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Enhancing detonation propulsion with jet in cross-flow: A comprehensive review 利用交叉流中的射流增强引爆推进:全面回顾
IF 11.5 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-05-01 DOI: 10.1016/j.paerosci.2024.101020
Bo Zhang

Compared with traditional deflagration-based systems, detonation-based propulsion systems offer significant potential benefits in terms of efficiency and specific impulses in the field of advanced aerospace propulsion technologies. However, the successful implementation of these technologies faces several key challenges, particularly in achieving reliable, stable, and robust detonation wave propagation. This paper examines the use of Jet in Cross-Flow (JICF) as a means of enhancing detonation propulsion performance. The fundamental principles of the three main detonation propulsion systems are first outlined, along with the primary techniques employed to stimulate detonation wave propagation, such as the use of solid and fluidic obstacles. This paper provides an in-depth analysis of how JICF can be leveraged to improve the deflagration-to-detonation transition (DDT) and overall detonation propulsion. The influences of key JICF parameters, including the jet delay time, pressure, temperature, nozzle width, and location, are investigated in detail. The underlying flow physics and mechanisms by which the JICF enhances detonation are also explored, encompassing the formation of precursor shock waves, flow instabilities, flame evolution dynamics, etc. Finally, the practical application of the JICF in different detonation engines is discussed, highlighting the benefits it can provide in terms of improved operation, efficiency, and reliability. The current research challenges and future research directions for the application of JICF in detonation propulsion are discussed. The results present a thorough and up-to-date assessment of the state-of-the-art in utilizing JICF to advance the development of high-performance detonation-based propulsion systems.

与传统的爆燃推进系统相比,引爆推进系统在先进航空航天推进技术领域的效率和比冲方面具有显著的潜在优势。然而,这些技术的成功实施面临着一些关键挑战,特别是在实现可靠、稳定和稳健的爆轰波传播方面。本文探讨了如何利用喷气横流(JICF)来提高爆轰推进性能。首先概述了三种主要爆轰推进系统的基本原理,以及刺激爆轰波传播的主要技术,如使用固体和流体障碍物。本文深入分析了如何利用 JICF 来改进爆燃到引爆的过渡(DDT)和整个引爆推进。本文详细研究了 JICF 关键参数的影响,包括射流延迟时间、压力、温度、喷嘴宽度和位置。此外,还探讨了 JICF 增强引爆的基本流动物理和机制,包括前体冲击波的形成、流动不稳定性、火焰演变动力学等。最后,讨论了 JICF 在不同爆燃发动机中的实际应用,强调了它在改善运行、效率和可靠性方面的优势。此外,还讨论了 JICF 在起爆推进中应用的当前研究挑战和未来研究方向。研究结果对利用 JICF 推动高性能爆轰推进系统开发的最新技术进行了全面评估。
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引用次数: 0
Friction damping for turbomachinery: A comprehensive review of modelling, design strategies, and testing capabilities 涡轮机械的摩擦阻尼:全面回顾建模、设计策略和测试能力
IF 9.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-05-01 DOI: 10.1016/j.paerosci.2024.101018
Jie Yuan , Chiara Gastaldi , Enora Denimal Goy , Benjamin Chouvion

This paper presents a comprehensive review of recent advancements in modelling approaches, design strategies, and testing techniques applied to friction damping in turbomachinery. It critically evaluates experimental testing, design processes, and optimisation studies, along with the latest developments in numerical modelling techniques. The review begins with an overview of vibration mitigation methods and the historical development of friction dampers for bladed disk systems. Subsequent sections explore research efforts aimed at enhancing numerical and simulation modelling capabilities, encompassing contact friction models, reduced-order modelling methods, and numerical solvers suitable for real-world applications and industrial high-fidelity models. The paper also delves into available testing rigs for experimental validation and characterisation of various friction damper types, as well as the literature on uncertainty quantification in friction damping. It concludes by highlighting recent trends in novel concepts, modelling techniques, and testing technologies shaping the design of next-generation friction dampers.

