首页 > 最新文献

Journal of Spacecraft and Rockets最新文献

英文 中文
Starling Formation-Flying Optical Experiment (StarFOX): System Design and Preflight Verification 燕鸥编队飞行光学实验(StarFOX):系统设计与飞行前验证
IF 1.6 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2023-06-23 DOI: 10.2514/1.a35598
J. Kruger, Adam W. Koenig, S. D’Amico
The Starling Formation-Flying Optical Experiment (StarFOX) is intended as the first on-orbit demonstration of autonomous distributed angles-only navigation for spacecraft swarms. StarFOX applies the angles-only Absolute and Relative Trajectory System (ARTMS), a navigation architecture consisting of three innovative algorithms: image processing, which identifies and tracks multiple targets in images from a single camera without a priori relative orbit knowledge; batch orbit determination, which autonomously initializes orbit estimates for visible swarm members; and sequential orbit determination, which continuously refines the swarm state by fusing measurements from multiple observers exchanged over an intersatellite link. Nonlinear dynamics and measurement models provide sufficient observability to estimate absolute orbits, relative orbits, and auxiliary states using only bearing angles without maneuvers. StarFOX will be conducted using a four-CubeSat swarm as part of the NASA Starling mission, and simulations of experiment scenarios demonstrate that ARTMS meets mission performance requirements. Results indicate that mean bearing angle errors are below 35′′ ([Formula: see text]), initial target range errors are below 20% of true separation, and steady-state range errors are below 2% ([Formula: see text]). Absolute orbit estimation accuracy is on the order of 100 m. Hardware-in-the-loop tests display robust navigation under a variety of conditions, enabling autonomous, ubiquitous navigation with minimal ground interaction for future distributed missions.
椋鸟编队飞行光学实验(StarFOX)旨在作为航天器群自主分布式角度导航的第一次在轨演示。StarFOX应用了只考虑角度的绝对和相对轨迹系统(ARTMS),这是一种由三种创新算法组成的导航架构:图像处理,在没有先验相对轨道知识的情况下识别和跟踪来自单个相机的图像中的多个目标;批量轨道确定,自动初始化可见群成员的轨道估计;序贯轨道确定,通过融合在星间链路上交换的多个观测者的测量结果,不断改进群状态。非线性动力学和测量模型提供了足够的可观测性来估计绝对轨道、相对轨道和辅助状态,仅使用方位角而不使用机动。作为NASA Starling任务的一部分,StarFOX将使用一个四颗立方体卫星群进行,实验场景的模拟表明,ARTMS满足任务性能要求。结果表明,平均方位角误差小于35”([公式:见文]),初始目标距离误差小于真分离的20%,稳态距离误差小于2%([公式:见文])。绝对轨道估计精度在100米左右。硬件在环测试显示了在各种条件下的强大导航能力,为未来的分布式任务实现了自主、无处不在的导航,与地面的交互最小。
{"title":"Starling Formation-Flying Optical Experiment (StarFOX): System Design and Preflight Verification","authors":"J. Kruger, Adam W. Koenig, S. D’Amico","doi":"10.2514/1.a35598","DOIUrl":"https://doi.org/10.2514/1.a35598","url":null,"abstract":"The Starling Formation-Flying Optical Experiment (StarFOX) is intended as the first on-orbit demonstration of autonomous distributed angles-only navigation for spacecraft swarms. StarFOX applies the angles-only Absolute and Relative Trajectory System (ARTMS), a navigation architecture consisting of three innovative algorithms: image processing, which identifies and tracks multiple targets in images from a single camera without a priori relative orbit knowledge; batch orbit determination, which autonomously initializes orbit estimates for visible swarm members; and sequential orbit determination, which continuously refines the swarm state by fusing measurements from multiple observers exchanged over an intersatellite link. Nonlinear dynamics and measurement models provide sufficient observability to estimate absolute orbits, relative orbits, and auxiliary states using only bearing angles without maneuvers. StarFOX will be conducted using a four-CubeSat swarm as part of the NASA Starling mission, and simulations of experiment scenarios demonstrate that ARTMS meets mission performance requirements. Results indicate that mean bearing angle errors are below 35′′ ([Formula: see text]), initial target range errors are below 20% of true separation, and steady-state range errors are below 2% ([Formula: see text]). Absolute orbit estimation accuracy is on the order of 100 m. Hardware-in-the-loop tests display robust navigation under a variety of conditions, enabling autonomous, ubiquitous navigation with minimal ground interaction for future distributed missions.","PeriodicalId":50048,"journal":{"name":"Journal of Spacecraft and Rockets","volume":" ","pages":""},"PeriodicalIF":1.6,"publicationDate":"2023-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48923132","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Adaptive Order-Switching Kalman Filter for Orbit Determination Using Deep-Neural-Network-Based Nonlinearity Detection 基于深度神经网络非线性检测的自适应切换阶卡尔曼滤波定轨
