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Improvement of inert-gas distribution for fuel tanks with the objective of minimum bleed flowrate 改进燃料箱的惰性气体分配,以实现最小放气流量为目标
IF 1.5 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-08-02 DOI: 10.1108/aeat-02-2024-0050
Xinyu Lin, Weihua Liu

Purpose

To ensure the safety of aircraft fuel tanks, the FAA issued an airworthiness clause (25.981(b)) suggesting that the risk of combustion and explosion be reduced by installing a Flammability Reduction Means or an Ignition Mitigation Means. The airflow distribution method has a significant effect on the inerting performance. Therefore, this study aims to determine an optimum airflow distribution method of the inerting system.

Design/methodology/approach

This paper establishes the calculation model of the oxygen concentration in the ullage of a multi-bay fuel tank, calculates the oxygen concentration in the ullage of an aircraft tank in single-flow and dual-flow modes under series and parallel ventilation methods and analyses the inerting performance of the tank under different airflow distribution methods.

Findings

The results show that: (1) the bleed flow rate required to achieve whole process inerting of multi-bay fuel tank in dual-flow mode is lower than that in single-flow mode; (2) under the parallel ventilation method, the decrease of oxygen concentration and the uniformity of each bay are better than that in the series ventilation method; (3) dual-flow mode staged ventilation method can be used to achieve the whole process inerting of the tanks under the minimum engine bleed consumption.

Originality/value

The novelty of this paper is to analyze and optimize the airflow distribution method of the inerting system under the whole flight envelope to minimize the engine bleed consumption.

目的 为确保飞机油箱的安全,美国联邦航空局发布了一项适航条款 (25.981(b)),建议通过安装可燃性降低装置或点火缓解装置来降低燃烧和爆炸的风险。气流分布方法对惰化性能有很大影响。因此,本研究旨在确定惰化系统的最佳气流分配方法。本文建立了多舱油箱膛内氧气浓度的计算模型,计算了飞机油箱在串联和并联通风方式下单流和双流模式下的膛内氧气浓度,并分析了不同气流分配方法下油箱的惰化性能:(结果表明:(1)在双流模式下实现多舱油箱全过程惰化所需的放气流量低于单流模式;(2)在并流通气方式下,各舱氧气浓度的下降幅度和均匀性均优于串流通气方式;(3)采用双流模式分段通气方式可在发动机放气消耗量最小的情况下实现油箱的全过程惰化。独创性/价值本文的新颖之处在于分析和优化了全飞行包线下惰化系统的气流分布方法,使发动机排气消耗最小。
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引用次数: 0
Numerical simulation of ice accretion on helicopter rotor blades with trailing edge flap 带有后缘襟翼的直升机旋翼上积冰的数值模拟
IF 1.5 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-08-02 DOI: 10.1108/aeat-02-2024-0027
Man Tang, Yihua Cao, Guo Zhong

Purpose

This paper aims to describe a numerical simulation method of ice accretion on BO105 helicopter blades for predicting the effects of trailing edge flap deflection on ice accretion.

Design/methodology/approach

A numerical simulation method of ice accretion is established based on Myers model. Next, the shape and location of ice accretion of NACA0012 airfoil are calculated, and a comparison between calculated results and experimental data is made to validate the method. This method is used to investigate the effect of trailing edge flap deflection on ice accretion of a rotor blade.

Findings

The numerical method is feasible and effective to study the ice accretion on helicopter rotor blades. The downward deflection of the trailing edge flap affects the shape of the ice.

Practical implications

This method can be further used to predict the ice accretion in actual flights of the helicopters with multielement airfoils.

Originality/value

The numerical simulation method here can lay a foundation of the research about helicopter flight performance in icing condition through predicting the shape and location of ice accretion on rotor blades.

