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Real-Time Four-Dimensional Trajectory Generation Based on Gain-Scheduling Control and a High-Fidelity Aircraft Model 被引量:3
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作者 Olusayo Obajemu Mahdi Mahfouf +3 位作者 Lohithaksha M.Maiyar Abrar Al-Hzndi Michal Weiszer Jun Chen 《Engineering》 SCIE EI 2021年第4期495-506,共12页
Aircraft ground movement plays a key role in improving airport efficiency,as it acts as a link to all other ground operations.Finding novel approaches to coordinate the movements of a fleet of aircraft at an airport i... Aircraft ground movement plays a key role in improving airport efficiency,as it acts as a link to all other ground operations.Finding novel approaches to coordinate the movements of a fleet of aircraft at an airport in order to improve system resilience to disruptions with increasing autonomy is at the center of many key studies for airport airside operations.Moreover,autonomous taxiing is envisioned as a key component in future digitalized airports.However,state-of-the-art routing and scheduling algorithms for airport ground movements do not consider high-fidelity aircraft models at both the proactive and reactive planning phases.The majority of such algorithms do not actively seek to optimize fuel efficiency and reduce harmful greenhouse gas emissions.This paper proposes a new approach for generating efficient four-dimensional trajectories(4DTs)on the basis of a high-fidelity aircraft model and gainscheduling control strategy.Working in conjunction with a routing and scheduling algorithm that determines the taxi route,waypoints,and time deadlines,the proposed approach generates fuel-efficient 4DTs in real time,while respecting operational constraints.The proposed approach can be used in two contexts:①as a reactive decision support tool to generate new trajectories that can resolve unprecedented events;and②as an autopilot system for both partial and fully autonomous taxiing.The proposed methodology is realistic and simple to implement.Moreover,simulation studies show that the proposed approach is capable of providing an up to 11%reduction in the fuel consumed during the taxiing of a large Boeing 747-100 jumbo jet. 展开更多
关键词 aircraft model Intelligent taxiing OPTIMIZATION Four-dimensional trajectory
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Identification of Continuous-Time Linear Aircraft Models Using Subspace Identification
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作者 Atsushi Fujimori 《Journal of Aerospace Science and Technology》 2016年第1期7-12,共6页
This paper considers the possibility of estimating continuous-time linear aircraft models by using the subspace identification The outline of the subspace identification for estimating the continuous-time linear model... This paper considers the possibility of estimating continuous-time linear aircraft models by using the subspace identification The outline of the subspace identification for estimating the continuous-time linear model is first mentioned. The identification simulation in which the subspace identification is then applied to the modeling of aircraft in the lateral motion is performed. As a result, the continuous-time linear aircraft model is appropriately estimated by the subspace identification if the amount of the measurement noise is not so much. 展开更多
关键词 Subspace identification aircraft model aerodynamic derivatives
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Multi-Domain Parallel Computing for Strength Analysis of Whole Aircraft Model
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作者 Xiuhua Chen Hai Wang Yubo Ding 《Journal of Software Engineering and Applications》 2011年第9期546-549,共4页
In the Windows XP 64 bit operating system environment, several common PC were used to build a cluster system, establishing the distributed memory parallel (DMP) computing system. A finite element model of whole aircra... In the Windows XP 64 bit operating system environment, several common PC were used to build a cluster system, establishing the distributed memory parallel (DMP) computing system. A finite element model of whole aircraft with about 260 million degrees of freedom (DOF) was developed using three-node and four-node thin shell element and two-node beam element. With the large commercial finite element software MSC.MARC and employing two kinds of domain decomposition method (DDM) respectively, realized the parallel solving for the static strength analysis of the whole aircraft model, which offered a high cost-effective solution for solving large-scale and complex finite element models. 展开更多
关键词 Parallel Computing WHOLE aircraft model STATIC Strength DOMAIN DECOMPOSITION
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Multi-agent Based Hierarchy Simulation Models of Carrier-based Aircraft Catapult Launch 被引量:18