IF 1.6 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2023-06-23 DOI: 10.2514/1.a35639
Xingyu Zhou, D. Qiao, Xiangyu Li
This paper proposes an adaptive estimation algorithm for orbit determination, which consists of a deep-neural-network (DNN)-based nonlinearity detector combined with an adaptive order-switching procedure, to reduce the computational complexity while still maintaining the estimation accuracy. The DNN is trained to quickly evaluate the nonlinearity degree of the state equation. An adaptive order-switching strategy is designed based on the nonlinearity degree predicted by the DNN. The algorithm switches to a high-order method when the nonlinearity of the state equation is significant and uses a linear method when the nonlinearity degree is low. The proposed method is applied to estimate the orbit of a spacecraft in cislunar space. The sample forms in the inertial frame and rotating frame are investigated and compared to find the optimum one to train the DNN. Simulations show that the proposed method can deliver accurate state estimations comparable with the state estimations obtained by the second-order extended Kalman filter but with only half of the computational cost.
本文提出了一种用于定轨的自适应估计算法,该算法由基于深度神经网络(DNN)的非线性检测器与自适应阶数切换程序相结合,以降低计算复杂度,同时保持估计精度。训练DNN以快速评估状态方程的非线性程度。基于DNN预测的非线性度,设计了一种自适应的订单切换策略。当状态方程的非线性显著时,该算法切换到高阶方法,而当非线性度较低时,该方法使用线性方法。将所提出的方法应用于顺月空间中航天器的轨道估计。对惯性框架和旋转框架中的样本形式进行了研究和比较,以找到训练DNN的最佳样本形式。仿真表明,该方法可以提供与二阶扩展卡尔曼滤波器获得的状态估计相当的精确状态估计,但仅需一半的计算成本。
{"title":"Adaptive Order-Switching Kalman Filter for Orbit Determination Using Deep-Neural-Network-Based Nonlinearity Detection","authors":"Xingyu Zhou, D. Qiao, Xiangyu Li","doi":"10.2514/1.a35639","DOIUrl":"https://doi.org/10.2514/1.a35639","url":null,"abstract":"This paper proposes an adaptive estimation algorithm for orbit determination, which consists of a deep-neural-network (DNN)-based nonlinearity detector combined with an adaptive order-switching procedure, to reduce the computational complexity while still maintaining the estimation accuracy. The DNN is trained to quickly evaluate the nonlinearity degree of the state equation. An adaptive order-switching strategy is designed based on the nonlinearity degree predicted by the DNN. The algorithm switches to a high-order method when the nonlinearity of the state equation is significant and uses a linear method when the nonlinearity degree is low. The proposed method is applied to estimate the orbit of a spacecraft in cislunar space. The sample forms in the inertial frame and rotating frame are investigated and compared to find the optimum one to train the DNN. Simulations show that the proposed method can deliver accurate state estimations comparable with the state estimations obtained by the second-order extended Kalman filter but with only half of the computational cost.","PeriodicalId":50048,"journal":{"name":"Journal of Spacecraft and Rockets","volume":" ","pages":""},"PeriodicalIF":1.6,"publicationDate":"2023-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48416669","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Generation of Multiple-Revolution Many-Impulse Optimal Spacecraft Maneuvers 航天器多转多冲量最优机动的生成
IF 1.6 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2023-06-12 DOI: 10.2514/1.a35638
Vishal Arya, Keziban Saloglu, E. Taheri, J. Junkins
Impulsive trajectories provide time- and [Formula: see text]-reachability insights. Two novel homotopy-based methods are proposed for generating optimal many-impulse, multirevolution maneuvers. The first method is based on the continuation over the specific impulse value, which is shown to enhance convergence performance of the resulting two-point boundary-value problems. The second method is based on the formulation of impulsive trajectories using a linear acceleration term. The two methods are used in a hybrid framework. The utility of the proposed methods is demonstrated on four problems: Two interplanetary trajectories 1) from Earth to Mars, 2) from Earth to asteroid Dionysus, 3) a planet-centric transfer maneuver from a geostationary transfer orbit (GTO) to geostationary orbit (GEO) consisting of 21 revolutions, and 4) a 50-revolution transfer from the considered GTO to a circular orbit at the first Lagrange point (L1) of the Earth–moon system. The last two problems leading to 18 and 50 impulses are tackled to give an optimal near-impulsive solution. The impulsive solution with 18 impulses is shown to satisfy Lawden’s conditions.
