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Experimental investigation of dynamic characteristic during civil aircraft ditching
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作者 Wenli LUO Weibin GU +1 位作者 Yong HUANG Liang CHANG 《Chinese Journal of Aeronautics》 2025年第4期233-243,共11页
A series of scaled model aircraft ditching tests are performed by launch facility system in Hydraulics Laboratory.According to the measured pitch angle,acceleration and pressure history,research on the impact characte... A series of scaled model aircraft ditching tests are performed by launch facility system in Hydraulics Laboratory.According to the measured pitch angle,acceleration and pressure history,research on the impact characteristic of ditching is conducted.To solve the problem of cavitation effect which may occur in full scale aircraft,the action mechanism and effect of cavitation are studied,and an innovative experimental simulation measure is taken.It is shown that the cavitation bar directly and effectively separates aircraft bottom from water surface and therefore reduces negative pressure,thus enhancing the authenticity of the test results.The dynamic responses including stability and overload after impacting water at different initial pitch angles are analyzed to find the optimum one,which turns out to be heavily dependent on the bottom curvature of fuselage,and rebound phenomenon occurs when pitch angle exceeds a certain value because of the huge positive pressure acting at the spray root on rear fuselage.In addition,the influences of descent rate and horizontal velocity are analyzed.The results show that the descent rate mainly affects the overall load,which is of higher level of importance,while the horizontal velocity mainly affects the load of local structure. 展开更多
关键词 civil aircraft EXPERIMENTS DITCHING Fluid dynamics Loads
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Dismantling of Civil Aircraft:Prospects and Future of Sustainable Aviation
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作者 MA Congyao WANG Jianyuan 《International Journal of Plant Engineering and Management》 2025年第1期17-27,共11页
With the development of civil aviation industry,the number of retired aircraft is increasing year by year.How to deal with retired aircraft,build aviation,avoid damage to the ecological environment,and develop their r... With the development of civil aviation industry,the number of retired aircraft is increasing year by year.How to deal with retired aircraft,build aviation,avoid damage to the ecological environment,and develop their residual value has attracted widespread attention internationally,and gradually formed dismantling industry for the commercial and reuse of retired aircraft.From the perspective of the industrial chain,the essence of aircraft dismantling is how to maximize the value of highvalue assets at the of their life cycle,that is,to balance the value of aircraft parts and the value of the whole aircraft,which is the last chain in the complete industrial of civil aircraft from design,manufacturing to usage and retirement.The paper studied the dismantling industrial modes of civil aircraft,analyzed the problems and challenges faced by aircraft dismantling,and put forward relevant measures and suggestions,which point out the direction for the development of domestic civil aircraft dismantling industry. 展开更多
关键词 sustainable aviation civil aircraft aircraft dismantling AIRWORTHINESS
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A serialized civil aircraft R&D cost estimation model considering commonality based on BP algorithm 被引量:2
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作者 Yongjie ZHANG Kang CAO +2 位作者 Ke LIANG Yongqi ZENG Wenjun DONG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2022年第4期253-265,共13页