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作者 王维军 屈香菊 郭林亮 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2008年第3期223-231,共9页
With the aid of multi-agent based modeling approach to complex systems, the hierarchy simulation models of carrier-based aircraft catapult launch are developed. Ocean, carrier, aircraft, and atmosphere are treated as ... With the aid of multi-agent based modeling approach to complex systems, the hierarchy simulation models of carrier-based aircraft catapult launch are developed. Ocean, carrier, aircraft, and atmosphere are treated as aggregation agents, the detailed components like catapult, landing gears, and disturbances are considered as meta-agents, which belong to their aggregation agent. Thus, the model with two layers is formed i.e. the aggregation agent layer and the meta-agent layer. The information communication among all agents is described. The meta-agents within one aggregation agent communicate with each other directly by information sharing, but the meta-agents, which belong to different aggregation agents exchange their information through the aggregation layer first, and then perceive it from the sharing environment, that is the aggregation agent. Thus, not only the hierarchy model is built, but also the environment perceived by each agent is specified. Meanwhile, the problem of balancing the independency of agent and the resource consumption brought by real-time communication within multi-agent system (MAS) is resolved. Each agent involved in carrier-based aircraft catapult launch is depicted, with considering the interaction within disturbed atmospheric environment and multiple motion bodies including carrier, aircraft, and landing gears. The models of reactive agents among them are derived based on tensors, and the perceived messages and inner frameworks of each agent are characterized. Finally, some results of a simulation instance are given. The simulation and modeling of dynamic system based on multi-agent system is of benefit to express physical concepts and logical hierarchy clearly and precisely. The system model can easily draw in kinds of other agents to achieve a precise simulation of more complex system. This modeling technique makes the complex integral dynamic equations of multibodies decompose into parallel operations of single agent, and it is convenient to expand, maintain, and reuse the program codes. 展开更多
关键词 multi-agent system (MAS) multi-agent based modeling (MABM) TENSOR carrier-based aircraft catapult launch hierarchy simulation model
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Modeling Passengers Boarding in Aircraft Using Cellular Automata 被引量:5
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作者 Themistoklis Giitsidis Georgios Ch.Sirakoulis 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI 2016年第4期365-384,共20页
Aircraft are profitable to their owners as long as they are in the air transporting passengers to their destinations;therefore it is vital to minimize as much as possible their preparation time on the ground.In this p... Aircraft are profitable to their owners as long as they are in the air transporting passengers to their destinations;therefore it is vital to minimize as much as possible their preparation time on the ground.In this paper we simulate different boarding strategies with the help of a model based on cellular automata parallel computational tool,attempting to find the most efficient way to deliver each passenger to her/his assigned seat.Two seat arrangements are used,a small one based on Airbus A320/ Boeing 737 and a larger one based on Airbus A380/ Boeing777-300.A wide variety of parameters,including time delay for luggage storing,the frequency by which the passengers enter the plane,different walking speeds of passengers depending on sex,age and height,and the possibility of walking past their seat,are simulated in order to achieve realistic results,as well as monitor their effects on boarding time.The simulation results indicate that the boarding time can be significantly reduced by the simple grouping and prioritizing of passengers.In accordance with previous papers and the examined strategies,the outside-in and reverse pyramid boarding methods outperform all the others for both the small and large airplane seat layout.In the latter,the examined strategies are introduced for first time in an analogous way to the initial small seat arrangement of Airbus A320/ Boeing737 aircraft family.Moreover,since in real world scenarios,the compliance of all the passengers to the suggested group division and boarding strategy cannot be guaranteed,further simulations were conducted.It is clear that as the number of passengers disregarding the priority of the boarding groups increases,the time needed for the boarding to complete tends towards that of the random boarding strategy,thus minimizing the possible advantages gained by the proposed boarding strategies. 展开更多