设计/方法/途径 建立了基于迈尔斯模型的积冰数值模拟方法。然后,计算了 NACA0012 翼面积冰的形状和位置,并将计算结果与实验数据进行对比,以验证该方法的有效性。该方法用于研究后缘襟翼挠度对旋翼桨叶积冰的影响。后缘襟翼向下偏转会影响冰的形状。实用意义该方法可进一步用于预测多元素翼面直升机实际飞行中的积冰情况。
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引用次数: 0
Fixed-time fault-tolerant attitude tracking control for UAV based on fixed-time extended state observer 基于固定时间扩展状态观测器的无人飞行器固定时间容错姿态跟踪控制
IF 1.5 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-08-02 DOI: 10.1108/aeat-02-2024-0040
Qilong Wu, Qidan Zhu

Purpose

To improve the robustness of carrier-based unmanned aerial vehicle (UAV) with actuator faults attitude tracking control system, this paper aims to propose a fixed-time backstepping (FXTBSC) fault-tolerant control based on a fixed-time extended state observer.

Design/methodology/approach

A fixed-time extended state observer (FXTESO) is designed to estimate the total disturbance including nonlinear, coupling, actuator faults and external disturbances. The integration of backstepping control and fixed-time technology ensures fixed-time convergence.

Findings

The simulation results of tracking the desired attitude angle show that the anti-interference, fault tolerance and tracking accuracy of FXTBSC-FXTESO are better than the BSC-ESO control method.

Originality/value

Different from the traditional BSC-ESO, the convergence speed and convergence accuracy of FXTBSC-FXTESO proposed in this paper are better than conventional extended state observer. And the fixed time controller has the advantages of high tracking accuracy, fault tolerance and anti-interference ability.

设计/方法/途径设计了一个固定时间扩展状态观测器(FXTESO)来估计包括非线性、耦合、执行器故障和外部干扰在内的总干扰。研究结果跟踪期望姿态角的仿真结果表明,FXTBSC-FXTESO 的抗干扰性、容错性和跟踪精度均优于 BSC-ESO 控制方法。固定时间控制器具有跟踪精度高、容错和抗干扰能力强等优点。
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引用次数: 0
Optimization of flight conditions based on performance sensitivity analysis for jet transport aircraft 基于喷气运输机性能敏感性分析的飞行条件优化
IF 1.5 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-07-30 DOI: 10.1108/aeat-10-2023-0271
Wei Jiang, Hun Guo, Danye Zhu, Ray C. Chang

Purpose

This study aims to enhance the fuel efficiency of jet transport aircraft based on mathematical models and flight crew operating manual (FCOM) for the purpose to assist the civil aviation industry in improving flight safety and operational efficiency.

Design/methodology/approach

The research applies flight data mining and fuzzy logic modeling technologies to set up lift-to-drag ratio (L/D) models and nine models of thrust, Mach number, engine pressure ratio and fuel flow rate to estimate the deviation of each flight parameter. All performance deviations are calculated based on the values of flight data recorded in the quick access recorder and FCOM at the observed flight conditions. The L/D model can obtain the influence of each flight parameter and estimate the insufficient amount of each parameter by averaging it with the least square method. In the estimation of optimal altitude, nine models are built based on data from FCOM to estimate the optimal altitude and complete comparative analysis of the airspeed, Mach number and fuel flow rate at the optimal altitude.

Findings

Analyze 11 relevant parameters from the sensitivity derivative of L/D model to obtain how each parameter affected fuel consumption and explore the causes of additional fuel consumption. Complete the estimation of the optimal cruise altitude of the aircraft, and calculate the comparative analysis of the altitude, speed, Mach number and other parameters with the sensitivity derivative of the L/D. The estimation of the optimal cruise altitude of the aircraft can meet the analysis of the sensitivity derivative.

Research limitations/implications

This study is to enhance the fuel efficiency of jet commercial transport based on mathematical model and FCOM. FCOM is required to conduct this study. The estimation of the optimal cruise altitude through the nine models of the aircraft could meet the analysis of the sensitivity derivative.

Practical implications

The object of present research is to demonstrate the effectiveness of optimization of flight conditions through model analysis to get knowledge of the effects of each influencing flight variable to L/D for future flight operations’ reference.