The common design of serial civil aircraft, an important strategy of modern civil aircraft research and develop-ment, minimizes the whole life cycle cost of civil aircraft through asset reuse and resource sharing. How... The common design of serial civil aircraft, an important strategy of modern civil aircraft research and develop-ment, minimizes the whole life cycle cost of civil aircraft through asset reuse and resource sharing. However, the existing estimating model for the R&D cost of civil aircraft ignores the effects of common design, so the value estimated by estimating derivative models is significantly inconsistent with the actual one. To solve this problem, a novel assessment method for civil aircraft commonality indicators is developed based on fuzzy set in the present study, exploiting the attributes and structural parameters of the aircraft to be assessed as input to determine the degree of membership that pertains to the commonality sub-interval as the commonality indicator.Then the BP(Back Propagation) neural network algorithm is adopted to establish the relationship between the common index and the decrease rate of the R&D cost of derivative models. The model employs over a dozen typical civil aircraft models(e.g., Boeing, Airbus, and Bombardier) as the sample data for network learning training to build a mature neural network model for estimating the R&D cost of novel derivative models. As revealed from the comparative analysis on the calculated results of the samples, the estimated results of the model given the effects of commonality in the present study exhibit higher estimation accuracy and value for future work. 展开更多
关键词 BP algorithm civil aircraft R&D cost Common indicators Fuzzy set Serialized civil aircraft
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Thermal comfort assessment in civil aircraft cabins 被引量:7
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作者 Pang Liping Qin Yue +1 位作者 Liu Dong Liu Meng 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2014年第2期210-216,共7页
Aircraft passengers are more and demanding in terms of thermal comfort. But it is not yet easy for aircraft crew to control the environment control system (ECS) that satisfies the thermal comfort for most passengers... Aircraft passengers are more and demanding in terms of thermal comfort. But it is not yet easy for aircraft crew to control the environment control system (ECS) that satisfies the thermal comfort for most passengers due to a number of causes. This paper adopts a corrected predicted mean vote (PMV) model and an adaptive model to assess the thermal comfort conditions for 31 investigated flights and draws the conclusion that there does exist an uncomfortable thermal phe- nomenon in civil aircraft cabins, especially in some short-haul continental flights. It is necessary to develop an easy way to predict the thermal sensation of passengers and to direct the crew to con- trol ECS. Due to the assessment consistency of the corrected PMV model and the adaptive model, the adaptive model of thermal neutrality temperature can be used as a method to predict the cabin optimal operative temperature. Because only the mean outdoor effective temperature ET* of a departure city is an input variable for the adaptive model, this method can be easily understood and implemented by the crew and can satisfy 80-90% of the thermal acceptability levels of passen- gers. 展开更多
关键词 Adaptive model of thermalneutrality temperature civil aircraft cabin Mean outdoor effectivetemperature Optimal operativetemperature PM~ Thermal comfort assessment
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Crashworthiness uncertainty analysis of typical civil aircraft based on Box–Behnken method 被引量:3
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作者 Ren Yiru Xiang Jinwu 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2014年第3期550-557,共8页
The crashworthiness is an important design factor of civil aircraft related with the safety of occupant during impact accident. It is a highly nonlinear transient dynamic problem and may be greatly influenced by the u... The crashworthiness is an important design factor of civil aircraft related with the safety of occupant during impact accident. It is a highly nonlinear transient dynamic problem and may be greatly influenced by the uncertainty factors. Crashworthiness uncertainty analysis is conducted to investigate the effects of initial conditions, structural dimensions and material properties. Simplified finite element model is built based on the geometrical model and basic physics phenomenon. Box-Behnken sampling and response surface methods are adopted to obtain gradient information. Results show that the proposed methods are effective for crashworthiness uncertainty analysis. Yield stress, frame thickness, impact velocity and angle have great influence on the failure behavior, and yield stress and frame thickness dominate the uncertainty of internal energy. Failure strain and tangent modulus have the smallest influence on the initial peak acceleration, and gradients of mean acceleration increase because the appearance of material plastic deformation and element failure. 展开更多