关键词 Cellular automata aircraft boarding modelING crowd dynamics
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A time-optimal aircraft-following model based on Pontryagin's minimum principle 被引量:3
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作者 Linghang MENG Xiaohao XU Zengxian GENG 《Journal of Modern Transportation》 2011年第4期268-273,共6页
A time-optimal aircraft-following model is introduced to address air traffic flow interference by velocity reduction. The objective function is set up as minimizing the recovery time during which the separation minima... A time-optimal aircraft-following model is introduced to address air traffic flow interference by velocity reduction. The objective function is set up as minimizing the recovery time during which the separation minima are not infringed and the separation of the air traffic flow returns to the initial separation at the terminal time. Pontryagin's minimum principle is used to solve the optimum aircraft-following velocity control law. An analytical minimum safe following separation is also provided under the time-optimal control law. The simulation results show that the precision first-order tracking accuracy is achieved without losing the separation. 展开更多
关键词 air traffic flow aircraft-following model time-optimal control safe following separation
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Global optimization for ducted coaxial-rotors aircraft based on Kriging model and improved particle swarm optimization algorithm 被引量:1
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作者 杨璐鸿 刘顺安 +1 位作者 张冠宇 王春雪 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第4期1315-1323,共9页
To improve the operational efficiency of global optimization in engineering, Kriging model was established to simplify the mathematical model for calculations. Ducted coaxial-rotors aircraft was taken as an example an... To improve the operational efficiency of global optimization in engineering, Kriging model was established to simplify the mathematical model for calculations. Ducted coaxial-rotors aircraft was taken as an example and Fluent software was applied to the virtual prototype simulations. Through simulation sample points, the total lift of the ducted coaxial-rotors aircraft was obtained. The Kriging model was then constructed, and the function was fitted. Improved particle swarm optimization(PSO) was also utilized for the global optimization of the Kriging model of the ducted coaxial-rotors aircraft for the determination of optimized global coordinates. Finally, the optimized results were simulated by Fluent. The results show that the Kriging model and the improved PSO algorithm significantly improve the lift performance of ducted coaxial-rotors aircraft and computer operational efficiency. 展开更多
关键词 ducted coaxial rotors aircraft Kriging model particle swarm optimization global optimization
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Implementation of a Sketch Based Approach to Conceptual Aircraft Design Synthesis and Modeling 被引量:8
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作者 刘虎 武哲 +1 位作者 王钢林 王新林 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2004年第4期207-214,共8页
In the context of applying computer aided design tools to aircraft conceptualdesign, a sketch based approach is proposed to help designers turn their original concepts intocomplex numerical models that are usable for ... In the context of applying computer aided design tools to aircraft conceptualdesign, a sketch based approach is proposed to help designers turn their original concepts intocomplex numerical models that are usable for further analysis and optimization. This approachemphasizes the integration of general configuration and the layout of such components as engines,payloads, fuel tanks and landing gears, and the representation of a design scheme as uniform planesketches and three dimensional models. This paper presents the measures adopted to implement theapproach in a prototype system, including the object-oriented data structure, friendly graphicaluser interfaces and basic features of relevant modules. Several examples generated in the prototypeand applications of the results are finally outlined to illustrate the effectiveness of theapproach. 展开更多
关键词 aircraft conceptual design SKETCH geometric modeling computer aided design
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Modeling of Carrier-based Aircraft Ski Jump Take-off Based on Tensor 被引量:8
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作者 刘伟伟 屈香菊 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2005年第4期326-335,共10页
