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Impact of actuation and sensor measurement delays on stability of real-time hybrid aeroelastic simulation system 致动和传感器测量延迟对实时混合气动弹性模拟系统稳定性的影响
Pub Date : 2024-07-11 DOI: 10.1017/aer.2024.46
W. Su, W. Song
This paper is focused on the stability of real-time hybrid aeroelastic simulation systems for flexible wings. In a hybrid aeroelastic simulation, a coupled aeroelastic system is ‘broken down’ into an aerodynamic simulation subsystem and a structural vibration testing subsystem. The coupling between structural dynamics and aerodynamics is achieved by real-time communication between the two subsystems. Real-time hybrid aeroelastic simulations can address the limitations associated with conventional aeroelastic testing performed within a wind tunnel or with pure computational aeroelastic simulation. However, as the coupling between structural dynamics and aerodynamics is completed through the real-time actuation and sensor measurement, their delays may inherently impact the performance of hybrid simulation system and subsequently alter the measured aeroelastic stability characteristics of the flexible wings. This study aims to quantify the impact of actuation and sensor measurement delays on the measured aeroelastic stability, e.g. the flutter boundary, of flexible wings during real-time hybrid simulations, especially when different aerodynamic models are implemented.
本文主要研究柔性机翼实时混合气动弹性模拟系统的稳定性。在混合气动弹性仿真中,耦合气动弹性系统被 "分解 "为空气动力学仿真子系统和结构振动测试子系统。结构动力学和空气动力学之间的耦合是通过两个子系统之间的实时通信实现的。实时混合气动弹性模拟可以解决在风洞内进行的传统气动弹性测试或纯计算气动弹性模拟的局限性。然而,由于结构动力学和空气动力学之间的耦合是通过实时执行和传感器测量完成的,因此它们的延迟可能会对混合模拟系统的性能产生固有影响,进而改变柔性机翼的气动弹性稳定性测量特性。本研究旨在量化作动和传感器测量延迟对实时混合仿真过程中柔性机翼气弹稳定性测量值(如扑翼边界)的影响,尤其是在实施不同空气动力学模型的情况下。
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引用次数: 0
New design of materials, order and thicknesses of an aircraft windshield behaviour layers to increase its resistance against repeated bird impacts 对飞机挡风玻璃行为层的材料、顺序和厚度进行新设计,以增强其抵御鸟类反复撞击的能力
Pub Date : 2024-06-04 DOI: 10.1017/aer.2024.33
M. Rezaei, B. Arezoo, S. Ziaei-Rad
There are instances when an aircraft encounters a bird’s flock or faces a heavy hailstorm, causing the windshield to sustain consecutive impacts. Therefore, the investigation of windshield resistance against repeated impacts is crucial. In this research, various tests such as tensile, split Hopkinson pressure bar (SHPB), and three-point bending are conducted to extract the mechanical properties of the materials used in a five-layers windshield under high strain rates. Using this information, the bird impact on the windshield is simulated using the smooth particle hydrodynamics (SPH) method, and the results are compared with real bird impact test outcomes, and the validation of this simulation is confirmed. The simulation of two consecutive bird strikes indicates the current windshield lacks sufficient resistance against successive dual impacts; in such scenarios, the second bird penetrates the windshield after breaking it and tearing the interlayer. Considering new materials and thicknesses for each windshield layer, a Taguchi experimental design method is employed to examine various layer arrangements with different materials and thicknesses. The configurations in which the windshield can withstand a maximum of three bird impacts in succession are identified. Subsequently, using the “the smaller, the better” criterion in the Taguchi optimisation approach, the configuration that not only prevents bird penetration but also minimises the maximum strain in the inner layer is selected as the desired outcome. Thus, a new five-layer windshield with new materials and thicknesses is presented, which is resistant to the repeated collision of up to three birds, tearing in the interlayer and bird penetration does not happen.
