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Semantic Terrain Traversability Analysis Based on Deep Learning Aimed at Planetary Rover Navigation 基于深度学习的行星漫游车导航语义地形可遍历性分析
Pub Date : 2024-10-30 DOI: 10.1007/s42496-024-00238-0
Giulio Polato, Sebastiano Chiodini, Andrea Valmorbida, Marco Pertile, Giada Giorgi, Enrico C. Lorenzini

Autonomous navigation is becoming an increasing area of interest, especially in the space sector. This is evident in the development of planetary exploration rovers, which rely heavily on terrain traversability capabilities to explore extraterrestrial terrains. This technology assesses the ability of a rover to identify potential obstacles of a given terrain based on its physical characteristics and visual appearance. In this paper, we present an innovative architecture tailored for such analysis. Our approach combines stereo visual SLAM for trajectory reconstruction with supervised learning from labeled ground-truth data, specifically utilizing DeepLabv3+, for precise pixel labeling of terrain types. The segmented point cloud generated from stereo vision is then converted into an occupancy grid map, facilitating comprehensive terrain characterization. Implementing our method within the Robot Operating System (ROS) framework enables seamless integration with rover systems. The proposed system was deployed and tested on a prototype rover, successfully demonstrating its ability to map the surrounding environment and identify potential obstacles. Finally, the realized mapping is compared with satellite images, and the results prove the effectiveness of the studied algorithm to carry out terrain traversability analysis.

自主导航正成为人们越来越感兴趣的领域,尤其是在航天领域。这在行星探测漫游者的发展中是显而易见的,它在很大程度上依赖于地形穿越能力来探索地外地形。这项技术根据漫游车的物理特征和视觉外观来评估漫游车识别给定地形中潜在障碍物的能力。在本文中,我们提出了一个为这种分析量身定制的创新架构。我们的方法结合了用于轨迹重建的立体视觉SLAM和来自标记的地面真值数据的监督学习,特别是利用DeepLabv3+对地形类型进行精确的像素标记。然后将立体视觉生成的分割点云转换为占用网格地图,便于全面的地形表征。在机器人操作系统(ROS)框架内实现我们的方法可以与漫游车系统无缝集成。该系统在一辆原型车上进行了部署和测试,成功地展示了其绘制周围环境和识别潜在障碍的能力。最后,将实现的地图与卫星图像进行对比,结果证明了所研究算法进行地形可遍历性分析的有效性。
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引用次数: 0
AIDAA News #24 AIDAA 新闻 #24
Pub Date : 2024-10-14 DOI: 10.1007/s42496-024-00235-3
Michele Guida
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引用次数: 0
Dynamic Modelling and Performance Analysis of Deployable Telescopic Tubular Mast 可展开伸缩管状桅杆的动力学建模与性能分析
Pub Date : 2024-09-27 DOI: 10.1007/s42496-024-00234-4
Tongtong Sun, Paolo Gasbarri, Lin Du, Zichen Deng

This work presents the longitudinal and transverse coupling vibrations of a deployable Telescopic Tubular Mast (TTM), a multi-stepped structure integrated into a spacecraft system, while considering the rigid-flexible coupling phenomenon. The model is derived using the principle of virtual work and discretized via the variable separation method. The von Kármán strain is employed to incorporate geometric nonlinear effects. Semi-analytical results for the shape functions and natural frequencies of the quasi-static multi-stepped boom are obtained using the extended transfer matrix method (ETMM). These natural frequencies are validated against results from Nastran, confirming the ETMM's accuracy. In addition, the model accounts for the continuously changing natural frequencies and shape functions during the deployment phase. Finally, the dynamic phenomena of the longitudinal and transverse displacements are analyzed at various deploying states, including locking and restart behaviors. The influence of the structural damping on the vibration evolution is also contained in the numerical analysis.

在考虑刚柔耦合现象的情况下,研究了集成在航天器系统中的多级可展开伸缩管状桅杆(TTM)的纵向和横向耦合振动。该模型采用虚功原理推导,并采用变量分离法进行离散化。采用von Kármán应变来考虑几何非线性效应。利用扩展传递矩阵法得到了准静态多阶臂的形状函数和固有频率的半解析结果。这些固有频率与Nastran的结果进行了验证,证实了ETMM的准确性。此外,该模型考虑了在部署阶段不断变化的固有频率和形状函数。最后,分析了不同展开状态下的纵向和横向位移动态现象,包括锁紧和重启行为。数值分析中还考虑了结构阻尼对振动演化的影响。
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引用次数: 0
Energy Absorption Through Radiation in Multilayer Windows for Spacecrafts 航天器多层窗口辐射吸收能量的研究
Pub Date : 2024-09-16 DOI: 10.1007/s42496-024-00233-5
Laura Galuppi, Gianni Royer-Carfagni