关键词 Box-Behnken method civil aircraft CRASHWORTHINESS Failure behavior Uncertainty analysis
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Digital virtual flight testing and evaluation method for flight characteristics airworthiness compliance of civil aircraft based on HQRM 被引量:18
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作者 Liu Fan Wang Lixin Tan Xiangsheng 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2015年第1期112-120,共9页
In order to incorporate airworthiness requirements for flight characteristics into the entire development cycle of electronic flight control system(EFCS) equipped civil aircraft, digital virtual flight testing and e... In order to incorporate airworthiness requirements for flight characteristics into the entire development cycle of electronic flight control system(EFCS) equipped civil aircraft, digital virtual flight testing and evaluation method based on handling qualities rating method(HQRM)is proposed. First, according to HQRM, flight characteristics airworthiness requirements of civil aircraft in EFCS failure states are determined. On this basis, digital virtual flight testing model,comprising flight task digitized model, pilot controlling model, aircraft motion and atmospheric turbulence model, is used to simulate the realistic process of a pilot controlling an airplane to perform assigned flight tasks. According to the simulation results, flight characteristics airworthiness compliance of the airplane can be evaluated relying on the relevant regulations for handling qualities(HQ) rating. Finally, this method is applied to a type of passenger airplane in a typical EFCS failure state, and preliminary conclusions concerning airworthiness compliance are derived quickly. The research results of this manuscript can provide important theoretical reference for EFCS design and actual airworthiness compliance verification of civil aircraft. 展开更多
关键词 civil aircraft compliance preliminary verification pilot turbulence realistic passenger concerning
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Civil Aircraft Assisted Space-Air-Ground Integrated Networks: Architecture Design and Coverage Analysis 被引量:3
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作者 Shuxun Li Qian Chen +2 位作者 Zhe Li Weixiao Meng Cheng Li 《China Communications》 SCIE CSCD 2022年第1期29-39,共11页
In this paper, we propose a novel AIenabled space-air-ground integrated networks(SAGIN). This new integrated networks architecture consists of LEO satellites and civil aircrafts carrying aerial base stations, called &... In this paper, we propose a novel AIenabled space-air-ground integrated networks(SAGIN). This new integrated networks architecture consists of LEO satellites and civil aircrafts carrying aerial base stations, called "civil aircraft assisted SAGIN(CAA-SAGIN)". The assistance of civil aircrafts can reduce the stress of satellite networks, improve the performance of SAGIN, decrease the construction cost and save space resources. Taking the Chinese mainland as an example, this paper has analyzed the distribution of civil aircrafts, and obtained the coverage characteristics of civil aircraft assisted networks(CAAN). Taking Starlink as the benchmark, this paper has calculated the service gap of CAAN, and designed the joint coverage constellation. The simulation results prove that the number of satellites in CAASAGIN can be greatly reduced with the assistance of civil aircrafts at the same data rate. 展开更多
关键词 AI-enabled space-air-ground integrated networks civil aircraft assisted networks satellite constellation design joint coverage analysis
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Mechanical Dispatch Reliability Prediction for Civil Aircraft Considering Operational Parameters 被引量:1
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作者 Yunwen Feng Zhicen Song Cheng Lu 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第3期1925-1942,共18页