有时,飞机会遇到鸟群或大冰雹,导致挡风玻璃受到连续撞击。因此,研究挡风玻璃的抗反复撞击能力至关重要。在这项研究中,进行了拉伸、分裂霍普金森压力棒(SHPB)和三点弯曲等各种测试,以提取五层挡风玻璃所用材料在高应变率下的机械性能。利用这些信息,使用平滑粒子流体力学(SPH)方法模拟了鸟类对挡风玻璃的撞击,并将结果与实际鸟类撞击测试结果进行了比较,确认了该模拟的有效性。连续两次鸟击的模拟结果表明,目前的挡风玻璃对连续的双重撞击缺乏足够的抵抗能力;在这种情况下,第二只鸟在撞碎挡风玻璃并撕裂夹层后会穿透挡风玻璃。考虑到挡风玻璃各层的新材料和厚度,我们采用田口试验设计方法,研究了不同材料和厚度的各层排列。确定了挡风玻璃最多可连续承受三次飞鸟撞击的配置。随后,利用田口优化方法中的 "越小越好 "标准,选择了既能防止鸟类穿透,又能使内层最大应变最小的配置作为理想结果。这样,一种采用新材料和新厚度的新型五层防风罩就问世了,这种防风罩可抵御多达三只鸟的反复碰撞,不会出现夹层撕裂和鸟类穿透的情况。
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引用次数: 0
Simulation of particle-laden flows and erosion in an axial fan stage considering the relative position of the blades 考虑到叶片的相对位置,模拟轴流风机中的颗粒流和侵蚀作用
Pub Date : 2024-06-03 DOI: 10.1017/aer.2024.45
A. Ghenaiet
Axial fans are vital accessories in aircraft ventilation systems, but, they may experience erosion from particulate flows, causing a decline in effectiveness over time. This study investigated the trajectories of two types of sand particles and erosion in an axial fan stage, considering the relative position of the blades facing the inlet guide vanes. The movement of particles was simulated using an in-house code that implements a Lagrangian approach along with a stochastic particle-eddy interaction model. The flow field was solved separately and the flow data was transferred to the particle trajectory code. The finite element method allowed for the tracking of particles through the computational cells and accurate determination of their impact positions. A semi-empirical erosion correlation was used to evaluate the local erosion rates, mass removal, and geometry deterioration. As a result, the rotor exhibits a high frequency of impacts and significant erosion on the leading edge of the blade, extending to the upper corner of the pressure side and blade tip, as well as the front of the suction side. In the inlet guide vane, the erosion is spread out along the entire pressure side but at lower erosion rates compared to the rotor blade. The erosion patterns obtained at different pitch-wise positions were cumulated to get better representation of erosion patterns. After being exposed to MIL-E5007E sand (0–1000 $unicode{x03BC}$ m) at the highest concentration for 10 hours, the blade experienced a reduction of a 0.29% in mass, a 0.45% decrease in tip chord, and a 0.23% increase in tip clearance. On the other hand, AC-coarse sand (0–200 μm) resulted in a 0.23% decrease in blade mass, a 0.4% reduction in tip chord, and a 0.16% increase in tip clearance. The data that is available can be used to monitor the lifespan of axial fans of similar design and select appropriate coatings to protect against erosion.
轴流风扇是飞机通风系统中的重要配件,但它们可能会受到颗粒流的侵蚀,导致效率随时间下降。本研究考虑了叶片面对进气导叶的相对位置,研究了两种类型的沙粒在轴流风机中的运动轨迹和侵蚀情况。使用内部代码模拟了颗粒的运动,该代码采用拉格朗日方法和随机颗粒-涡流相互作用模型。流场单独求解,并将流动数据传输到粒子轨迹代码中。通过有限元方法,可以跟踪粒子穿过计算单元,并准确确定其撞击位置。半经验侵蚀相关性用于评估局部侵蚀率、质量去除和几何劣化。结果表明,转子的叶片前缘受到冲击的频率很高,侵蚀也很严重,一直延伸到压力侧的上角和叶片顶端,以及吸气侧的前端。在入口导叶中,侵蚀沿整个压力侧扩散,但侵蚀率低于转子叶片。为了更好地反映侵蚀模式,对不同节距位置上获得的侵蚀模式进行了累计。在最高浓度的 MIL-E5007E 砂(0-1000 美元/unicode{x03BC}$ m)中暴露 10 小时后,叶片的质量减少了 0.29%,叶尖弦减少了 0.45%,叶尖间隙增加了 0.23%。另一方面,AC 粗砂(0-200 μm)导致叶片质量减少 0.23%,叶尖弦减少 0.4%,叶尖间隙增加 0.16%。现有数据可用于监测类似设计的轴流风扇的寿命,并选择适当的涂层来防止侵蚀。
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引用次数: 0
Performance analysis of power conditioning and distribution module for microsatellite applications 用于微型卫星应用的功率调节和分配模块的性能分析
Pub Date : 2024-05-22 DOI: 10.1017/aer.2024.48
M. Bensaada, S. Della Krachai, F. Metehri, KDE. Kerrouche, MA. Mebrek, M. Beldjehem, F. Arezki