The overall heating of satellites operating in low Earth orbit, essentially due to direct radiation from the Sun, terrestrial albedo, and planetary radiation, is well studied, but little is found specifically on transparent plates used for windowing spacecrafts. The most historic material of choice is fused silica; more recently, acrylic glass is being used, but its refractive properties are poorly documented. The effects of electromagnetic waves incident on multilayer windows composed of panes of fused silica or acrylic glass, or a combination of these, are analyzed. Using data of refractive index from the literature, which, however, have been found incomplete and sometimes contradictory, the problem is addressed by accounting for the dependence of transmissivity and absorptivity of each material on the energy spectrum, which is different for solar and planetary radiation. Worked examples show that fused silica allows most radiation to pass directly through, while acrylic glass is characterized by absorption depending on the thickness; this can potentially increase its temperature, posing a problem since the mechanical properties decay at temperatures near (100 ^{circ }textrm{C}). This study contributes to the analysis of thermal problems for space windows, of considerable interest since glazing can fail due to thermal shocks, constrained thermal variations, or temperature concentrations.

在近地轨道上运行的卫星的整体加热,主要是由于来自太阳的直接辐射、地球反照率和行星辐射,已经得到了很好的研究,但很少发现专门用于航天器开窗的透明板。最古老的材料选择是熔融二氧化硅;最近,丙烯酸玻璃被使用,但它的折光性能记录很少。分析了电磁波入射对由熔融石英或丙烯酸玻璃或两者组合组成的多层窗户的影响。利用文献中的折射率数据,然而,这些数据被发现是不完整的,有时是相互矛盾的,这个问题是通过计算每种材料的透射率和吸收率对能谱的依赖来解决的,这对于太阳和行星辐射是不同的。工作实例表明,熔融石英允许大多数辐射直接通过,而丙烯酸玻璃的特点是吸收取决于厚度;这可能会增加它的温度,带来一个问题,因为机械性能在(100 ^{circ }textrm{C})附近的温度下会衰减。这项研究有助于对空间窗的热问题进行分析,因为玻璃可能由于热冲击、受限的热变化或温度浓度而失效。
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引用次数: 0
Numerical Analysis of the Impact of Process Parameters on the Residual Stress of a Flat Composite Part 工艺参数对平面复合材料零件残余应力影响的数值分析
Pub Date : 2024-08-01 DOI: 10.1007/s42496-024-00231-7
E. Zappino, M. Santori, R. Masia, N. Zobeiry, M. Petrolo

This paper presents a numerical approach to assess the influence of process parameters on a composite part’s mechanical properties. A one-dimensional thermochemical model is used to predict the curing progress of the resin during the curing cycle. Material properties are derived using the cure hardening instantaneous linear elastic model, and a refined one-dimensional model derived within the Carrera Unified Formulation framework is used to obtain accurate results concerning process-induced stresses. Various process parameters, such as the holding temperature and heating rate, are evaluated. The results show that some process parameters, such as the fiber volume fraction and holding temperature, significantly influence composite characteristics and process-induced stresses. It is also shown that modifications to curing cycles leading to reduced energy overhead may not affect performances.

本文提出了一种评估工艺参数对复合材料零件力学性能影响的数值方法。采用一维热化学模型预测树脂在固化周期内的固化过程。采用固化硬化瞬时线弹性模型推导材料性能,并采用Carrera统一公式框架下的一维精细化模型,得到有关过程诱发应力的准确结果。评估了各种工艺参数,如保温温度和加热速率。结果表明,纤维体积分数和保温温度等工艺参数对复合材料的性能和工艺诱发应力有显著影响。研究还表明,对固化周期的修改可能不会影响性能,从而降低能量开销。
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引用次数: 0
Continuum and Discrete Analytical Methods for Vibration and Buckling Eigenvalues Shape Sensitivities 振动和屈曲特征值形状灵敏度的连续和离散分析方法
Pub Date : 2024-07-31 DOI: 10.1007/s42496-024-00232-6
Giuseppe Maurizio Gagliardi, Mandar D. Kulkarni, Francesco Marulo

