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171.
Roberto Furfaro Riccardo Barocco Richard Linares Francesco Topputo Vishnu Reddy Jules Simo Lucille Le Corre 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2021,67(1):617-638
Close proximity operations around small bodies are extremely challenging due to their uncertain dynamical environment. Autonomous guidance and navigation around small bodies require fast and accurate modeling of the gravitational field for potential on-board computation. In this paper, we investigate a model-based, data-driven approach to compute and predict the gravitational acceleration around irregular small bodies. More specifically, we employ Extreme Learning Machine (ELM) theories to design, train and validate Single-Layer Feedforward Networks (SLFN) capable of learning the relationship between the spacecraft position and the gravitational acceleration. ELM-base neural networks are trained without iterative tuning therefore dramatically reducing the training time. Analysis of performance in constant density models for asteroid 25143 Itokawa and comet 67/P Churyumov-Gerasimenko show that ELM-based SLFN are able learn the desired functional relationship both globally and in selected localized areas near the surface. The latter results in a robust neural algorithm for on-board, real-time calculation of the gravity field needed for guidance and control in close-proximity operations near the asteroid surface. 相似文献
172.
Weiwei Zhang Shengyuan Jiang Jie Ji Dewei Tang 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2018,61(9):2444-2456
The physical and mechanical properties as well as the heat flux of regolith are critical evidence in the study of planetary origin and evolution. Moreover, the mechanical properties of planetary regolith have great value for guiding future human planetary activities. For planetary subsurface exploration, an inchworm boring robot (IBR) has been proposed to penetrate the regolith, and the mechanical properties of the regolith are expected to be simultaneously investigated during the penetration process using the drilling tool on the IBR. This paper provides a preliminary study of an in situ method for measuring planetary regolith mechanical parameters using a drilling tool on a test bed. A conical-screw drilling tool was designed, and its drilling load characteristics were experimentally analyzed. Based on the drilling tool-regolith interaction model, two identification methods for determining the planetary regolith bearing and shearing parameters are proposed. The bearing and shearing parameters of lunar regolith simulant were successfully determined according to the pressure-sinkage tests and shear tests conducted on the test bed. The effects of the operating parameters on the identification results were also analyzed. The results indicate a feasible scheme for future planetary subsurface exploration. 相似文献
173.
《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2020,65(11):2467-2474
The purpose of this study was to establish, on a first principles basis, the order of magnitude of energy requirements for a thermally processed, lunar regolith radiation shield constructed using an in-situ resource utilisation (ISRU) approach. This was done by developing a reference scenario habitat and using thermodynamic relationships and specific heat capacity expressions to determine the energy required to bring such a regolith volume up to sintering temperatures (c. 1,375 K). Once the energy requirements were developed some power system architectures were outlined conceptually and a nuclear power plant of c. 400 kW was suggested as a means to supply the necessary energy. This is well beyond current space nuclear applications. The study concludes that it is likely that the most efficient near-term solution is chemical processing of regolith, from an energy requirements perspective. The technology is also more mature and likely to be delivered on near term projects as it does not require such scaled-up power system architectures. Alternatively, bringing storm shelters up with the habitat to provide a means of weathering major solar events, and adding additional radiation protection to habitat quarters, possibly through a water blanket or similar mechanism, could provide a non-ISRU solution with current technology. However, in the longer term, the development of MW-scale power system architectures (fission, solar etc.), may permit a very large volume of material to be processed thermally for construction material, making a large, permanent human presence on the Moon more easily realisable. 相似文献
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ARINC 653分区实时系统的可调度分析 总被引:1,自引:0,他引:1
ARINC 653规范定义了综合模块化航空电子(IMA)实时操作系统的行为逻辑以及向应用程序提供的接口规范。该规范规定了系统采用分区内调度和分区间调度的两级调度方案,如何分析系统的可调度性以保证实时任务能够在截止时间内完成计算是需要研究的新问题。基于负载请求与平台资源提供能力的供需约束关系导出了系统可调度的判定依据。证明了判据的约束是系统可调度的充分必要条件。实际应用表明,提出的可调度判定定理能够应用于判定ARINC 653分区实时系统的可调度性,辅助提升系统的安全属性。 相似文献
178.
细分曲面既能表示连续的几何设计模型也能表示离散的加工模型,避免了模型转换的复杂中间过程.细分曲面除了对于构造具有任意拓扑结构的复杂零件具有巨大的优势外,对于数字化制造也极具发展潜力.因此,对基于Loop细分曲面的精加工刀具轨迹生成算法进行了研究.首先利用基于弦长误差的自适应插值Loop细分得到精加工模型;然后利用等斜率跟踪法将精加工模型分割为平坦区域和非平坦区域.对各个区域依次进行处理,不同区域实施不同的刀具轨迹规划.据此,既避免了因细分过程数据量过大而导致的曲面精度不足或表面质量降低的问题,又可顺利计算整张曲面相对均匀残留高度的刀具轨迹.最后,为验证该算法的可行性进行铣削加工实验. 相似文献
179.
航天器单层板结构弹道极限的支持向量机预测模型 总被引:1,自引:0,他引:1
提出了一种基于非线性不可分支持向量机(SVM)方法的航天器单层板结构弹道极限预测模型。利用实验数据对SVM进行训练,建立穿透点和未穿透点的分隔面,进而预测新结构弹道极限特性。SVM的训练问题是以实验点分类正确性为约束,预测置信度最大化为目标的二次规划问题,用Lagrange对偶方法有效求解了该训练问题,并通过附加Lagrange乘子的上限约束处理不可分数据集。引入二次核函数将线性SVM推广到非线性,有效实现了实验点的分类。利用超高速碰撞实验数据对SVM弹道极限预测模型进行了验证,计算对比表明SVM方法有效预测了弹道极限,并且精度高于NASA JSC单层板弹道极限方程。对分离面方程分离变量,建立了基于SVM的弹道极限方程显式表达式。 相似文献
180.
Recent studies on human missions to Mars suggest revisiting the parameters that have the most important impact on the complexity, the initial mass in low Earth orbit, the risks and the development costs for the first journey to the red planet. In the last NASA reference mission, a trade tree is proposed. 相似文献