冲动轨迹提供了时间——和[公式:见文本]——可达性洞察力。提出了两种基于同伦的最优多冲量、多转数机动生成方法。第一种方法是基于特定脉冲值上的延拓,该方法提高了两点边值问题的收敛性能。第二种方法是基于使用线性加速度项的脉冲轨迹的公式。这两种方法在一个混合框架中使用。在四个问题上证明了所提出方法的实用性:1)从地球到火星的两个行星际轨道,2)从地球到狄俄尼索斯小行星的两个行星际轨道,3)从地球静止转移轨道(GTO)到地球静止轨道(GEO)由21转组成的行星中心转移机动,以及4)从考虑的GTO到地球静止轨道的50转转移到圆形轨道在地月系统的第一拉格朗日点(L1)。最后两个问题导致18和50脉冲的处理,给出一个最优的近脉冲解决方案。具有18个脉冲的脉冲解满足Lawden条件。
{"title":"Generation of Multiple-Revolution Many-Impulse Optimal Spacecraft Maneuvers","authors":"Vishal Arya, Keziban Saloglu, E. Taheri, J. Junkins","doi":"10.2514/1.a35638","DOIUrl":"https://doi.org/10.2514/1.a35638","url":null,"abstract":"Impulsive trajectories provide time- and [Formula: see text]-reachability insights. Two novel homotopy-based methods are proposed for generating optimal many-impulse, multirevolution maneuvers. The first method is based on the continuation over the specific impulse value, which is shown to enhance convergence performance of the resulting two-point boundary-value problems. The second method is based on the formulation of impulsive trajectories using a linear acceleration term. The two methods are used in a hybrid framework. The utility of the proposed methods is demonstrated on four problems: Two interplanetary trajectories 1) from Earth to Mars, 2) from Earth to asteroid Dionysus, 3) a planet-centric transfer maneuver from a geostationary transfer orbit (GTO) to geostationary orbit (GEO) consisting of 21 revolutions, and 4) a 50-revolution transfer from the considered GTO to a circular orbit at the first Lagrange point (L1) of the Earth–moon system. The last two problems leading to 18 and 50 impulses are tackled to give an optimal near-impulsive solution. The impulsive solution with 18 impulses is shown to satisfy Lawden’s conditions.","PeriodicalId":50048,"journal":{"name":"Journal of Spacecraft and Rockets","volume":" ","pages":""},"PeriodicalIF":1.6,"publicationDate":"2023-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45590033","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Long-Term Orbital Lifetime Prediction of Highly Eccentric Orbits: A Statistical Approach 高偏心轨道的长期轨道寿命预测:一种统计方法
IF 1.6 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2023-06-12 DOI: 10.2514/1.a35706
Xuhui Luo, Yue Wang, Yao Zhang, Jing Liu
This paper concentrates on the long-term orbital lifetime prediction of highly eccentric orbits (HEOs) based on two-line element sets via a statistical approach. Due to the significantly different evolution characteristics of low- and high-inclination HEOs induced by different orbital resonances, two area-to-mass estimation methods are proposed, respectively. The resonance phenomena encountered in the HEO region strongly affect the orbital evolution and cause high sensitivity. Therefore, a statistical approach is adopted to handle these effects and correctly estimate low-inclination HEO lifetime. We use the Monte Carlo method and kernel-density estimation to calculate the probability distribution of the orbital lifetime. Finally, the performance of the method is assessed by the actual orbital lifetimes of space objects that reentered from HEOs in the past 50 years. The results indicate that our statistical approach can improve the orbital lifetime prediction accuracy to a large extent, especially for the low-inclination HEOs. If a relative error of 15% is adopted as the error tolerance, compared with the traditional method based on a single orbital propagation, our statistical method can increase the success rate from 40% to more than 70%. For the high-inclination HEOs, the objects with a relative error below 15% account for more than 90%.