Algeria’s micro-satellite, Alsat-1b, was successfully launched into a 680 km low Earth orbit onboard a PSLV-C35 rocket from Sriharikota, South India, on September 26, 2016. The spacecraft was conceived, built and launched as part of an 18-month technology transfer programme between Algeria’s Algerian Space Agency (ASAL) and the United Kingdom’s Surrey Satellite Technology Limited (SSTL). This document details the Power Conditioning and Distribution Module’s (PCM-PDM) design and performance in orbit, critical component of a satellite electrical power system, responsible for converting, regulating and distributing power to various subsystems and payloads. The PCM-PDM developed and produced by SSTL was subjected to rigorous testing simulating harsh space conditions to assess its performance. The results of this comprehensive analysis indicate that the module can effectively withstand extreme environmental factors and function optimally in challenging settings. The analysis focused on the PCM-PDM’s ability to provide reliable and efficient power conditioning and distribution to the satellite, including its load management capabilities, overcurrent protection, protection against undervoltage and critical mode operations. The results of the performance analysis showed that the PCM-PDM met the required specifications and demonstrated reliable and efficient operation in different modes of the satellite’s mission. The study highlights the importance of careful design and rigorous testing of the PCM-PDM to ensure the reliable and efficient operation of the satellite and its payloads.
2016年9月26日,阿尔及利亚的微型卫星Alsat-1b搭载PSLV-C35火箭从印度南部的斯里哈里科塔成功发射进入680公里的低地球轨道。该航天器的构思、建造和发射是阿尔及利亚航天局(ASAL)与英国萨里卫星技术有限公司(SSTL)之间为期 18 个月的技术转让计划的一部分。本文件详细介绍了电力调节和分配模块(PCM-PDM)的设计和在轨性能,它是卫星电力系统的重要组成部分,负责转换、调节和分配电力给各种子系统和有效载荷。SSTL 开发和生产的 PCM-PDM 经过了模拟恶劣空间条件的严格测试,以评估其性能。这项综合分析的结果表明,该模块能够有效抵御极端环境因素,并在具有挑战性的环境中发挥最佳功能。分析的重点是 PCM-PDM 为卫星提供可靠、高效的功率调节和分配的能力,包括其负载管理能力、过流保护、欠压保护和临界模式操作。性能分析结果表明,PCM-PDM 符合所要求的规格,在卫星任务的不同模式下均能可靠、高效地运行。这项研究强调了精心设计和严格测试 PCM-PDM 以确保卫星及其有效载荷可靠高效运行的重要性。
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引用次数: 0
Numerical investigation of thermochemical non-equilibrium effects in Mach 10 scramjet nozzle 马赫数 10 加力燃烧喷嘴热化学非平衡效应的数值研究
Pub Date : 2024-05-22 DOI: 10.1017/aer.2024.47
J.P. Wang, C. Zhuo, C.L. Dai, B. Sun
High-temperature non-equilibrium effects are prominent in scramjet nozzle flows at high Mach numbers. Hence, the thermochemical non-equilibrium gas model incorporating the vibrational relaxation process of molecules in the hydrocarbon-air reaction is developed to numerically simulate the flow of a hydrocarbon fuel scramjet nozzle at Mach 10. Besides, the results computed by the models of the thermally perfect gas, chemically non-equilibrium gas, and thermally non-equilibrium chemically frozen gas are applied for comparative studies. Results indicate that chemical non-equilibrium effects are more significant for the flow-field structure and parameters compared to thermal non-equilibrium effects. Meanwhile, vibrational relaxation and chemical reactions interact in the flow-field. The heat released from the chemical reactions in the flow-field of the thermochemical non-equilibrium gas model makes the thermal non-equilibrium effects weaker compared to the thermally non-equilibrium chemically frozen gas model; the chemical reactions in the thermochemical non-equilibrium gas model are more intense than in the chemically non-equilibrium gas model. Due to the slow relaxation of vibrational energy, the thermal non-equilibrium models predicted nozzle thrust lower than the thermal equilibrium models by approximately 1.11% to 1.33%; when considering the chemical reactions, the chemical non-equilibrium models predicted nozzle thrust higher than the chemical frozen models by approximately 7.30% to 7.54%. Hence, the structural design and performance study of the high Mach numbers scramjet nozzle must consider thermochemical non-equilibrium effects.