Gradient-based optimization techniques need precise and efficient sensitivities. Numerical sensitivity methods such as finite differences are easy to implement but imprecise and computationally inefficient. In contrast, analytical sensitivity methods, such as the discrete and continuum ones are highly accurate and efficient. Continuum Sensitivity Analysis (CSA) is an analytical method used to calculate derivatives of shape or value parameters. While CSA has been successfully applied in static analysis and dynamic problems in the time domain, this work presents an extension of the approach to eigenvalue sensitivities for the first time. However, CSA revealed limitations, prompting the exploration of an alternative approach based on discrete analytical differentiation. This method is employed for the first time in shape sensitivities. The derivatives of the stiffness and mass matrices required by the method are calculated analytically, resulting in high accuracy and computational efficiency. In addition, an element agnostic approach has been developed leveraging primary analysis matrices to calculate their derivative. This characteristic, along with the nonintrusivity, makes the method employable with standard commercial software. Both approaches have been applied and validated in a wide range of scenarios, involving vibration and buckling problems.

基于梯度的优化技术需要精确和高效的灵敏度。有限差分等数值灵敏度方法易于实现,但精度不高,计算效率低。相比之下,分析灵敏度方法,如离散法和连续法,具有较高的准确性和效率。连续统灵敏度分析(CSA)是一种用于计算形状或值参数导数的分析方法。虽然CSA已经成功地应用于时域的静态分析和动态问题,但这项工作首次将该方法扩展到特征值灵敏度。然而,CSA揭示了局限性,促使探索基于离散分析微分的替代方法。该方法首次应用于形状灵敏度分析。该方法所需的刚度矩阵和质量矩阵的导数均采用解析计算,具有较高的精度和计算效率。此外,一个元素不可知论的方法已经开发利用初级分析矩阵来计算他们的导数。这种特性,加上非侵入性,使得该方法适用于标准的商业软件。这两种方法已经在广泛的场景中得到了应用和验证,包括振动和屈曲问题。
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引用次数: 0
Considerations for a Spaceport in Venezuela: A Developing Country 委内瑞拉航天发射场的考虑因素:一个发展中国家
Pub Date : 2024-07-04 DOI: 10.1007/s42496-024-00227-3
André Prialé Cappa

The reduction of components and the development of more powerful satellites with smaller dimensions have allowed an increasing number of users, including universities, research centers, and space agencies in developing countries, to have access to technologies and/or equipment that would have been impossible a few decades ago, paving the way for the development of low-cost space missions. However, the space drive in developing countries includes not only the acquisition of small satellite components, or the construction of CubeSats, but also the creation of spaceports, from which agencies could launch their own delivery vehicles. The rapid worldwide increase of CubeSats, and the long waiting periods between launches of the main payloads, prompted the present investigation, where the main factors to consider in the selection of a spaceport location were stipulated. Therefore, to meet the objective of studying the various factors, a series of points to be analyzed were established: low latitudes, azimuth limitations, natural factors, political and social considerations, airspace, accessibility, and political stability. After analyzing the factors, we proceeded to the analysis of various locations in Venezuela for small space vector missions, where starting from three possible locations and after analyzing each one, we obtained as a result “El Pao”, a location in the Venezuelan plains, far from urban centers, with good communication routes, latitude of only 9° and few azimuth limitations. However, the factors analyzed in this research are not exclusively framed in the Venezuelan space effort as they are common to any country wishing to establish a spaceport in its territory.

组件的减少以及体积更小但功能更强大的卫星的开发,使越来越多的用户,包括发展中国家的大学、研究中心和空间机构,能够获得几十年前不可能获得的技术和/或设备,为开发低成本空间飞行任务铺平了道路。然而,发展中国家的航天事业不仅包括购买小型卫星组件或建造立方体卫星,还包括建立航天港,各机构可从航天港发射自己的运载工具。立方体卫星在世界范围内的迅速增加,以及主要有效载荷发射之间的漫长等待期,促使进行了本项调查,其中规定了在选择空间港地点时需要考虑的主要因素。因此,为了达到研究各种因素的目的,我们确定了一系列需要分析的要点:低纬度、方位角限制、自然因素、政治和社会因素、空域、交通便利性和政治稳定性。在分析了这些因素之后,我们开始分析委内瑞拉境内适合执行小型空间矢量飞行任务的各种地点,从三个可能的地点开始,逐一分析之后,我们得出了 "El Pao "这个地点,它位于委内瑞拉平原,远离城市中心,有良好的通信线路,纬度只有 9°,方位角限制很少。不过,本研究分析的因素并不只限于委内瑞拉的空间努力,因为这些因素对于任何希望在其领土上建立空间港的国家来说都是共同的。
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引用次数: 0
AIDAA News #23 AIDAA 新闻 #23
Pub Date : 2024-07-04 DOI: 10.1007/s42496-024-00230-8
Michele Guida
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引用次数: 0
Prediction of Helicopter Rotor Loads and Fatigue Damage Evaluation with Neural Networks 用神经网络预测直升机旋翼载荷和疲劳损伤评估
Pub Date : 2024-07-02 DOI: 10.1007/s42496-024-00226-4
Alberto Graziani, Davide Prederi, Alberto Angelo Trezzini, Marco Favale, Pierangelo Masarati