本文采用统计方法研究了基于双线元集的高偏心轨道长期轨道寿命预测。由于不同轨道共振引起的低倾角和高倾角heo的演化特征存在显著差异,分别提出了两种面积质量估计方法。在HEO区遇到的共振现象强烈地影响轨道演化,导致高灵敏度。因此,采用统计方法来处理这些影响,并正确估计低倾角HEO寿命。我们使用蒙特卡罗方法和核密度估计来计算轨道寿命的概率分布。最后,通过近50年来从heo再入的空间物体的实际轨道寿命来评估该方法的性能。结果表明,该方法可以在很大程度上提高轨道寿命预测的精度,特别是对于低倾角的高轨道天体。如果采用15%的相对误差作为误差容限,与基于单轨道传播的传统方法相比,我们的统计方法可以将成功率从40%提高到70%以上。对于高倾角heo,相对误差小于15%的天体占90%以上。
{"title":"Long-Term Orbital Lifetime Prediction of Highly Eccentric Orbits: A Statistical Approach","authors":"Xuhui Luo, Yue Wang, Yao Zhang, Jing Liu","doi":"10.2514/1.a35706","DOIUrl":"https://doi.org/10.2514/1.a35706","url":null,"abstract":"This paper concentrates on the long-term orbital lifetime prediction of highly eccentric orbits (HEOs) based on two-line element sets via a statistical approach. Due to the significantly different evolution characteristics of low- and high-inclination HEOs induced by different orbital resonances, two area-to-mass estimation methods are proposed, respectively. The resonance phenomena encountered in the HEO region strongly affect the orbital evolution and cause high sensitivity. Therefore, a statistical approach is adopted to handle these effects and correctly estimate low-inclination HEO lifetime. We use the Monte Carlo method and kernel-density estimation to calculate the probability distribution of the orbital lifetime. Finally, the performance of the method is assessed by the actual orbital lifetimes of space objects that reentered from HEOs in the past 50 years. The results indicate that our statistical approach can improve the orbital lifetime prediction accuracy to a large extent, especially for the low-inclination HEOs. If a relative error of 15% is adopted as the error tolerance, compared with the traditional method based on a single orbital propagation, our statistical method can increase the success rate from 40% to more than 70%. For the high-inclination HEOs, the objects with a relative error below 15% account for more than 90%.","PeriodicalId":50048,"journal":{"name":"Journal of Spacecraft and Rockets","volume":" ","pages":""},"PeriodicalIF":1.6,"publicationDate":"2023-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44648215","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
New Sizing Methodology and Efficiency Analysis of Satellite’s Electrical Power Subsystem 卫星电源子系统的新尺寸确定方法及效率分析
IF 1.6 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2023-06-10 DOI: 10.2514/1.a35609
S. Marín-Coca, E. Roibás-Millán, S. Pindado
This paper describes a novel methodology to improve the preliminary design and efficiency analysis of the satellite’s electrical power subsystem. Several studies have addressed this issue by proposing a solar array sizing method based on the use of fixed efficiency paths during sunlight and eclipse periods. Indeed, these studies restrict the use of the battery for eclipse periods, and thus the solar array is sized to support the peak power loads on its own. To the authors’ knowledge, no one has so far deeply and jointly analyzed the influence of the power profile demand, the use of the battery during sunlight periods, and the architecture on the efficiency paths to size the electrical power subsystem. This work offers a methodology that takes into account these variables to better estimate the global efficiency of the electrical power subsystem and, consequently, to refine the first design iterations of a satellite. This methodology is particularized for the most common architectures based on power and voltage bus regulation, although it can be implemented in more complex architectures. A case study involving a real space mission, the UPMSat-2 (a 50 kg satellite launched in September 2020), is conducted to test this methodology.