高温非平衡效应在高马赫数的扰流喷嘴流动中非常突出。因此,我们建立了热化学非平衡气体模型,其中包含了碳氢化合物-空气反应中分子的振动弛豫过程,用于数值模拟 10 马赫碳氢化合物燃料扰流喷嘴的流动。此外,还应用热完全气体、化学非平衡气体和热非平衡化学凝固气体模型计算的结果进行比较研究。结果表明,与热非平衡态效应相比,化学非平衡态效应对流场结构和参数的影响更为显著。同时,振动弛豫和化学反应在流场中相互作用。热化学非平衡气体模型流场中化学反应释放的热量使得热非平衡性效应比热非平衡化学冻结气体模型弱;热化学非平衡气体模型中的化学反应比化学非平衡气体模型中的化学反应强烈。由于振动能量弛豫较慢,热非均衡模型预测的喷嘴推力比热平衡模型低约 1.11% 至 1.33%;考虑到化学反应,化学非均衡模型预测的喷嘴推力比化学冻结模型高约 7.30% 至 7.54%。因此,高马赫数扰流喷嘴的结构设计和性能研究必须考虑热化学非平衡效应。
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引用次数: 0
A novel approach to runway overrun risk assessment using FRAM and flight data monitoring 利用 FRAM 和飞行数据监测进行跑道越位风险评估的新方法
Pub Date : 2024-05-20 DOI: 10.1017/aer.2024.37
C. Reiser, E. Villani, M. Machado Cardoso-Junior
Runway overruns (ROs) are the result of an aircraft rolling beyond the end of a runway, which is one of the accident’s types that most frequently occurs on aviation. The risk of an RO arises from the synergistic effect among its precursors, such as unstable approaches, long touchdowns and inadequate use of deceleration devices. To analyse this complex socio-technical system, the current work proposes a customised functional resonance analysis method, called FRAM-FDM, as traditional techniques of risk and safety assessment do not identify the interactions and couplings between the various functional aspects of the system itself, especially regarding human and organisational components. Basically, FRAM-FDM is the coupling of a traditional FRAM with flight data monitoring (FDM) techniques, used here to quantify the variabilities of the flight crew performance while executing the required activity (i.e. the landing). In this proposal, these variabilities (i.e. the FRAM functions aspects) are aggregated by the addend of a logistic regression, resulting in a model to evaluate the flare operations and the brake application profile effect on the remaining distance to the end of the runway, used as a reference to classify the landing as acceptable or not. The present application of the FRAM-FDM assesses the operational risk of a sample fleet in overrunning the runway during landing, highlighting the brake pedal application profile as the most relevant contributor. The model improves the knowledge about the system behaviour, being useful to direct flight crew training.
跑道超限(RO)是指飞机滚出跑道尽头的结果,是航空中最常发生的事故类型之一。跑道超限的风险来自其前兆的协同效应,如不稳定的进近、长时间着陆和减速装置使用不当。为了分析这一复杂的社会技术系统,目前的工作提出了一种定制的功能共振分析方法,称为 "FRAM-FDM",因为传统的风险和安全评估技术无法识别系统本身各个功能方面之间的相互作用和耦合,特别是在人和组织部分。从根本上说,FRAM-FDM 是传统 FRAM 与飞行数据监控(FDM)技术的结合,用于量化飞行机组人员在执行所需活动(即着陆)时的表现变异性。在此建议中,这些变异性(即 FRAM 功能方面)通过逻辑回归的附加值进行汇总,从而形成一个模型,用于评估耀斑操作和制动应用轮廓对跑道末端剩余距离的影响,并作为将着陆划分为可接受与否的参考。本次应用的 FRAM-FDM 评估了样本机队在着陆时冲出跑道的运行风险,突出强调了制动踏板应用曲线是最相关的因素。该模型提高了对系统行为的认识,有助于指导飞行机组人员的培训。
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引用次数: 0
The RAeS 2023 written paper prizes RAeS 2023书面论文奖
Pub Date : 2024-05-20 DOI: 10.1017/aer.2024.25
Wayne J. Davis
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引用次数: 0
Effects of distortion on a BLI fan 变形对 BLI 风机的影响
Pub Date : 2024-05-09 DOI: 10.1017/aer.2024.42
H. Mårtensson, F. Rasimarzabadi
The BLI (boundary layer ingestion) concept for propulsion seeks to improve the energy efficiency of aircraft propulsion. This is achieved by accelerating low momentum flow ingested from boundary layers and wakes developed over the fuselage through the fan. A major challenge that needs to be overcome to realise the benefits is that the fan needs to work efficiently in distorted flow. Understanding the effects of distortion on the aerodynamic performance and the distortion transfer through the fan is therefore essential to future designs. A BLI fan, designed at reduced scale, is used for analytic modelling and experiments in a rig designed for this purpose. The test rig replicates BLI conditions for a fan installed at the aircraft tail cone. An unsteady model that includes all blades and vanes of the fan, as well as the nacelle and the by-pass duct of the test rig is used for CFD (computational fluid dynamics) simulations. Test results are used to confirm that the CFD model is representative of the aerodynamics of the fan. The tests are conducted using varying fan operating conditions but also tests with an added distortion screen. Analysis results are then used to investigate the effects of distortion on the fan efficiency, as well as on the overall efficiency. The fan efficiency is found to be moderately decreased depending on the level of and extent of inlet circumferential distortion. In terms of overall energy efficiency, a net improvement over a similar fan in clean inlet flow is found.