Social implications

The model-based derivative analysis had the ability to perform derivative prediction analysis on any input parameters, more flight parameters could be optimized in future research to help airlines improve flight safety and operational efficiency.

Originality/value

The present enhancement method of fuel efficiency is an innovation to examine the abnormal aircraft performance and its flight operations, thereby to explore the causes of additional fuel consumption. The present method can become an auxiliary tool for f

本研究旨在基于数学模型和飞行机组操作手册(FCOM)提高喷气式运输机的燃油效率,以帮助民航业提高飞行安全和运行效率。研究应用飞行数据挖掘和模糊逻辑建模技术,建立升阻比(L/D)模型和推力、马赫数、发动机压力比和燃油流量等九个模型,以估算各飞行参数的偏差。所有性能偏差都是根据快速记录仪和 FCOM 在观测飞行条件下记录的飞行数据值计算得出的。L/D 模型可以获得各飞行参数的影响,并通过最小二乘法平均估算各参数的不足量。在估计最佳高度时,根据 FCOM 的数据建立了 9 个模型来估计最佳高度,并完成了最佳高度下的空速、马赫数和燃油流量的对比分析。研究结果从 L/D 模型的灵敏度导数中分析了 11 个相关参数,得出了各参数对燃油消耗的影响,并探讨了燃油消耗增加的原因。完成飞机最佳巡航高度的估算,并计算高度、速度、马赫数等参数与 L/D 敏感导数的对比分析。飞机最佳巡航高度的估算可以满足灵敏度导数的分析。研究局限性/意义本研究是基于数学模型和 FCOM 提高喷气式商业运输机的燃油效率。本研究需要使用 FCOM。实践意义本研究的目的是通过模型分析展示优化飞行条件的有效性,了解各影响飞行变量对 L/D 的影响,为今后的飞行操作提供参考。社会意义基于模型的导数分析能够对任意输入参数进行导数预测分析,在未来的研究中可以优化更多的飞行参数,帮助航空公司提高飞行安全和运行效率。本方法可作为航班运行质量保证的辅助工具,以提高航空公司的燃油效率。
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引用次数: 0
Safety evaluation of human-caused errors in civil aviation based on analytic hierarchy process and fuzzy comprehensive evaluation method 基于层次分析法和模糊综合评价法的民航人为错误安全评价
IF 1.5 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-07-30 DOI: 10.1108/aeat-03-2024-0077
Yi Chai, Yungang Wang, Yuansheng Wang, Le Peng, Lvyuan Hou

Purpose

At present, the statistics of human error events in domestic civil aviation are limited, and the analysis indicators are difficult to quantify. The purpose of this study is to reduce the incidence of human error events and improve the safety of civil aviation.

Design/methodology/approach

In this paper, a safety prevention evaluation method combining analytic hierarchy process (AHP) and fuzzy comprehensive evaluation (FCE) is proposed. The risk factors of civil aviation safety are identified through questionnaire survey and calculated by MATLAB software.

Findings

The results of the study are as follows: a safety risk evaluation index system including 4 first-level indicators and 16 second-level indicators is constructed; the AHP is used to calculate the weight of the influencing factors of human error and sort them; and the FCE method is used to quantitatively evaluate the safety prevention of civil aviation human error and put forward the countermeasures.

Research limitations/implications

This study also has some limitations. While it provides an overall quantitative identification of civil aviation safety risk factors, the research methods chosen, such as the questionnaire survey method and the AHP, involve individual subjectivity. Consequently, the research results may have errors. In the preliminary preparation of the follow-up study, we should analyze a large number of civil aviation accident investigation reports, more accurately clarify the human error factors and completely adopt the quantitative analysis method in the research method.

Practical implications

This study identifies the risk factors of civil aviation safety and conducts a reasonable analysis of human error factors. In the daily training of civil aviation, the training can be focused on previous man-made accidents; in view of the “important” influencing factors, the aviation management system is formulated to effectively improve the reliability of aviation staff; according to the evaluation criteria of human error in civil aviation, measures to prevent and control accidents can be better formulated.