本文介绍了一种改进卫星电力子系统初步设计和效率分析的新方法。几项研究已经解决了这个问题,提出了一种基于在阳光和日食期间使用固定效率路径的太阳能电池阵列尺寸确定方法。事实上,这些研究限制了电池在日食期间的使用,因此太阳能电池阵列的大小可以单独支持峰值功率负载。据作者所知,到目前为止,还没有人深入联合分析功率分布需求、阳光时段电池的使用以及架构对确定电力子系统大小的效率路径的影响。这项工作提供了一种考虑这些变量的方法,以更好地估计电力子系统的全局效率,从而改进卫星的第一次设计迭代。该方法针对基于功率和电压总线调节的最常见架构进行了详细说明,尽管它可以在更复杂的架构中实现。进行了一项涉及实际太空任务UPMSat-2(2020年9月发射的一颗50公斤重的卫星)的案例研究,以测试这种方法。
{"title":"New Sizing Methodology and Efficiency Analysis of Satellite’s Electrical Power Subsystem","authors":"S. Marín-Coca, E. Roibás-Millán, S. Pindado","doi":"10.2514/1.a35609","DOIUrl":"https://doi.org/10.2514/1.a35609","url":null,"abstract":"This paper describes a novel methodology to improve the preliminary design and efficiency analysis of the satellite’s electrical power subsystem. Several studies have addressed this issue by proposing a solar array sizing method based on the use of fixed efficiency paths during sunlight and eclipse periods. Indeed, these studies restrict the use of the battery for eclipse periods, and thus the solar array is sized to support the peak power loads on its own. To the authors’ knowledge, no one has so far deeply and jointly analyzed the influence of the power profile demand, the use of the battery during sunlight periods, and the architecture on the efficiency paths to size the electrical power subsystem. This work offers a methodology that takes into account these variables to better estimate the global efficiency of the electrical power subsystem and, consequently, to refine the first design iterations of a satellite. This methodology is particularized for the most common architectures based on power and voltage bus regulation, although it can be implemented in more complex architectures. A case study involving a real space mission, the UPMSat-2 (a 50 kg satellite launched in September 2020), is conducted to test this methodology.","PeriodicalId":50048,"journal":{"name":"Journal of Spacecraft and Rockets","volume":" ","pages":""},"PeriodicalIF":1.6,"publicationDate":"2023-06-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41819489","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Uncertainty Propagation and Filtering via the Koopman Operator in Astrodynamics 天体动力学中通过Koopman算子的不确定性传播和滤波
IF 1.6 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2023-06-07 DOI: 10.2514/1.a35688
Simone Servadio, W. Parker, R. Linares
The Koopman Operator (KO) theory is applied to generate an analytical solution of dynamical systems. The approach proposed in this work exploits a novel derivation of the KO with orthogonal polynomials to represent and propagate uncertainties, where the polynomials are modified to work with stochastic variables. Thus, a new uncertainty quantification technique is proposed in which the KO solution is expanded to include the prediction of central moments, up to an arbitrary order. The propagation of uncertainties is then expanded to develop a new filtering algorithm, for which the measurements are considered as additional observables in the KO mathematics. The uncertainty propagation technique is tested by predicting the state probability density function of a spacecraft in a halo orbit. The performance of the technique is assessed with a Monte Carlo analysis and proven to obtain accurate estimates for the state covariance, skewness, and kurtosis. The novel filtering methodology is then applied to an orbit determination application regarding a Lyapunov orbit, where an analysis on the filter accuracy and consistency shows that the new KO filter outperforms other common estimators.