用于推进的 BLI(边界层摄入)概念旨在提高飞机推进的能效。其方法是通过风扇加速从边界层摄入的低动量气流和机身上形成的气流。要实现这些优势,需要克服的一个主要挑战是风扇需要在扭曲的气流中高效工作。因此,了解畸变对空气动力性能的影响以及通过风扇的畸变传递对未来的设计至关重要。在为此目的设计的试验台架上,使用按缩小比例设计的 BLI 风机进行分析建模和实验。该试验台复制了安装在飞机尾锥的风扇的 BLI 条件。在 CFD(计算流体动力学)模拟中使用了一个非稳定模型,其中包括风扇的所有叶片和叶片,以及短舱和试验台的旁通管道。测试结果用于确认 CFD 模型是否能代表风机的空气动力学特性。测试使用了不同的风机运行条件,但也使用了附加的变形筛网。分析结果用于研究变形对风扇效率和整体效率的影响。结果发现,风扇效率会根据进风口圆周变形的程度和范围而适度降低。就整体能效而言,与清洁进气流中的类似风机相比,该风机的能效有了净提高。
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引用次数: 0
Water extraction in aero gas turbines for contrail mitigation 航空燃气轮机中的水提取用于减少尾迹
Pub Date : 2024-05-09 DOI: 10.1017/aer.2024.22
X. Gao, A. Isoldi, D. Nalianda, T. Nikolaidis
Water vapour and particles in aero engine exhaust can give rise to condensation trails (contrails) in the wake of aircrafts, and recent studies suggest that persistent contrails and contrail cirrus account for circa 50% of the total aviation-derived radiative forcing (RF). The Schmidt-Appleman criterion is widely used to qualitatively predict the formation of contrails. The criterion indicates that the formation of contrails is affected by both aero engine exhaust and ambient air conditions and can therefore provide the theoretical basis to devise contrail mitigation strategies and further allows quantitative assessment of these strategies. This work focuses on water extraction from the aircraft engine exhaust for contrail mitigation. The fuel water emission index ( ${rm{E}}{{rm{I}}_{{{rm{H}}_2}{rm{O}}}}$ ) is one of the key factors that determines whether persistent contrails form or not. It indicates the amount of water produced for every kg of fuel burnt. Research has indicated that water extraction from the exhaust of the aero engine has been considered for Nitrogen oxides (NOx) reduction, but not for contrail mitigation. Assuming that water extraction is indeed possible, the emphasis of this work will therefore be on understanding how much water is needed to be extracted for contrail mitigation depending on the altitude and the relative humidity (RH), with the aim to carry out a meaningful study on the mitigation of persistent contrails and contrail cirrus to enable a fast and considerable reduction in aviation-derived RF.