To effectively predict the mechanical dispatch reliability(MDR),the artificial neural networks method combined with aircraft operation health status parameters is proposed,which introduces the real civil aircraft oper... To effectively predict the mechanical dispatch reliability(MDR),the artificial neural networks method combined with aircraft operation health status parameters is proposed,which introduces the real civil aircraft operation data for verification,to improve the modeling precision and computing efficiency.Grey relational analysis can identify the degree of correlation between aircraft system health status(such as the unscheduled maintenance event,unit report event,and services number)and dispatch release and screen out themost closely related systems to determine the set of input parameters required for the prediction model.The artificial neural network using radial basis function(RBF)as a kernel function,has the best applicability in the prediction of multidimensional,small sample problems.Health status parameters of related systems are used as the input to predict the changing trend ofMDR,under the artificial neural network modeling framework.The case study collects real operation data for a certain civil aircraft over the past five years to validate the performance of the model which meets the requirements of the application.The results show that the prediction quadratic error Ep of the model reaches 6.9×10−8.That is to say,in the existing operating environment,the prediction of the number of delay&cancel events per month can be less than once.The accuracy of RBF ANN,BP ANN and GA-BP ANN are compared further,and the results show that RBF ANN has better adaptability to such multidimensional small sample problems.The efforts of this paper provide a highly efficientmethod for theMDR prediction through aircraft system health state parameters,which is a promising model to enhance the prediction and controllability of the dispatch release,providing support for the construction of the civil aircraft operation system. 展开更多
关键词 Mechanical dispatch reliability GRA-RBF civil aircraft artificial neural network
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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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Discussion on Continuous Airworthiness and Maintenance of Civil Aircraft
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作者 Sai Luo 《Journal of Electronic Research and Application》 2022年第1期1-4,共4页
With China’s rapid economic development,the civil aviation market’s development area has expanded.On this basis,the state has proposed more extensive and stringent civil aviation rules.Many factors can affect the ci... With China’s rapid economic development,the civil aviation market’s development area has expanded.On this basis,the state has proposed more extensive and stringent civil aviation rules.Many factors can affect the civil aircraft during the real operation process,and this can have an impact on the aircraft’s regular functioning to some level.To ensure that civil aircraft remain airworthy,appropriate maintenance work must be performed on a regular basis to prevent compromising the aircraft’s safety performance.For the purpose of reference,this paper discusses the continual airworthiness and maintenance of civil aircraft. 展开更多
关键词 civil aircraft Continuous airworthiness REPAIR
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Hydraulic piston pump in civil aircraft: Current status, future directions and critical technologies 被引量:40
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作者 Shengrong GUO Jinhua CHEN +2 位作者 Yueliang LU Yan WANG Hongkang DONG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第1期16-30,共15页