In recent years, machine learning algorithms have experienced rapid advancement, driven by the exponential growth of data availability and computational capabilities. Among these algorithms, artificial neural networks stand out as one of the most renowned and effective classes, possessing the ability to discern relationships within data. In this study, we harness neural networks to deduce the relationship between flight mechanics parameters and resulting loads in an articulated rotor configuration. The accuracy of these algorithms hinges closely on the quality of the dataset used for training. Given that rotor loads manifest as time-periodic signals with precise harmonic content, we train dedicated neural networks to predict each harmonic individually. Subsequently, the load time history is reconstructed post hoc by amalgamating predictions from each individual network. Various network architectures are explored, and a sensitivity analysis is conducted on hyper-parameters to determine the optimal configuration for this specific application. Moreover, these predictions serve as input for a fatigue damage calculation algorithm.

近年来,在数据可用性和计算能力呈指数级增长的推动下,机器学习算法经历了快速发展。在这些算法中,人工神经网络作为最著名和最有效的一类脱颖而出,拥有识别数据内部关系的能力。在这项研究中,我们利用神经网络来推断飞行力学参数和铰接式旋翼配置中产生的载荷之间的关系。这些算法的准确性与用于训练的数据集的质量密切相关。考虑到转子负载表现为具有精确谐波含量的时间周期信号,我们训练专用神经网络来单独预测每个谐波。随后,通过合并来自每个单独网络的预测,重构负载时间历史。探讨了各种网络架构,并对超参数进行了敏感性分析,以确定该特定应用的最佳配置。此外,这些预测可作为疲劳损伤计算算法的输入。
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引用次数: 0
Material Characterisation of Deflated Structured Fabrics 膨胀结构织物的材料特征
Pub Date : 2024-07-02 DOI: 10.1007/s42496-024-00228-2
E. Rustighi, P. Gardonio, S. Baldini, C. Malacarne, M. Perini

Structured fabrics are made by interwoven rigid elements that form flexible garments such as chain mail armours. Traditionally, the mechanical properties of these materials were considered fixed. However, recent research has revealed their mechanical properties may be varied. Notably, studies have demonstrated that applying vacuum pressure between layers of 3D-printed chain mails enclosed in a bag induces particle and layer jamming of the elements, thereby affecting the material’s bending modulus. This arises from both compressive frictional forces and the complex geometrical interlocking of the rigid elements. This paper presents a comprehensive set of experimental tests for the characterisation of the stiffness and damping properties with respect to the type and number of fabrics and with respect to the vacuum pressure. More specifically, the study examines experimentally the changes in static properties in response to vacuum pressure changes evaluated on a four- and six-point bending setups. The outcome of this measurement campaign is then reported into the Ashby diagrams to compare the mechanical properties of the in-vacuum structured fabrics with those of classical materials. The potential applications of this research include the development of lightweight adaptive and semi-active vibration mitigation devices.

结构织物是由刚性元素交织而成的柔性服装,如锁子甲。传统上,人们认为这些材料的机械性能是固定的。然而,最近的研究表明,它们的机械性能可能是多种多样的。值得注意的是,研究表明,在包袋内的3d打印链甲层之间施加真空压力会导致元件的颗粒和层间干扰,从而影响材料的弯曲模量。这是由压缩摩擦力和刚性元件的复杂几何互锁引起的。本文提出了一套全面的实验测试,用于表征相对于织物的类型和数量以及相对于真空压力的刚度和阻尼性能。更具体地说,该研究通过实验研究了在四点和六点弯曲装置上评估真空压力变化时静态特性的变化。然后将测量结果报告到Ashby图中,以比较真空结构织物与经典材料的机械性能。该研究的潜在应用包括开发轻量化自适应和半主动振动缓解装置。
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引用次数: 0
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Aerotecnica Missili & Spazio
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