应用库普曼算子(KO)理论生成动力系统的解析解。这项工作中提出的方法利用正交多项式的KO的新推导来表示和传播不确定性,其中多项式被修改为与随机变量一起工作。因此,提出了一种新的不确定性量化技术,其中KO解决方案被扩展为包括中心矩的预测,最高可达任意阶。然后扩展不确定性的传播,以开发一种新的滤波算法,在KO数学中,测量被视为额外的可观测值。通过对光环轨道上航天器状态概率密度函数的预测,检验了不确定性传播技术。该技术的性能通过蒙特卡洛分析进行了评估,并被证明可以获得状态协方差、偏度和峰度的准确估计。然后,将新的滤波方法应用于关于李雅普诺夫轨道的轨道确定应用,其中对滤波器精度和一致性的分析表明,新的KO滤波器优于其他常见的估计量。
{"title":"Uncertainty Propagation and Filtering via the Koopman Operator in Astrodynamics","authors":"Simone Servadio, W. Parker, R. Linares","doi":"10.2514/1.a35688","DOIUrl":"https://doi.org/10.2514/1.a35688","url":null,"abstract":"The Koopman Operator (KO) theory is applied to generate an analytical solution of dynamical systems. The approach proposed in this work exploits a novel derivation of the KO with orthogonal polynomials to represent and propagate uncertainties, where the polynomials are modified to work with stochastic variables. Thus, a new uncertainty quantification technique is proposed in which the KO solution is expanded to include the prediction of central moments, up to an arbitrary order. The propagation of uncertainties is then expanded to develop a new filtering algorithm, for which the measurements are considered as additional observables in the KO mathematics. The uncertainty propagation technique is tested by predicting the state probability density function of a spacecraft in a halo orbit. The performance of the technique is assessed with a Monte Carlo analysis and proven to obtain accurate estimates for the state covariance, skewness, and kurtosis. The novel filtering methodology is then applied to an orbit determination application regarding a Lyapunov orbit, where an analysis on the filter accuracy and consistency shows that the new KO filter outperforms other common estimators.","PeriodicalId":50048,"journal":{"name":"Journal of Spacecraft and Rockets","volume":" ","pages":""},"PeriodicalIF":1.6,"publicationDate":"2023-06-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49559729","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Roll Damping Measurements on Basic Finner Model Using Both Forced and Free Methods 用强迫法和自由法测量基本芬纳模型的滚动阻尼
IF 1.6 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2023-06-05 DOI: 10.2514/1.a35687
Ionuț Bunescu, Mihai-Vlăduţ Hothazie, Mihai-Victor Pricop, M. G. Stoican
Determination of aerodynamic damping coefficients has always been difficult due to the dynamic nature of measurements for both forced and free methods. Although aerodynamic damping identification is available since the 1960s, this testing capability is not available in most of the high-speed wind tunnels due to its complexity, although the aerodynamic damping coefficients are needed for every aerospace vehicle. Herein are presented the development of the rig for roll damping determination, which uses both free and forced methods in the working cycle; the calibration process using the basic Finner model with reference data; and the experimental results obtained. Also, considering the challenges for computational fluid dynamics to match the experimental results, numerical results are presented for the calibration points required for interpolation of the roll damping coefficient along a Mach number range. The calibration points cover all regimes from subsonic to supersonic at Mach numbers ranging between 0.4 and 3.5. Conclusions are presented, focusing on the comparison between forced and free methods, as well as the rotation direction, considering the flow deflection that is increasing the level of uncertainty.