The piston pump is the key power component in the civil aircraft hydraulic system,and the most common pump used in the aviation field is the pressure compensated variable displacement type.In this review paper,a basic... The piston pump is the key power component in the civil aircraft hydraulic system,and the most common pump used in the aviation field is the pressure compensated variable displacement type.In this review paper,a basic introduction to the civil aircraft piston pump is presented,including the classification,structure,working principle,design features,and achievements by some research groups.Then,the future directions of the aircraft pump are reported from various perspectives.Further,the critical technologies are analyzed and summarized in detail from six thrust areas:friction couples,noise reduction,inlet boost,thermal management,fault diagnosis and health management,and mechanical seal.Finally,the challenges and limitations of the research on the aircraft pump are discussed to provide valuable insight for future scholars. 展开更多
关键词 civil aircraft Engine driven pump High pressure INLET boost Intelligent control Lubricating GAPS PISTON PUMPS PULSATION reduction
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Grey Incidence Analysis Applied to Civil Aircraft Customization Process 被引量:1
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作者 Ding Songbin Ge Ruichen Wang Xiaoli 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2016年第2期137-146,共10页
The airlines need to select the optional equipment according to their individual development demands and the manufacture′s standard specification manual when purchasing a new airplane.For this customization process,t... The airlines need to select the optional equipment according to their individual development demands and the manufacture′s standard specification manual when purchasing a new airplane.For this customization process,the selection theory is mainly based on qualitative analysis and quantitative analysis.The grey incidence analysis(GIA)is used for modeling,which evaluates the correlations between optional equipment and airlines′individual demands.Meanwhile,the customization demands are quantitatively processed as different weights in evaluation index system with analytical hierarchy process.Then,the value of grey incidence degree is obtained which shows whether the optional equipment is on the purchasing list or not.Finally,two airlines′customization demands are applied in the example of aircraft cabin′s seats,so two different purchasing priorities and equipment installation lists can be obtained.The results and comparisons verify the reasonable of modeling,which provides an objective scheme of aircraft equipment selection. 展开更多
关键词 AIRLINES GREY INCIDENCE analysis (GIA) CUSTOMIZATION PROCESS civil aircraft equipment selection indi- vidual demand
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Next-generation civil aircraft flight recording system:Smart,deployable,and emergency-enabled 被引量:1
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作者 Jianhong Sun Zhixian Liu +8 位作者 Zhi Sun Tianxiang Huang Changyue Xu Daren Zheng Lin Shen Zhigeng Fang ShaoFan Zhu Weijie Xia Weiwei Li 《Aerospace Traffic and Safety》 2025年第2期47-63,共17页
Flight recording systems(FRS)are specialized electronic devices installed on aircraft to continuously record flight parameters,audio,video and data-link information throughout the flight.An FRS that contains a Flight ... Flight recording systems(FRS)are specialized electronic devices installed on aircraft to continuously record flight parameters,audio,video and data-link information throughout the flight.An FRS that contains a Flight Data Recorder(FDR),or a combination of an FDR and a Cockpit Voice Recorder(CVR),is commonly referred to as a“black box”.Civil aircraft FRS is vital in supporting the investigation of aviation accidents and incidents.However,traditional fixed recorders face critical limitations in extreme crash scenarios,such as pelagic environment,ocean currents,mountainous terrain,and muddy environments,which severely hinder timely data recovery.This paper provides a comprehensive overview of the current state and future development of FRS.This review first traces the evolution of FRS from analog foil and magnetic tape-based devices to modern solid-state recorders,highlighting key technological advances in storage media,crash survivability,and system integration.Then,the limitations of traditional FRS in severe accidents are analyzed including long retrieval cycles,high costs,and other technical inadequacies.To address these limitations,next-generation FRS are being developed with smart,deployable,and equipped with emergency capabilities.These advanced systems incorporate autonomous separation mechanisms,parachute-assisted descent,airbag flotation,and real-time data transmission to ensure data preservation and improve search and rescue efficiency.Major aerospace manufacturers,including Commercial Aircraft Corporation of China,Ltd.