Social implications

In view of these four kinds of influencing factors, the corresponding countermeasures and preventive measures are taken according to the discussion, so as to provide the basis for the prevention of aviation human error analysis, management and decision-making, prevent the risk from brewing into safety accidents and improve the safety of aviation management.

Originality/value

Based on the questionnaire survey, this study creatively applies the safety prevention evaluation method combining AHP and FCE to the study of civil aviation human error, integrates the advantages of qualitative and quantitative m

目的目前,国内民航人为失误事件的统计数据有限,分析指标难以量化。本文提出了一种结合层次分析法(AHP)和模糊综合评价法(FCE)的安全预防评价方法。研究结果构建了包括 4 个一级指标和 16 个二级指标的安全风险评价指标体系,利用 AHP 计算人为失误影响因素的权重并进行排序,利用 FCE 方法对民航人为失误的安全防范进行定量评价并提出对策。虽然本研究对民航安全风险因素进行了整体量化识别,但所选择的研究方法,如问卷调查法和 AHP 法,涉及个人主观因素。因此,研究结果可能存在误差。在后续研究的前期准备中,我们应该对大量的民航事故调查报告进行分析,更加准确地明确人为失误因素,在研究方法上完全采用定量分析方法。在民航日常培训中,可以针对以往人为事故进行重点培训;针对 "重要 "影响因素,制定航空管理制度,有效提高航空工作人员的可靠性;根据民航人为失误的评价标准,更好地制定事故防控措施。社会意义针对这四种影响因素,根据论述采取相应的对策和预防措施,为预防航空人为失误的分析、管理和决策提供依据,防止风险酿成安全事故,提高航空管理的安全性。独创性/价值本研究在问卷调查的基础上,创造性地将AHP与FCE相结合的安全预防评价方法应用于民航人为差错研究,综合定性与定量方法的优势,灵活设计定性问题,客观量化研究结果,减少主观变量。然后,通过探讨民航安全管理措施,规避风险因素,降低人为失误事件的发生率,提高民航安全水平。
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引用次数: 0
A comprehensive review of state-of-art FishBAC – fishbone active camber morphing wing surfaces–: a promising morphing method FishBAC - 鱼骨式主动外倾角变形翼面--最新技术综述:一种前景广阔的变形方法
IF 1.5 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-07-30 DOI: 10.1108/aeat-04-2024-0096
Emre Ozbek, Selcuk Ekici, Tahir Hikmet Karakoç

Purpose

The current research conducts a comprehensive review on FishBAC (fishbone active camber morphing wing surfaces) for researchers and scientists and sheds light on challenges and opportunities of FishBAC development.

Design/methodology/approach

This is a review article and this study reviews previous research on FishBAC.

Findings

The current FishBAC applications could be upgraded into more efficient designs in materials, design and mechanisms with more perspectives involved. Then, this promising branch of morphing surface design could be integrated with rotor blades, unmanned aerial vehicle wings, general aviation aircraft surfaces and so on.

Research limitations/implications

This is a review article.

Practical implications

The contributions of the study are summarized as follows: to provide an overview of FishBAC research; to compare various approaches and trends in FishBAC designs; to address the research gap in the roadmap for FishBAC design; and to discuss the challenges and opportunities of FishBAC development.

Originality/value

To the best of the authors’ knowledge, this is the first review on a promising morphing method and an alternative for conventional flaps and ailerons.

设计/方法/途径这是一篇综述性文章,本研究回顾了以往关于鱼骨主动外倾变形翼面的研究。研究结果目前的鱼骨主动外倾变形翼面应用可以升级为材料、设计和机制方面更高效的设计,并涉及更多的视角。研究局限/意义这是一篇综述文章。实践意义本研究的贡献归纳如下:概述了 FishBAC 的研究;比较了 FishBAC 设计的各种方法和趋势;解决了 FishBAC 设计路线图中的研究空白;讨论了 FishBAC 开发的挑战和机遇。
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引用次数: 0
Acoustic-based diagnostics for UAV propeller damage using HNR and Gaussian Naive Bayes 利用 HNR 和高斯直觉贝叶斯对无人机螺旋桨损坏进行声学诊断
IF 1.5 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-07-29 DOI: 10.1108/aeat-05-2024-0155
Bahadır Cinoğlu

Purpose

The purpose of this study is to determine propeller damage based on acoustic recordings taken from unmanned aerial vehicle (UAV) propellers operated at different thrust conditions on a test bench. Propeller damage is especially critical for fixed-wing UAVs to sustain a safe flight. The acoustic characteristics of the propeller vary with different propeller damages.