本文全面回顾了应用于透平机械摩擦阻尼的建模方法、设计策略和测试技术的最新进展。它对实验测试、设计流程和优化研究以及数值建模技术的最新发展进行了严格评估。综述首先概述了振动缓解方法和叶盘系统摩擦阻尼器的历史发展。随后的章节探讨了旨在增强数值和模拟建模能力的研究工作,包括接触摩擦模型、降阶建模方法以及适合实际应用和工业高保真模型的数值求解器。本文还深入探讨了用于实验验证和表征各种摩擦阻尼器类型的可用测试平台,以及摩擦阻尼不确定性量化方面的文献。最后,论文重点介绍了影响下一代摩擦阻尼器设计的新概念、建模技术和测试技术的最新趋势。
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引用次数: 0
Discontinuous Galerkin methods for hypersonic flows 高超音速流动的非连续伽勒金方法
IF 9.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-04-01 DOI: 10.1016/j.paerosci.2024.100999
Dominique S. Hoskin, R. Loek Van Heyningen, Ngoc Cuong Nguyen, Jordi Vila-Pérez, Wesley L. Harris, Jaime Peraire

In recent years, high-order discontinuous Galerkin (DG) methods have emerged as an attractive approach for numerical simulations of compressible flows. This paper presents an overview of the recent development of DG methods for compressible flows with particular focus on hypersonic flows. First, we survey state-of-the-art DG methods for computational fluid dynamics. Next, we discuss both matrix-based and matrix-free iterative methods for the solution of discrete systems stemming from the spatial DG discretizations of the compressible Navier–Stokes equations. We then describe various shock capturing methods to deal with strong shock waves in hypersonic flows. We discuss adaptivity techniques to refine high-order meshes, and synthetic boundary conditions to simulate free-stream disturbances in hypersonic boundary layers. We present a few examples to demonstrate the ability of high-order DG methods to provide accurate solutions of hypersonic laminar flows. Furthermore, we present direct numerical simulations of hypersonic transitional flow past a flared cone at Reynolds number 10.8×106, and hypersonic transitional shock wave boundary layer interaction flow over a flat plate at Reynolds number 3.97×106. These simulations run entirely on hundreds of graphics processing units (GPUs) and demonstrate the ability of DG methods to directly resolve hypersonic transitional flows, even at high Reynolds numbers, without relying on transition or turbulence models. We end the paper by offering our perspectives on error estimation, turbulence modeling, and real gas effects in hypersonic flows.

近年来,高阶非连续伽勒金(DG)方法已成为可压缩流数值模拟的一种极具吸引力的方法。本文概述了可压缩流 DG 方法的最新发展,尤其关注高超音速流。首先,我们考察了计算流体动力学领域最先进的 DG 方法。接着,我们讨论了基于矩阵和无矩阵的迭代方法,用于求解由可压缩纳维-斯托克斯方程的空间 DG 离散化产生的离散系统。然后,我们介绍了处理高超音速流中强冲击波的各种冲击捕捉方法。我们讨论了完善高阶网格的自适应技术,以及模拟高超音速边界层自由流扰动的合成边界条件。我们列举了几个例子来证明高阶 DG 方法能够提供高超音速层流的精确解。此外,我们还介绍了雷诺数为 10.8×106 时经过扩口锥的高超音速过渡流和雷诺数为 3.97×106 时平板上的高超音速过渡冲击波边界层相互作用流的直接数值模拟。这些模拟完全在数百个图形处理单元(GPU)上运行,证明了 DG 方法直接解析高超声速过渡流的能力,即使在高雷诺数下也是如此,而无需依赖过渡或湍流模型。最后,我们对高超声速流动中的误差估计、湍流建模和真实气体效应提出了自己的看法。
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引用次数: 0
Recent progress of efficient low-boom design and optimization methods 高效低气压设计和优化方法的最新进展
IF 9.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-04-01 DOI: 10.1016/j.paerosci.2024.101007
Zhonghua Han , Jianling Qiao , Liwen Zhang , Qing Chen , Han Yang , Yulin Ding , Keshi Zhang , Wenping Song , Bifeng Song