(COMAC),Airbus,and Boeing,are actively pursuing full-attitude in-flight emergency separation technologies.Finally,the paper explores emerging trends in FRS technology,focusing on high-reliability,high-safety separation mechanisms,cloud-based recording systems,data security and usage,innovations in materials and structural design,and the harmonization of international standards. 展开更多
关键词 Flight recording system civil aircraft Aviation safety Deployable flight recorder Emergency separation
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The suction force effect analysis of large civil aircraft ditching 被引量:10
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作者 ZHANG Tao LI Shu DAI HengChao 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第10期2789-2797,共9页
The research on ditching is indispensable for civil airplanes made in China to obtain the airworthiness certificates.The suction force effect in the ditching process is a hot and difficult research topic.In this paper... The research on ditching is indispensable for civil airplanes made in China to obtain the airworthiness certificates.The suction force effect in the ditching process is a hot and difficult research topic.In this paper,the explicit method is employed to solve the discrete Lagrangian finite element equations.The Eulerian finite volume method(FVM) is used to solve the Eulerian control equations;the fluid-solid coupling is realized through the general coupling method.The model of large civil airplane ditching is simulated by Dytran and the model test in tank is carried out in the same condition.Based on the analysis on the impacts and generation of the suction force and a numerical example,we obtain the accurate ditching pressure and pitch angle,as well as the results from the simulation and test.The estimated pressure and pitch angles are consistent with the results in the test.In the simulation,where the suction force is considered,the attitude-time history curve is very similar to the one of the tests,whereas the attitudes in the calculation without suction force is far different from the test.It can be concluded from the results that the suction force is the key impact in ditching calculation and can be simulated by general coupling method.In addition,different weight characteristics and different initial pitch angles both result in different pressures of ditching. 展开更多
关键词 large civil aircraft DITCHING fluid-solid coupling finite element method(FEM) finite volume method(FVM) suction force
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Optimization of Maintenance in Civil Aviation Aircraft Equipments
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作者 Gangfeng Wang 《Journal of World Architecture》 2021年第1期26-29,共4页
As the economic level rising,the function and stability of civil aircraft have been greatly improved.However,with the development of science and technology in modern civil aviation transportation,the frequent occurren... As the economic level rising,the function and stability of civil aircraft have been greatly improved.However,with the development of science and technology in modern civil aviation transportation,the frequent occurrence of flight accidents has threatened people’s safety.The main reason is the internal failure of the engine body or the daily maintenance management is incomplete.Therefore,the relevant maintenance management departments should attach great importance to the first core research and management of civil aircraft stability and safety.In view of various equipment problems existing in the operation of civil aircraft,the practical application of data collection mode and maintenance information disclosure mode of modern aircraft maintenance equipment is analyzed.This paper describes some characteristics of aircraft maintenance work,and combined with the main factors affecting the risk of civil aircraft maintenance,giving countermeasures and suggestions to effectively improve the level of civil aircraft maintenance risk management. 展开更多