由于强制和自由方法测量的动态性质,空气动力学阻尼系数的确定一直很困难。尽管自20世纪60年代以来就可以进行空气动力学阻尼识别,但由于其复杂性,这种测试能力在大多数高速风洞中都不可用,尽管每种航空航天飞行器都需要空气动力学阻尼系数。本文介绍了滚动阻尼测定装置的开发,该装置在工作循环中使用自由法和强制法;使用具有参考数据的基本Finner模型的校准过程;并给出了实验结果。此外,考虑到计算流体动力学与实验结果相匹配的挑战,给出了沿马赫数范围内插滚动阻尼系数所需校准点的数值结果。校准点涵盖了从亚音速到超音速的所有状态,马赫数在0.4和3.5之间。给出了结论,重点是强制和自由方法之间的比较,以及旋转方向,考虑到流动偏转会增加不确定性。
{"title":"Roll Damping Measurements on Basic Finner Model Using Both Forced and Free Methods","authors":"Ionuț Bunescu, Mihai-Vlăduţ Hothazie, Mihai-Victor Pricop, M. G. Stoican","doi":"10.2514/1.a35687","DOIUrl":"https://doi.org/10.2514/1.a35687","url":null,"abstract":"Determination of aerodynamic damping coefficients has always been difficult due to the dynamic nature of measurements for both forced and free methods. Although aerodynamic damping identification is available since the 1960s, this testing capability is not available in most of the high-speed wind tunnels due to its complexity, although the aerodynamic damping coefficients are needed for every aerospace vehicle. Herein are presented the development of the rig for roll damping determination, which uses both free and forced methods in the working cycle; the calibration process using the basic Finner model with reference data; and the experimental results obtained. Also, considering the challenges for computational fluid dynamics to match the experimental results, numerical results are presented for the calibration points required for interpolation of the roll damping coefficient along a Mach number range. The calibration points cover all regimes from subsonic to supersonic at Mach numbers ranging between 0.4 and 3.5. Conclusions are presented, focusing on the comparison between forced and free methods, as well as the rotation direction, considering the flow deflection that is increasing the level of uncertainty.","PeriodicalId":50048,"journal":{"name":"Journal of Spacecraft and Rockets","volume":" ","pages":""},"PeriodicalIF":1.6,"publicationDate":"2023-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46740525","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimal Maneuvers Around Binary Asteroids Using Particle Swarm Optimization and Machine Learning 基于粒子群优化和机器学习的双小行星最优机动
IF 1.6 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2023-06-05 DOI: 10.2514/1.a35317
A. D’Ambrosio, A. Carbone, F. Curti
Designing optimal transfer trajectories and reference orbit tracking in binary asteroid systems is both challenging and computationally expensive. This paper proposes a method of bypassing the high computational overhead by leveraging a collection of known techniques. Indeed, the proposed framework is based on the combination of artificial intelligence techniques, such as the particle swarm optimization and neural networks, along with the inverse dynamics and the B-splines approximation of the trajectory. The real irregular shapes of the asteroids are considered in the free dynamics of the system, which are obtained via the mutual polyhedral model. The gravitational accelerations of the single asteroids acting on the spacecraft are approximated by using two single-layer neural networks trained via an extreme learning machine. By using a combination of these techniques, the computational time of the whole optimization is decreased from hours to minutes. The proposed approach is applied to the optimal trajectory design around the binary asteroid system, 1999 KW4, showing the feasibility of the proposed optimization approach, reducing the computational effort and time, and increasing the reliability of the obtained results. It is shown through a Monte Carlo analysis that our optimization strategy yields more accurate solutions than other optimization algorithms, such as the interior point and sequential quadratic programming methods, when a random initial guess is provided. Finally, the proposed optimization approach can be used in combination with other techniques to provide a feasible and reliable initial guess for a better solution refinement.t
在双星小行星系统中设计最佳转移轨道和参考轨道跟踪既具有挑战性,又计算成本高昂。本文提出了一种通过利用一系列已知技术来绕过高计算开销的方法。事实上,所提出的框架是基于人工智能技术的结合,如粒子群优化和神经网络,以及逆动力学和轨迹的B样条逼近。在系统的自由动力学中考虑了小行星的真实不规则形状,这些形状是通过相互多面体模型获得的。通过使用通过极限学习机训练的两个单层神经网络来近似作用在航天器上的单个小行星的重力加速度。通过使用这些技术的组合,整个优化的计算时间从几个小时减少到了几分钟。将所提出的方法应用于1999 KW4双星系统周围的最优轨道设计,表明了所提出的优化方法的可行性,减少了计算工作量和时间,提高了所得结果的可靠性。蒙特卡罗分析表明,当提供随机初始猜测时,我们的优化策略比其他优化算法(如内点法和序列二次规划法)产生更准确的解。最后,所提出的优化方法可以与其他技术相结合,为更好的求解精化提供可行和可靠的初始猜测