Reducing the sonic boom to a community-acceptable level is a fundamental challenge in the configuration design of the next-generation supersonic transport aircraft. This paper conducts a survey of recent progress in developing efficient low-boom design and optimization methods, and provides a perspective on the state-of-the-art and future directions. First, the low- and high-fidelity sonic boom prediction methods used in metric of low-boom design are briefly introduced. Second, efficient low-boom inverse design methods are reviewed, such as the classic Jones–Seebass–George–Darden (JSGD) method (and its variants), the high-fidelity near-field-overpressure-based method, and the mixed-fidelity method. Third, direct numerical optimization methods for low-boom designs, including the gradient-, surrogate-, and deep-learning-based optimization methods, are reviewed. Fourth, the applications of low-boom design and optimization methods to representative low-boom configurations are discussed, and the challenging demands for commercially viable supersonic transports are presented. In addition to providing a comprehensive summary of the existing research, the practicality and effectiveness of the developed methods are assessed. Finally, key challenges are identified, and further research directions such as full-carpet-low-boom-driven multidisciplinary design optimization considering mission requirements are recommended.

将音爆降低到社会可接受的水平是下一代超音速运输机构型设计中的一项基本挑战。本文对最近在开发高效低音爆设计和优化方法方面取得的进展进行了调查,并对最新技术和未来方向进行了展望。首先,简要介绍了低气动设计中使用的低保真和高保真音爆预测方法。其次,回顾了高效的低爆破反设计方法,如经典的 Jones-Seebass-George-Darden (JSGD) 方法(及其变体)、基于近场过压的高保真方法以及混合保真方法。第三,回顾了低气压设计的直接数值优化方法,包括梯度法、代用法和基于深度学习的优化方法。第四,讨论了低气动设计和优化方法在代表性低气动构型中的应用,并介绍了商业上可行的超音速运输机的挑战性需求。除了对现有研究进行全面总结外,还对所开发方法的实用性和有效性进行了评估。最后,确定了主要挑战,并推荐了进一步的研究方向,如考虑任务要求的全地毯式低气动驱动多学科设计优化。
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引用次数: 0
Country-first domestic satellites: A family tree 国家首颗国产卫星:家谱
IF 9.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-04-01 DOI: 10.1016/j.paerosci.2024.100997
Maximilien Berthet , Shinichi Nakasuka , Mengu Cho , Kojiro Suzuki

The history of satellite development is at an inflection point: around half of all countries have made and launched satellites, while another half has not. In this context, the time appears right to take stock of lessons learnt from the development of country-first domestic satellites. These are defined as the first to have been designed, assembled, integrated, and/or tested with significant input from local engineers. This paper reviews, for the first time, the genealogy of the 90 country-first domestic satellites launched into orbit to date. The comprehensive, trans-disciplinary analysis is based on an extensive literature review in multiple languages. Firstly, a family tree of country-first domestic satellites is constructed, mapping out important stakeholders and lineages. Four major generations are identified. Although country-first domestic satellites are often associated with domestic identity, they are without exception the product of international collaboration and technological exchanges. In parallel, a growing global market for satellite development and launch services has played an increasingly important role in their development even in the absence of official country-to-country collaborations. Secondly, the birth traits, life, death, and legacy of such satellites is reviewed in detail. Sustainability of the Earth’s orbital environment has typically not been prioritised by mission teams. Most countries having developed a first domestic satellite have also developed a second, but there have been more one-off firsts since the 1990s: microsatellites and CubeSats can be used to test the waters of space engineering without having to make a big commitment. Looking to the future, access to a domestic satellite is becoming easier and easier. The challenge is instead shifting towards ensuring that such an initiative is actually aligned with domestic industry, technologies, and STEM education, as well as sustainability of the Earth’s orbital environment. Long-term planning and vision are important in this regard. It is hoped that this review paper will provide a useful reference point for space historians, policymakers, and the pioneers of diverse new satellite missions.