A general mathematical model of carrier-based aircraft ski jump take-off is derived based on tensor. The carrier, the aircraft body and the movable parts of the landing gears are treated as independent entities. These... A general mathematical model of carrier-based aircraft ski jump take-off is derived based on tensor. The carrier, the aircraft body and the movable parts of the landing gears are treated as independent entities. These entities are assembled into a multi-rigid-body system with flexible links. Dynamical equations of each entity are derived on the basis of the Newton law and the Euler transformation. Using the invariance property of the tensor, the dynamical and kinematical equations are converted to tensor forms which are invariant under time-dependent coordinate transformations. Then the tensor-formed equations are expressed by the matrix operation. Differential equation group of the matrix form is formulated for the programming. The closure of the model is discussed, and the simulation results are given. 展开更多
关键词 mathematical model TENSOR carrier-based aircraft ski jump TAKE-OFF
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Bayesian-MCMC-based parameter estimation of stealth aircraft RCS models 被引量:2
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作者 夏威 代小霞 冯圆 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第12期616-622,共7页
When modeling a stealth aircraft with low RCS(Radar Cross Section), conventional parameter estimation methods may cause a deviation from the actual distribution, owing to the fact that the characteristic parameters ... When modeling a stealth aircraft with low RCS(Radar Cross Section), conventional parameter estimation methods may cause a deviation from the actual distribution, owing to the fact that the characteristic parameters are estimated via directly calculating the statistics of RCS. The Bayesian–Markov Chain Monte Carlo(Bayesian-MCMC) method is introduced herein to estimate the parameters so as to improve the fitting accuracies of fluctuation models. The parameter estimations of the lognormal and the Legendre polynomial models are reformulated in the Bayesian framework. The MCMC algorithm is then adopted to calculate the parameter estimates. Numerical results show that the distribution curves obtained by the proposed method exhibit improved consistence with the actual ones, compared with those fitted by the conventional method. The fitting accuracy could be improved by no less than 25% for both fluctuation models, which implies that the Bayesian-MCMC method might be a good candidate among the optimal parameter estimation methods for stealth aircraft RCS models. 展开更多
关键词 stealth aircraft radar cross section fluctuation model Bayesian–Markov Chain Monte Carlo
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DESIGN OBJECT MODEL AND DESIGN PROCESS MODEL OF COMPUTER AIDED AIRCRAFT CONCEPTUAL DESIGN SYSTEM
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作者 Shen Zhang(Aircraft CAD Research Center, Beijing University of Aeronautics andAstronautics, Beijing, China, 100083) 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 1995年第3期198-204,共7页
DESIGNOBJECTMODELANDDESIGNPROCESSMODELOFCOMPUTERAIDEDAIRCRAFTCONCEPTUALDESIGNSYSTEMShenZhang(AircraftCADRese... DESIGNOBJECTMODELANDDESIGNPROCESSMODELOFCOMPUTERAIDEDAIRCRAFTCONCEPTUALDESIGNSYSTEMShenZhang(AircraftCADResearchCenter,Beijin... 展开更多
关键词 computer aided design aircraft design models
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An Optimization Model for Aircraft Service Logistics
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作者 Angus Cheung W H Ip +1 位作者 Angel Lai Eva Cheung 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期252-,共1页
Scheduling is one of the most difficult issues in t he planning and operations of the aircraft services industry. In this paper, t he various scheduling problems in ground support operation of an aircraft mainte nance... Scheduling is one of the most difficult issues in t he planning and operations of the aircraft services industry. In this paper, t he various scheduling problems in ground support operation of an aircraft mainte nance service company are addressed. The authors developed a set of vehicle rout ings to cover each schedule flights; the objectives pursued are the maximization of vehicle and manpower utilization and minimization of operation time. To obta in the goals, an integer-programming model with genetic algorithm is formulated . It is found that the company can produce an effective and efficient schedules to deploy the manpower and equipment resources. Simulation is used to verify the method and a MATLAB program is used to code the genetic algorithm. This model i s further illustrated by a case study in Hong Kong and the benefit elaborated. F inally, a conclusion is made to summarize the experience of this project and pro vide further improvement. 展开更多
关键词 An Optimization model for aircraft Service Logistics
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Hierarchical Colored Timed Petri Nets for Maintenance Process Modeling of Civil Aircraft 被引量:1