航空发动机排气中的水蒸气和微粒会在飞机尾流中产生凝结尾迹(忌影),最近的研究表明,持续的忌影和忌影卷云约占航空辐射强迫(RF)总量的 50%。施密特-阿普尔曼标准被广泛用于定性预测逆温层的形成。该准则表明,飞行物的形成受航空发动机排气和环境空气条件的影响,因此可以为制定飞行物减缓策略提供理论依据,并进一步对这些策略进行定量评估。这项工作的重点是从飞机发动机排气中提取水份,用于缓解飞行轨迹。燃料水排放指数(${rm{E}}{rm{I}}_{{rm{H}}_2}{rm{O}}}}$)是决定是否形成持续性尾迹的关键因素之一。它表示每燃烧一千克燃料所产生的水量。研究表明,已考虑从航空发动机排气中提取水用于减少氮氧化物(NOx),但未考虑用于减少烟雾。因此,假设水提取确实可行,这项工作的重点将是了解根据高度和相对湿度(RH)的不同,需要提取多少水用于减少烟云,目的是对减少持续性烟云和烟云卷积进行有意义的研究,以便快速、显著地减少航空产生的射频。
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引用次数: 0
-wave-based exploration of sensitive EEG features and classification of situation awareness -基于波的敏感脑电图特征探索和情境意识分类
Pub Date : 2024-05-09 DOI: 10.1017/aer.2024.36
C. Feng, S. Liu, X. Wanyan, Y. Dang, Z. Wang, C. Qian
The purpose of this study was to explore the electroencephalogram (EEG) features sensitive to situation awareness (SA) and then classify SA levels. Forty-eight participants were recruited to complete an SA standard test based on the multi-attribute task battery (MATB) II, and the corresponding EEG data and situation awareness global assessment technology (SAGAT) scores were recorded. The population with the top 25% of SAGAT scores was selected as the high-SA level (HSL) group, and the bottom 25% was the low-SA level (LSL) group. The results showed that (1) for the relative power of $beta$ 1 (16–20Hz), $beta$ 2 (20–24Hz) and $beta$ 3 (24–30Hz), repeated measures analysis of variance (ANOVA) in three brain regions (Central Central-Parietal, and Parietal) × three brain lateralities (left, midline, and right) × two SA groups (HSL and LSL) showed a significant main effect for SA groups; post hoc comparisons revealed that compared with LSL, the above features of HSL were higher. (2) for most ratio features associated with $beta$ 1 ∼ $beta$ 3, ANOVA also revealed a main effect for SA groups. (3) EEG features sensitive to SA were selected to classify SA levels with small-sample data based on the general supervised machine learning classifiers. Five-fold cross-validation results showed that among the models with easy interpretability, logistic regression (LR) and decision tree (DT) presented the highest accuracy (both 92%), while among the models with hard interpretability, the accuracy of random forest (RF) was 88.8%, followed by an artificial neural network (ANN) of 84%. The above results suggested that (1) the relative power of $beta$ 1 ∼ $beta$ 3 and their associated ratios were sensitive to changes in SA levels; (2) the general supervised machine learning models all exhibited good accuracy (greater than 75%); and (3) furthermore, LR and DT are recommended by combining the interpretability and accuracy of the models.
本研究旨在探索对情境意识(SA)敏感的脑电图(EEG)特征,然后对SA水平进行分类。研究人员招募了 48 名参与者,完成了基于多属性任务电池(MATB)II 的 SA 标准测试,并记录了相应的脑电图数据和情境意识全球评估技术(SAGAT)得分。SAGAT 分数排名前 25% 的人群被选为高 SA 水平(HSL)组,排名后 25% 的人群被选为低 SA 水平(LSL)组。结果表明:(1)对于$beta$1(16-20Hz)、$beta$2(20-24Hz)和$beta$3(24-30Hz)的相对功率,在三个脑区(中央-顶叶和顶叶)×三个脑侧线(左侧、中线和右侧)×两个SA组(HSL和LSL)的重复测量方差分析(ANOVA)显示,SA组的主效应显著;事后比较显示,与LSL相比,HSL的上述特征更高。(2)对于与 1 ∼ 3 美元贝塔相关的大多数比率特征,方差分析也显示出 SA 组的主效应。(3) 基于一般监督机器学习分类器,选择对 SA 敏感的脑电特征,用小样本数据对 SA 水平进行分类。五倍交叉验证结果显示,在易解释性模型中,逻辑回归(LR)和决策树(DT)的准确率最高(均为 92%),而在难解释性模型中,随机森林(RF)的准确率为 88.8%,其次是人工神经网络(ANN),准确率为 84%。上述结果表明:(1)$beta$ 1 ∼ $beta$ 3 的相对功率及其相关比率对 SA 水平的变化很敏感;(2)一般监督机器学习模型都表现出良好的准确性(大于 75%);(3)此外,综合模型的可解释性和准确性,推荐使用 LR 和 DT。
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引用次数: 0
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The Aeronautical Journal
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