卫星发展史正处于一个拐点:大约一半的国家制造并发射了卫星,而另一半国家则没有。在这种情况下,现在似乎是总结从开发国家首颗国产卫星中吸取经验教训的时候了。这些卫星的定义是在当地工程师的大量投入下首次进行设计、组装、集成和/或测试的卫星。本文首次回顾了迄今为止发射进入轨道的 90 颗 "国家首制 "国产卫星的发展历程。这一跨学科的综合分析是在以多种语言进行的广泛文献综述的基础上完成的。首先,构建了 "国家优先 "国产卫星的家谱,勾勒出重要的利益相关者和世系。确定了四个主要世代。虽然 "国家优先 "国产卫星通常与国内身份相关联,但它们无一例外都是国际合作和技术交流的产物。与此同时,日益增长的卫星开发和发射服务全球市场在卫星发展过程中发挥着越来越重要的作用,即使在没有国与国官方合作的情况下也是如此。其次,详细回顾了这些卫星的诞生特征、生老病死和遗产。地球轨道环境的可持续性通常不被任务团队放在首位。大多数国家在开发了第一颗国产卫星后,也开发了第二颗,但自 20 世纪 90 年代以来,一次性的第一颗卫星越来越多:微型卫星和立方体卫星可用于试水空间工程,而无需做出大的承诺。展望未来,获取国产卫星变得越来越容易。现在的挑战是如何确保这一举措与国内产业、技术和 STEM 教育以及地球轨道环境的可持续性相一致。在这方面,长期规划和愿景非常重要。希望这篇综述论文能为空间历史学家、政策制定者和各种新卫星任务的开拓者提供一个有用的参考点。
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引用次数: 0
Cooperative motion planning and control for aerial-ground autonomous systems: Methods and applications 空地自主系统的合作运动规划与控制:方法与应用
IF 9.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-04-01 DOI: 10.1016/j.paerosci.2024.101005
Runqi Chai , Yunlong Guo , Zongyu Zuo , Kaiyuan Chen , Hyo-Sang Shin , Antonios Tsourdos

This review article offers an in-depth analysis of cooperative motion planning and control in aerial-ground autonomous systems, emphasizing their methods and applications. It explores the integration of unmanned aerial vehicles (UAVs) and unmanned ground vehicles (UGVs), focusing on their synchronized planning and control mechanisms that enable efficient task execution in various settings, such as disaster response, environmental monitoring, and urban surveillance. The article addresses the motion planning strategies, and control mechanisms, while also highlighting the challenges and future trends in this domain. It serves as a comprehensive resource, shedding light on both the potentials and limitations of these systems, thereby providing valuable insights for researchers and practitioners in the field of autonomous systems.

这篇综述文章深入分析了空地自主系统中的协同运动规划和控制,强调了其方法和应用。文章探讨了无人驾驶飞行器(UAV)和无人驾驶地面飞行器(UGV)的集成问题,重点关注它们的同步规划和控制机制,这些机制能够在灾害响应、环境监测和城市监控等各种环境中高效执行任务。文章论述了运动规划策略和控制机制,同时还强调了该领域的挑战和未来趋势。它是一份综合资料,揭示了这些系统的潜力和局限性,从而为自主系统领域的研究人员和从业人员提供了宝贵的见解。
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引用次数: 0
Research progress in aero-optical effects of supersonic turbulent shear layers 超音速湍流剪切层的航空光学效应研究进展
IF 9.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-04-01 DOI: 10.1016/j.paerosci.2024.101006
Hao-lin Ding , Zi-hao Xia , Shi-he Yi , Qiong Gao , Tian Jiang

Aero-optical effects have received increasing attention in recent decades with the continuous development of high-speed missiles’ imaging guidance systems, airborne laser systems, and laser communication systems. Numerous experiments and engineering practices have shown that the aero-optical effects of the supersonic turbulent shear layer can reveal the essential characteristics of general aero-optical effects. Practical engineering problems related to aero-optical effects are often the result of the superposition of the aero-optical effects of multiple shear layers. This paper mainly studies the shear layers represented by the supersonic turbulent boundary layers, mixing layers, and wall jets. The latest research progress on aero-optical effects is summarized to provide a reference for suppressing aero-optical distortion through flow control and adaptive optical correction.