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作者 FU Cheng-cheng SUN You-chao LU Zhong 《International Journal of Plant Engineering and Management》 2008年第3期159-166,共8页
Civil aircraft maintenance process simulation model is an effective method for analyzing the maintainability of a civil aircraft. First, we present the Hierarchical Colored Timed Petri Nets for maintenance process mod... Civil aircraft maintenance process simulation model is an effective method for analyzing the maintainability of a civil aircraft. First, we present the Hierarchical Colored Timed Petri Nets for maintenance process modeling of civil aircraft. Then, we expound a general method of civil aircraft maintenance activities, determine the maintenance level for decomposition, and propose the methods of describing logic of relations between the maintenance activities based on Petri Net. Finally, a time Colored Petri multi-level network modeling and simulation procedures and steps are given with the maintenance example of the landing gear burst tire of a certain type of aircraft. The feasibility of the method is proved by the example. 展开更多
关键词 hierarchical timed colored petri nets (HTCPN) civil aircraft maintenance process model MAINTAINABILITY
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Parametric CAD Modelling of Aircraft Wings for FEA Vibration Analysis
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作者 Shengyong Zhang Mike Mikulich 《Journal of Applied Mathematics and Physics》 2021年第5期889-900,共12页
Excessive vibration of aircraft wings during flight is harmful and may cause propagation of existing cracks in the material, leading to catastrophic failures as a result of material fatigue. This study investigates th... Excessive vibration of aircraft wings during flight is harmful and may cause propagation of existing cracks in the material, leading to catastrophic failures as a result of material fatigue. This study investigates the variations of modal characteristics of aircraft wings with respect to changes in the structural configurations. We develop parametric Computer-Aided Design (CAD) models to capture new design intend on the aircraft wing architectures. Subsequent Finite Element Analysis (FEA) based vibration analysis is performed to study the effects of architecture changes on the wing’s natural frequencies and mode shapes. It is concluded that the spar placement and the number of ribs have significant influence on the wing’s natural vibration properties. Integrating CAD modelling and FEA vibration analysis enables designers to develop alternative wing architectures to implement design requirements in the preliminary design stage. 展开更多
关键词 Parametric modelling CAD aircraft Wings FEA Vibration Analysis
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改进YOLOv8的轻量级军事飞机检测算法 被引量:1
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作者 刘丽 张硕 +2 位作者 白宇昂 李宇健 张初夏 《计算机工程与应用》 CSCD 北大核心 2024年第18期114-125,共12页
遥感图像军事飞机检测在侦察预警、情报分析等领域具有重要意义。为使军事飞机检测模型能在算力受限的设备上高效运行,从网络设计与模型压缩两个方面对YOLOv8n进行轻量化改进。在网络设计方面,使用FAS_C2f替换原始主干网络中的C2f模块,... 遥感图像军事飞机检测在侦察预警、情报分析等领域具有重要意义。为使军事飞机检测模型能在算力受限的设备上高效运行,从网络设计与模型压缩两个方面对YOLOv8n进行轻量化改进。在网络设计方面,使用FAS_C2f替换原始主干网络中的C2f模块,减少计算冗余并加快网络特征提取的速度;根据军事飞机目标的尺度特征对网络结构进行优化,缓解因过度下采样导致的小目标信息丢失问题;使用Inner-SIoU作为新的定位回归损失函数,提升对小目标样本的学习能力并加快回归边界框的收敛。在模型压缩方面,使用基于LAMP分数的通道剪枝对重设计后的模型进行压缩,进一步减少参数和模型大小;并利用通道级知识蒸馏(channel-wise knowledge distillation,CWD)将模型精度恢复到接近剪枝前的水平。实验结果表明,在公开军用飞机数据集MAR20上,轻量化后的模型mAP为97.2%,体积仅有0.7 MB,较原始模型缩小了88.3%,FPS提高了14帧/s,满足军事飞机目标检测的实时性要求。 展开更多
关键词 目标检测 军事飞机 YOLOv8 模型剪枝 知识蒸馏
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Winning Probability Estimation Based on Improved Bradley-Terry Model and Bayesian Network for Aircraft Carrier Battle 被引量:1
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作者 Yuhui Wang Wei Wang Qingxian Wu 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2017年第2期39-44,共6页
To provide a decision-making aid for aircraft carrier battle,the winning probability estimation based on Bradley-Terry model and Bayesian network is presented. Firstly,the armed forces units of aircraft carrier are cl... To provide a decision-making aid for aircraft carrier battle,the winning probability estimation based on Bradley-Terry model and Bayesian network is presented. Firstly,the armed forces units of aircraft carrier are classified into three types,which are aircraft,ship and submarine. Then,the attack ability value and defense ability value for each type of armed forces are estimated by using BP neural network,whose training results of sample data are consistent with the estimation results. Next,compared the assessment values through an improved Bradley-Terry model and constructed a Bayesian network to do the global assessment,the winning probabilities of both combat sides are obtained. Finally,the winning probability estimation for a navy battle is given to illustrate the validity of the proposed scheme. 展开更多
