CAS CSCD 2014年第6期505-515,共11页
Off-statistics input data sets are common in axial-flow fans design and may easily result in some violation of the requirements of a good aerodynamic blade design.In order to circumvent this problem,in the present pap... Off-statistics input data sets are common in axial-flow fans design and may easily result in some violation of the requirements of a good aerodynamic blade design.In order to circumvent this problem,in the present paper,a solution to the radial equilibrium equation is found which minimizes the outlet kinetic energy and fulfills the aerodynamic constraints,thus ensuring that the resulting blade has acceptable aerodynamic performance.The presented method is based on the optimization of a three-parameters vortex law and of the meridional channel size.The aerodynamic quantities to be employed as constraints are individuated and their suitable ranges of variation are proposed.The method is validated by means of a design with critical input data values and CFD analysis.Then,by means of systematic computations with different input data sets,some correlations and charts are obtained which are analogous to classic correlations based on statistical investigations on existing machines.Such new correlations help size a fan of given characteristics as well as study the feasibility of a given design. 展开更多
关键词 axial flow fan statistical correlations optimum design feasibility study
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