Design/methodology/approach

For the research, feature extraction methods and machine learning techniques were used during damage detection from propeller acoustic data. First of all, sound recordings were obtained by operating five different damaged propellers and undamaged propellers under three different thrusts. Afterwards, the harmonic-to-noise ratio (HNR) feature extraction technique was applied to these audio recordings. Finally, model training and validation were performed by applying the Gaussian Naive Bayes machine learning technique to create a diagnostic approach.

Findings

A high recall value of 96.19% was obtained in the performance results of the model trained according to damaged and undamaged propeller acoustic data. The precision value was 73.92% as moderate. The overall accuracy value of the model, which can be considered as general performance, was obtained as 81.24%. The F1 score has been found as 83.76% which provides a balanced measure of the model’s precision and recall values.

Practical implications

This study include provides solid method to diagnose UAV propeller damage using acoustic data obtain from the microphone and allows identification of differently damaged propellers. Using that, the risk of in-flight failures can be reduced and maintenance costs can be lowered with addressing the occurred problems with UAV propeller before they worsen.

Originality/value

This study introduces a novel method to diagnose damaged UAV propellers using the HNR feature extraction technique and Gaussian Naive Bayes classification method. The study is a pioneer in the use of HNR and the Gaussian Naive Bayes and demonstrates its effectiveness in augmenting UAV safety by means of propeller damages. Furthermore, this approach contributes to UAV operational reliability by bridging the acoustic signal processing and machine learning.

本研究的目的是根据在试验台上不同推力条件下运行的无人驾驶飞行器(UAV)螺旋桨的声学记录来确定螺旋桨的损坏情况。螺旋桨损坏对于固定翼无人机维持安全飞行尤为重要。螺旋桨的声学特性随螺旋桨损坏程度的不同而变化。首先,通过在三种不同推力下操作五种不同的损坏螺旋桨和未损坏螺旋桨获得声音记录。然后,对这些音频记录应用谐噪比(HNR)特征提取技术。结果根据受损和未受损螺旋桨声学数据训练的模型的性能结果获得了 96.19% 的高召回值。精确度值为 73.92%,属于中等水平。模型的总体精确度值为 81.24%,可视为一般性能。F1 得分为 83.76%,它提供了对模型精确度和召回值的平衡衡量。 实际意义这项研究包括利用从麦克风获得的声学数据诊断无人机螺旋桨损坏的可靠方法,并允许识别不同损坏的螺旋桨。利用这种方法,可以降低飞行故障的风险,并在无人机螺旋桨出现问题之前将其解决,从而降低维护成本。原创性/价值本研究介绍了一种利用 HNR 特征提取技术和高斯奈维贝叶斯分类方法诊断无人机螺旋桨损坏的新方法。该研究是使用 HNR 和高斯奈何贝叶斯的先驱,证明了其在通过螺旋桨损坏增强无人机安全性方面的有效性。此外,这种方法通过声学信号处理和机器学习之间的桥梁作用,有助于提高无人机的运行可靠性。
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引用次数: 0
Self-learning for translational control of elliptical orbit spacecraft formations 椭圆轨道航天器编队平移控制的自我学习
IF 1.5 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-07-29 DOI: 10.1108/aeat-01-2024-0020
Weijia Lu, Chengxi Zhang, Fei Liu, Jin Wu, Jihe Wang, Lining Tan

Purpose

This paper aims to investigate the relative translational control for multiple spacecraft formation flying. This paper proposes an engineering-friendly, structurally simple, fast and model-free control algorithm.