关键词 aircraft carrier battle BP neural network Bradley-Terry model Bayesian networks
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Aeroelastic stability of full-span tiltrotor aircraft model in forward flight
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作者 Zhiquan LI Pinqi XIA 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2017年第6期1885-1894,共10页
The existing full-span models of the tiltrotor aircraft adopted the rigid blade model without considering the coupling relationship among the elastic blade, wing and fuselage. To overcome the limitations of the existi... The existing full-span models of the tiltrotor aircraft adopted the rigid blade model without considering the coupling relationship among the elastic blade, wing and fuselage. To overcome the limitations of the existing full-span models and improve the precision of aeroelastic analysis of tiltrotor aircraft in forward flight, the aeroelastic stability analysis model of full-span tiltrotor aircraft in forward flight has been presented in this paper by considering the coupling among elastic blade, wing, fuselage and various components. The analytical model is validated by comparing with the calculation results and experimental data in the existing references. The influence of some structural parameters, such as the fuselage degrees of freedom, relative displacement between the hub center and the gravity center, and nacelle length, on the system stability is also investigated. The results show that the fuselage degrees of freedom decrease the critical stability velocity of tiltrotor aircraft, and the variation of the structural parameters has great influence on the system stability,and the instability form of system can change between the anti-symmetric and symmetric wing motions of vertical and chordwise bending. 展开更多
关键词 Aeroelastic stability Forward flight Full-span model Modal analysis Tiltrotor aircraft
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美国可重复使用再入飞行器Model 176设计特点分析
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作者 李文佳 李一鸣 《航空科学技术》 2023年第11期8-16,共9页
可重复使用再入飞行器技术是航天领域的竞争热点,已成为世界航天强国发展战略中的重点。早在20世纪50—60年代,人类就已经开始了对重复使用运输系统相关技术的探索。本文介绍了20世纪50—60年代美国研究机构提出的多种可重复使用再入飞... 可重复使用再入飞行器技术是航天领域的竞争热点,已成为世界航天强国发展战略中的重点。早在20世纪50—60年代,人类就已经开始了对重复使用运输系统相关技术的探索。本文介绍了20世纪50—60年代美国研究机构提出的多种可重复使用再入飞行器,重点分析了设计性能最为优越的Model176的气动和结构方案。分析结果表明,Model176采用可变机翼构型,在高超声速段升阻比达到3.5,亚声速段升阻比达6.5,远超其他类型再入飞行器,拥有优越的航向范围和横向范围,理论上可以从任何太空轨道再入在美国本土水平着陆;Model176在结构方面采用完整的全金属结构和热防护系统,与陶瓷和碳-碳材料重量(质量)相当,且结构强度更高。Model176作为一款性能优越的可重复使用再入飞行器,能为我国可重复使用高超声速技术研究提供一定的参考价值。 展开更多
关键词 再入飞行器 可重复使用 高超声速 升力式飞行器 model176
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Inverse Model Control for a Quad-rotor Aircraft Using TS-fuzzy Support Vector Regression
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作者 Zhiyu Li Hanxin Chen +1 位作者 Congqing Wang Kaijia Xue 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2017年第6期73-79,共7页
An inverse model control based on TS-fuzzy support vector regression( TS-fuzzy SVR) for a quadrotor aircraft is developed. The TS-kernel is the product of linear combination of input and a cluster of output correspond... An inverse model control based on TS-fuzzy support vector regression( TS-fuzzy SVR) for a quadrotor aircraft is developed. The TS-kernel is the product of linear combination of input and a cluster of output corresponding to a cluster of TS-type fuzzy rules. The output of TS-fuzzy SVR is a linear weighted sum of the TSkernels. The dynamical model of the quad-rotor aircraft is derived. A new control scheme combined with TSfuzzy SVR inverse model control and PID control is presented so that the TS-fuzzy SVR inverse model control enhances capabilities of disturbance rejection and the robustness while the PID control enhances fast responsiveness and reliability of the system. Simulation results show the capabilities of the developed control for the attitude system of quad-rotor aircraft. 展开更多
关键词 support vector regression TS-fuzzy SVR INVERSE model CONTROL quad-rotor aircraft ATTITUDE CONTROL
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基于LSTM-CNN的结构固有频率激励下正弦载荷识别方法研究
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作者 何文博 孙含宇 +1 位作者 解江 张晓强 《航空工程进展》 CSCD 2024年第5期48-57,共10页
当外载荷频率达到或接近结构固有频率时,传统载荷识别方法(比如截断奇异值分解法)的识别精度会降低。为此,通过卷积网络的特征提取和长短期记忆网络的长时记忆功能建立LSTM-CNN载荷识别模型,提出一种基于LSTM-CNN模型的载荷识别方法,对G... 当外载荷频率达到或接近结构固有频率时,传统载荷识别方法(比如截断奇异值分解法)的识别精度会降低。为此,通过卷积网络的特征提取和长短期记忆网络的长时记忆功能建立LSTM-CNN载荷识别模型,提出一种基于LSTM-CNN模型的载荷识别方法,对GARTEUR飞机模型开展载荷时域波形识别研究。通过采集结构的响应数据和激励数据进行模型训练和载荷识别,并与截断奇异值分解(TSVD)方法、长短期记忆网络(LSTM)方法和深度卷积神经网络(DCNN)方法的识别结果进行对比分析。结果表明:基于LSTM-CNN模型的载荷识别方法可以有效应用于结构固有频率激励下正弦载荷识别问题,具有较高的识别精度和抗噪能力。 展开更多
关键词 LSTM-CNN 固有频率 载荷识别 GARTEUR飞机模型
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