关键词 civil aircraft EQUIPMENT Maintenance OPTIMIZATION
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OPTIMAL DESIGN AND AERODYNAMIC CALCULATION OF WING CONFIGURATION OF CIVIL AIRCRAFT
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作者 Wang Liangyi(Department of Aerddynamics,NUAA 29 Yudao Street,Nanjing 210016,P.R.China) 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 1994年第2期165-169,共5页
An effective method of optimal design of wing configuration is provided. The SUMT (sequential unconstained minimization technique) method is a good technique for solving the nonlinear programming. The application of p... An effective method of optimal design of wing configuration is provided. The SUMT (sequential unconstained minimization technique) method is a good technique for solving the nonlinear programming. The application of penalty in optimal design of wing configuration has been solved well. The present method for the aerodynamic calculation is the combination of both the nonlinear panel method and the suction analogy method of vortexlift spanwise distribution on large swept wing-tip. The calculation results are in good agreement with experimental data. According to the computation and experiment,the mechanism of the increased lift and reduced drag about the sheared wing-tip wing has been analyzed, and some opinions of interest are proposed. 展开更多
关键词 optimum DESIGN aerodynamic COMPUTATIONS civil aircraft sheared wing-tip WING PENALTY function
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面向CO浓度与高温危害的民机火灾数值模拟研究
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作者 张中波 陈亭西 肖鹏 《安全与环境学报》 北大核心 2026年第1期209-220,共12页
建立了180座窄体客机客舱全尺寸模型,采用计算流体力学(Computational Fluid Dynamics,CFD)方法分析了不同空调送风量下,客舱扩大型火灾产生的CO和温度分布规律。基于FED失能模型和高温失能模型,分析了不同位置乘客在CO与高温双重影响... 建立了180座窄体客机客舱全尺寸模型,采用计算流体力学(Computational Fluid Dynamics,CFD)方法分析了不同空调送风量下,客舱扩大型火灾产生的CO和温度分布规律。基于FED失能模型和高温失能模型,分析了不同位置乘客在CO与高温双重影响下的耐受时间阈值。结果表明,增强客舱通风可使CO蔓延速度降低约50%,且CO的扩散范围显著缩小,第120 s时CO体积分数超过4500×10^(-6)的区域从25排缩小至12排。提高空调送风量可延长舱内乘客的忍耐极限时间2~50 s。值得注意的是,内流场环境使火灾对后舱的乘客影响更为明显,送风量为15 L时,客舱后部CO体积分数增长速率为客舱前部的1.96倍;随着送风量增加,前后舱室CO体积分数的非对称性加剧;在15 L送风量时,前后舱室CO体积分数增长速率差异是5 L时的2.55倍。在空调系统正常送风的情况下,大多数乘客在火灾中失能的时间仅为60~100 s。若机组成员能够及时调高空调送风量,乘客的可耐受时间可延长2~50 s。此外,客舱前部乘客的失能时间阈值比后部乘客长约30 s。 展开更多
关键词 安全工程 民机火灾 CO烟气 CFD仿真 人员失能
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面向民机典型系统健康管理的故障诊断技术综述与展望
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作者 冯蕴雯 王锐 +1 位作者 陈俊宇 路成 《航空制造技术》 北大核心 2026年第1期14-34,共21页
民用飞机健康管理技术是保障航空安全、提升运维效率的有效手段,健康管理技术的实施离不开高效、先进的故障诊断技术。基于面向民用飞机典型系统健康管理的故障诊断技术发展需求,本文系统梳理了面向民用飞机健康管理的故障诊断技术方法... 民用飞机健康管理技术是保障航空安全、提升运维效率的有效手段,健康管理技术的实施离不开高效、先进的故障诊断技术。基于面向民用飞机典型系统健康管理的故障诊断技术发展需求,本文系统梳理了面向民用飞机健康管理的故障诊断技术方法,从模型驱动、知识驱动、数据驱动3个维度展开深入分析,进而总结各维度技术方法的优势、不足及适用场景,给出各维度技术的融合方法应用框架,并展望了民用飞机健康管理的整体发展趋势,为国产民用飞机健康管理技术的工程化应用提供理论参考与优化路径。 展开更多
关键词 民用飞机 健康管理 模型驱动 知识驱动 数据驱动
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基于RoBERTa模型的民机运维数据语料要素识别
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作者 马超 邹子炀 范杰 《科学技术与工程》 北大核心 2026年第2期701-707,共7页
随着民用航空业的快速发展,民机运维数据的深度解析成为提升飞行安全与维修效能的关键路径。针对非结构化运维文本中要素实体识别与用户意图理解的双重需求,提出了一种多任务协同分析框架:首先,通过RoBERTa(robustly optimized BERT app... 随着民用航空业的快速发展,民机运维数据的深度解析成为提升飞行安全与维修效能的关键路径。针对非结构化运维文本中要素实体识别与用户意图理解的双重需求,提出了一种多任务协同分析框架:首先,通过RoBERTa(robustly optimized BERT approach)模型进行预训练捕捉语义信息,接着通过双向长短期记忆网络(bidirectional long short-term memory,BiLSTM)捕获时序依赖特征,并利用条件随机场(conditional random field,CRF)优化标签转移约束并输出,实现对维修记录中部件、故障、操作等实体的高精度识别;其次,面向智能问答系统的语义理解需求,对比分析BERT、RoBERTa及Qwen-Max预训练语言模型在运维意图识别任务中的适应性,基于性能与计算效率的平衡性验证,确立RoBERTa为意图分类基座模型。实验表明,所提框架在实体抽取与意图识别任务中均显著优于传统基准模型,其双任务协同机制为民机运维知识图谱构建与智能问答服务提供了数据支撑,具有较高的应用潜力和实用价值。 展开更多
关键词 RoBERTa 命名实体识别 民机运维数据 自然语言处理
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面向“两业融合”的飞行器制造工程专业人才培养体系重构
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作者 徐建新 刘文权 +1 位作者 郭巧荣 王轩 《高教学刊》 2026年第3期13-16,共4页
该文系统梳理我国民航运输业和民机制造业“两业融合”对人才培养数量和质量的需求,分析我国民航运输业和航空制造业的行业特点和时代特征,总结中国民航大学飞行器制造工程专业人才培养质量的优势和面临的挑战。围绕交通强国建设民航新... 该文系统梳理我国民航运输业和民机制造业“两业融合”对人才培养数量和质量的需求,分析我国民航运输业和航空制造业的行业特点和时代特征,总结中国民航大学飞行器制造工程专业人才培养质量的优势和面临的挑战。围绕交通强国建设民航新篇章的总体战略目标和任务,结合我国国产民机的研发,对新时代中国民航大学飞行器制造工程专业的人才培养目标进行再定位,提出专业人才培养重构和优化的总体思路,致力于持续提升专业人才培养质量。 展开更多
关键词 民航运输业 民机制造业 飞行器制造工程专业 人才培养质量 重构
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