近几十年来,随着高速导弹成像制导系统、机载激光系统和激光通信系统的不断发展,气光效应越来越受到人们的关注。大量实验和工程实践表明,超音速湍流剪切层的气光效应可以揭示一般气光效应的基本特征。与气光效应相关的实际工程问题往往是多个剪切层气光效应叠加的结果。本文主要研究以超音速湍流边界层、混合层和壁面喷流为代表的剪切层。总结了气光效应的最新研究进展,为通过流动控制和自适应光学校正来抑制气光畸变提供参考。
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引用次数: 0
On the need to reassess the design tools for active flow control 重新评估主动流量控制设计工具的必要性
IF 9.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-03-29 DOI: 10.1016/j.paerosci.2024.100995
Israel Wygnanski

The pressure distribution on a surface, over which a wall-jet is blowing, is altered by the wall jet's entrainment. It renders the boundary layer approximation – that justifies the use of an inviscid flow solution to determine the pressure over the surface – invalid. Thus, in order for Active Flow Control (AFC) by blowing to become a viable technology, some of the preconceptions associated with Boundary Layer Control (BLC) for many decades must be discarded. In particular, the momentum coefficient used to characterize BLC should be replaced by another variable that represents a conserved quantity that is independent of specific installations. Injected momentum is a vector quantity whose effect on a surface like a wing depends on its specific design, location, and orientation. Therefore, a new approach is proposed based on the AFC system's power consumption and its mass flowrate. Moreover, all flow installations suffer from unavoidable losses, which must be determined in an unambiguous manner, allowing for an impartial comparison of AFC systems. The present article provides examples from tests carried out at various universities and at NASA, exposing some popular misconceptions. It does not provide a design tool due to the complexity of the needed approach, but a method to assess the efficacy and efficiency of an evolving platform that includes AFC is suggested.

壁面喷流吹过的表面上的压力分布会因壁面喷流的夹带而改变。这使得边界层近似值失效,而边界层近似值正是使用不粘性流解决方案来确定表面压力的依据。因此,为了使吹气主动流控制(AFC)成为一项可行的技术,必须摒弃几十年来与边界层控制(BLC)相关的一些先入之见。特别是,用于描述 BLC 特性的动量系数应由另一个变量取代,该变量代表一个与具体安装无关的守恒量。注入动量是一个矢量,它对机翼等表面的影响取决于机翼的具体设计、位置和方向。因此,我们提出了一种基于 AFC 系统功耗和质量流量的新方法。此外,所有流量装置都会产生不可避免的损耗,必须以明确的方式确定这些损耗,以便对 AFC 系统进行公正的比较。本文提供了在多所大学和美国国家航空航天局(NASA)进行的测试实例,揭露了一些普遍存在的误解。由于所需方法的复杂性,本文并未提供设计工具,但提出了一种方法,用于评估包含自动变流控制器的不断发展的平台的功效和效率。
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引用次数: 0
Slat noise in high-lift systems 高提升系统中的板条噪音
IF 9.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-03-18 DOI: 10.1016/j.paerosci.2024.100996
Yang Zhang , Louis Cattafesta , Kyle Pascioni , Meelan Choudhari

This paper reviews several decades’ worth of research on the topic of slat noise arising from high-lift systems of commercial aircraft. A high-lift system is commonly used for providing additional lift by deploying the leading-edge slat(s) and trailing-edge flap(s) during the takeoff and landing phases of flight. Slat noise can be one of the main sources of airframe noise, along with the deployed landing gear, and airframe noise can be dominant during the approach phase when aircraft engine noise is reduced. This review synthesizes historical investigations related to the generation/radiation of slat noise, including both experimental and numerical approaches. Characteristics of noise and corresponding generation mechanisms have been well investigated, and numerical tools have been developed to predict noise levels. Scaling laws to map the results from models to real aircraft are proposed based on the combined analytical and experimental investigations. Noise-reduction technologies are also discussed.

本文回顾了几十年来对商用飞机高升力系统产生的板条噪声这一主题的研究。高升力系统通常用于在起飞和着陆阶段通过展开前缘板条和后缘襟翼提供额外升力。板条噪声和展开的起落架噪声可能是机身噪声的主要来源之一,在飞机发动机噪声降低的进近阶段,机身噪声可能占主导地位。本综述综合了与板条噪声的产生/辐射有关的历史研究,包括实验和数值方法。噪声的特征和相应的产生机制已经得到了很好的研究,并开发了数值工具来预测噪声水平。在综合分析和实验研究的基础上,提出了将模型结果映射到实际飞机的比例法则。此外,还讨论了降噪技术。
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引用次数: 0
Machine learning algorithms for delaminations detection on composites panels by wave propagation signals analysis: Review, experiences and results 通过波传播信号分析复合材料面板分层检测的机器学习算法:回顾、经验和结果
IF 9.6 1区 工程技术 Q1 ENGINEERING, AEROSPACE Pub Date : 2024-03-14 DOI: 10.1016/j.paerosci.2024.100994
E. Monaco , M. Rautela , S. Gopalakrishnan , F. Ricci