Design/methodology/approach

This paper proposes a tanh-type self-learning control (SLC) approach with variable learning intensity (VLI) to guarantee global convergence of the tracking error. This control algorithm utilizes the controller's previous control information in addition to the current system state information and avoids complicating the control structure.

Findings

The proposed approach is model-free and can obtain the control law without accurate modeling of the spacecraft formation dynamics. The tanh function can tune the magnitude of the learning intensity to reduce the control saturation behavior when the tracking error is large.

Practical implications

This algorithm is model-free, robust to perturbations such as disturbances and system uncertainties, and has a simple structure that is very conducive to engineering applications.

Originality/value

This paper verified the control performance of the proposed algorithm for spacecraft formation in the presence of disturbances by simulation and achieved high steady-state accuracy and response speed over comparisons.

目的 本文旨在研究多航天器编队飞行的相对平移控制。本文提出了一种工程友好、结构简单、快速且无模型的控制算法。设计/方法/途径 本文提出了一种具有可变学习强度(VLI)的 Tanh 型自学习控制(SLC)方法,以保证跟踪误差的全局收敛性。该控制算法除了利用当前系统状态信息外,还利用了控制器之前的控制信息,避免了控制结构的复杂化。tanh 函数可以调整学习强度的大小,以减少跟踪误差较大时的控制饱和行为。实用意义该算法无需模型,对扰动和系统不确定性等扰动具有鲁棒性,且结构简单,非常有利于工程应用。
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引用次数: 0
Research on insect-like long endurance hovering double-wing FMAV prototype 昆虫式长航时悬停双翼 FMAV 原型研究
IF 1.5 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-07-25 DOI: 10.1108/aeat-09-2023-0239
Yichen Zhang, Feng Cui, Wu Liu, Wenhao Zhu, Yiming Xiao, Qingcheng Guo, Jiawang Mou

Purpose

Endurance time is an important factor limiting the progress of flapping-wing aircraft. In this study, this paper developed a prototype of a double-wing flapping-wing micro air vehicle (FMAV) that mimics insect-scale flapping wing for flight. Besides, novel methods for optimal selection of motor, wing length and battery to achieve prolonged endurance are proposed. The purpose of this study is increasing the flight time of double-wing FMAV by optimizing the flapping mechanism, wings, power sources, and energy sources.

Design/methodology/approach

The 20.4 g FMAV prototype with wingspan of 21.5 cm used an incomplete gear flapping wing mechanism. The motor parameters related to the lift-to-power ratio of the prototype were first identified and analyzed, then theoretical analysis was conducted to analyze the impact of wing length and flapping frequency on the lift-to-power ratio, followed by practical testing to validate the theoretical findings. After that, analysis and testing examined the impact of battery energy density and efficiency on endurance. Finally, the prototype’s endurance duration was calculated and tested.

Findings

The incomplete gear facilitated 180° symmetric flapping. The motor torque constant showed a positive correlation with the prototype’s lift-to-power ratio. It was also found that the prototype achieved the best lift-to-power ratio when using 100 mm wings.

Originality/value

A gear-driven flapping mechanism was designed, capable of smoothly achieving 180° symmetric flapping. Besides, factors affecting long-duration flight – motor, wings and battery – were identified and a theoretical flight duration analysis method was developed. The experimental result proves that the FMAV could achieve the longest hovering time of 705 s, outperforming other existing research on double-wing FMAV for improving endurance.