Performances are a key concern in aerospace vehicles, requiring safer structures with as little consumption as possible. Composite materials replaced aluminum alloys even in primary aerospace structures to achieve higher performances with lighter components. However, random events such as low-velocity impacts may induce damages that are typically more dangerous and mostly not visible than metals. The damage tolerance (DT) approach is adopted for the fatigue design of aircraft, but fracture mechanisms and propagation of failure prediction in composite structures are much more challenging. Consequently, the DT approach is still costly for these types of structures. It can be achieved only through expensive experimental testing and a drastic reduction of allowable stress levels and maintenance intervals by applying scattering factors due to the uncertainties involved in their original estimations. Structural health monitoring (SHM) systems deal mainly with sensorised structures providing signals related to their “load and health status” to reduce maintenance and weights. At the same time, the use of Deep Neural Networks (DNNs) based on strategic engineering criteria, for instance, may represent an effective and efficient analysis tool to promote faster data analysis and classification. In the field of aircraft maintenance, this approach may lead, for example, to a faster awareness of an aircraft/fleet situation or predict failures. Deep learning-based networks provide automatic feature extraction at different levels of abstraction. With the universal function approximation property of neural networks, it learns the inverse mapping from input space (signals) to target space (damage classes). Starting from the well-established Structural Health Monitoring (SHM) technologies, a network of distributed sensors embedded throughout the structure could be used for real-time structural monitoring and data acquisition. Structural data will constitute an enormous amount of information that can be adequately filtered with the help of specific DNNs designed and trained for the structural context and aimed to classify and identify significant parameters. The authors have collaborated for some years to collect wave propagation signals through experimental tests and validated numerical models of healthy and damaged composite structures, and developed machine learning algorithms (mainly dense and convolutional neural networks) aimed at signal classification and analysis for damage detection and localization. This paper presents a brief review of relevant works about SHM employing Machine Learning methodologies and summarizes the most promising approaches developed during the last years jointly by the two research groups and presents a critical analysis of obtained results and subsequent future activities.

性能是航空航天飞行器的主要关注点,要求结构更安全,消耗尽可能少。复合材料甚至取代了初级航空航天结构中的铝合金,以更轻的组件实现更高的性能。然而,随机事件(如低速撞击)可能会导致损伤,这种损伤通常比金属更危险,而且大多不可见。飞机的疲劳设计采用损伤容限(DT)方法,但复合材料结构的断裂机制和失效传播预测更具挑战性。因此,对于这些类型的结构来说,DT 方法仍然成本高昂。只有通过昂贵的实验测试,并通过应用散射系数(由于其原始估算的不确定性)来大幅降低容许应力水平和维护间隔,才能实现这一目标。结构健康监测(SHM)系统主要处理传感器化结构,提供与其 "负载和健康状态 "相关的信号,以减少维护和重量。与此同时,基于战略工程标准的深度神经网络(DNN)的使用可能是一种有效和高效的分析工具,以促进更快的数据分析和分类。例如,在飞机维护领域,这种方法可以更快地了解飞机/机队情况或预测故障。基于深度学习的网络可在不同的抽象层次自动提取特征。利用神经网络的通用函数逼近特性,它可以学习从输入空间(信号)到目标空间(损坏类别)的反映射。从成熟的结构健康监测(SHM)技术出发,嵌入整个结构的分布式传感器网络可用于实时结构监测和数据采集。结构数据将构成海量信息,可借助针对结构环境设计和训练的特定 DNN 进行充分过滤,并对重要参数进行分类和识别。多年来,作者们通过实验测试和验证健康和受损复合结构的数值模型,合作收集波传播信号,并开发了机器学习算法(主要是密集神经网络和卷积神经网络),旨在对信号进行分类和分析,以进行损伤检测和定位。本文简要回顾了采用机器学习方法进行 SHM 的相关工作,总结了两个研究小组在过去几年中联合开发的最有前途的方法,并对取得的成果和未来的活动进行了批判性分析。
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Progress in Aerospace Sciences
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