目的续航时间是限制拍翼飞行器进步的一个重要因素。在这项研究中,本文开发了双翼拍翼微型飞行器(FMAV)的原型,该原型模仿昆虫拍翼飞行。此外,还提出了优化选择电机、机翼长度和电池的新方法,以达到延长续航时间的目的。本研究的目的是通过优化拍翼机构、机翼、动力源和能源来延长双翼微型飞行器的飞行时间。设计/方法/方法翼展为 21.5 厘米、重 20.4 克的微型飞行器原型采用了不完全齿轮拍翼机构。首先确定并分析了与原型机升力功率比相关的电机参数,然后进行了理论分析,分析了机翼长度和拍打频率对升力功率比的影响,随后进行了实际测试以验证理论结论。之后,分析和测试了电池能量密度和效率对续航时间的影响。最后,对原型机的续航时间进行了计算和测试。电机扭矩常数与原型的升力功率比呈正相关。原创性/价值设计了一种齿轮驱动的拍打机构,能够顺利实现 180° 对称拍打。此外,还确定了影响长时间飞行的因素--电机、机翼和电池,并开发了一种理论飞行时间分析方法。实验结果证明,该飞行器可实现 705 秒的最长悬停时间,在提高续航时间方面优于其他现有的双翼飞行器研究。
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引用次数: 0
Thermal analysis of batteries and prediction with artificial neural networks 电池热分析和人工神经网络预测
IF 1.5 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-07-22 DOI: 10.1108/aeat-03-2024-0060
Ozge Yetik

Purpose

In this study, it is aimed to develop cooling models for the efficient use of batteries and to show how important the busbar material is. Batteries, which are indispensable energy sources of electric aircraft, automobiles and portable devices, may eventually run out. Battery life decreases over time; the most critical factor is temperature. The temperature of batteries should not exceed the safe operating temperature of 313 K and it is recommended to have a balanced temperature distribution through the battery.

Design/methodology/approach

In this study, the effect on the battery temperature caused by using different busbar materials to connect batteries together was investigated. Gold, copper and titanium were chosen as the different busbar material. The Air velocities used were 1 m/s and 2 m/s, the air inlet temperatures were 295 and 300 K and the discharge rates 1.0–1.5–2.0–2.5C were chosen for cooling the batteries.

Findings

The best busbar material was identified as copper. Because these studies are long-term studies, it is also suggested to estimate the data obtained with ANN (Artificial Neural Networks). The purpose of ANN is to enable the solution of many different complex problems by creating systems that do not require human intelligence. Four different program (BR-LM-CGP-SCG) were used to estimate the data obtained with ANN. It was found that the most reliable algorithm was BR18. The R2 size of the BR18 algorithm in the test phase was 0.999552, the CoV size was 0.007697 and the RMSE size was 0.005076.

Originality/value

When the literature is considered, the cooling part of the battery modules has been taken into consideration during the temperature observation of the battery modules, but busbar materials connecting the batteries have always been ignored. In this study, various busbar materials were used and it was noticed how the temperature of the battery model changed under the same working conditions. These studies are very time-consuming and costly studies. Therefore, an estimation of the data obtained with artificial neural networks (ANN) was also evaluated.

目的 在本研究中,我们旨在开发有效利用电池的冷却模型,并说明母线材料的重要性。电池是电动飞机、汽车和便携式设备不可或缺的能源,但最终可能会耗尽。电池的寿命会随着时间的推移而缩短,其中最关键的因素是温度。电池的温度不应超过 313 K 的安全工作温度,建议在电池中实现均衡的温度分布。设计/方法/途径在这项研究中,我们调查了使用不同的母线材料将电池连接在一起对电池温度的影响。金、铜和钛被选为不同的汇流条材料。使用的气流速度分别为 1 m/s 和 2 m/s,进气温度分别为 295 K 和 300 K,冷却电池的放电速率为 1.0-1.5-2.0-2.5C。由于这些研究是长期研究,因此还建议使用 ANN(人工神经网络)对所获数据进行估算。人工神经网络的目的是通过创建不需要人类智能的系统来解决许多不同的复杂问题。我们使用了四种不同的程序(BR-LM-CGP-SCG)来估算人工神经网络获得的数据。结果发现,最可靠的算法是 BR18。在测试阶段,BR18 算法的 R2 值为 0.999552,CoV 值为 0.007697,RMSE 值为 0.005076。在本研究中,使用了各种汇流条材料,并观察了在相同工作条件下电池模型的温度变化情况。这些研究非常耗时且成本高昂。因此,还对利用人工神经网络(ANN)获得的数据进行了评估。
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引用次数: 0
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Aircraft Engineering and Aerospace Technology
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