{"title":"Optimal Maneuvers Around Binary Asteroids Using Particle Swarm Optimization and Machine Learning","authors":"A. D’Ambrosio, A. Carbone, F. Curti","doi":"10.2514/1.a35317","DOIUrl":"https://doi.org/10.2514/1.a35317","url":null,"abstract":"Designing optimal transfer trajectories and reference orbit tracking in binary asteroid systems is both challenging and computationally expensive. This paper proposes a method of bypassing the high computational overhead by leveraging a collection of known techniques. Indeed, the proposed framework is based on the combination of artificial intelligence techniques, such as the particle swarm optimization and neural networks, along with the inverse dynamics and the B-splines approximation of the trajectory. The real irregular shapes of the asteroids are considered in the free dynamics of the system, which are obtained via the mutual polyhedral model. The gravitational accelerations of the single asteroids acting on the spacecraft are approximated by using two single-layer neural networks trained via an extreme learning machine. By using a combination of these techniques, the computational time of the whole optimization is decreased from hours to minutes. The proposed approach is applied to the optimal trajectory design around the binary asteroid system, 1999 KW4, showing the feasibility of the proposed optimization approach, reducing the computational effort and time, and increasing the reliability of the obtained results. It is shown through a Monte Carlo analysis that our optimization strategy yields more accurate solutions than other optimization algorithms, such as the interior point and sequential quadratic programming methods, when a random initial guess is provided. Finally, the proposed optimization approach can be used in combination with other techniques to provide a feasible and reliable initial guess for a better solution refinement.t","PeriodicalId":50048,"journal":{"name":"Journal of Spacecraft and Rockets","volume":" ","pages":""},"PeriodicalIF":1.6,"publicationDate":"2023-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43321305","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Precise Modeling of Non-Gravitational Accelerations of the Spacecraft BepiColombo During Cruise Phase 贝皮可伦坡号航天器巡航阶段非重力加速度的精确建模
IF 1.6 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2023-05-26 DOI: 10.2514/1.a35704
I. di Stefano, P. Cappuccio, L. Iess
The ESA/JAXA (Japan Aerospace Exploration Agency) BepiColombo mission is currently in its cruise phase and is set to reach Mercury in late 2025. The spacecraft is equipped with advanced radio-tracking instrumentation that provides accurate radiometric data for precise orbit determination (POD). During the cruise phase, the radio link enables tests of general relativity (GR) and measurements of the solar corona properties. To fully exploit the accuracy of the radiometric measurements (Doppler and ranging) and to obtain better accuracies in the GR tests, a comprehensive dynamical model of the spacecraft is needed. A reliable and precise model of the non-gravitational accelerations would maximize the scientific return of the radio-science experiments and prevent unmodeled dynamic perturbations from degrading the POD solution. In this work, we investigate the effects of non-conservative forces acting on BepiColombo during three different radio-science campaigns conducted in November 2020, March 2021, and February 2022. The last two periods correspond to the first two GR tests of BepiColombo. We design a method for modeling these forces using telemetry measurements, radiometric observables, and mathematical models; and we analyze their characteristics in relation to the different environments encountered by the spacecraft during the three periods. This work is a preparatory and unavoidable step for the data analysis of the first two GR experiments of BepiColombo and the next radio-science campaigns, which will be performed in an even more challenging dynamical environment.
欧空局/日本宇宙航空研究开发机构的BepiColombo任务目前处于巡航阶段,计划于2025年底抵达水星。该航天器配备了先进的无线电跟踪仪器,为精确的轨道确定(POD)提供精确的辐射数据。在巡航阶段,无线电链路可以进行广义相对论(GR)测试和日冕特性测量。为了充分利用辐射测量(多普勒和测距)的精度,并在GR测试中获得更好的精度,需要一个全面的航天器动力学模型。非重力加速度的可靠和精确模型将最大限度地提高无线电科学实验的科学回报,并防止未建模的动态扰动降低POD解的质量。在这项工作中,我们调查了在2020年11月、2021年3月和2022年2月进行的三次不同的无线电科学运动中,非保守势力对BepiColombo的影响。最后两个周期对应于BepiColombo的前两次GR测试。我们设计了一种使用遥测测量、辐射可观察性和数学模型对这些力进行建模的方法;并分析了它们的特性与航天器在这三个时期遇到的不同环境的关系。这项工作是BepiColombo前两次GR实验和下一次无线电科学活动的数据分析的准备和不可避免的步骤,这些活动将在更具挑战性的动力学环境中进行。
{"title":"Precise Modeling of Non-Gravitational Accelerations of the Spacecraft BepiColombo During Cruise Phase","authors":"I. di Stefano, P. Cappuccio, L. Iess","doi":"10.2514/1.a35704","DOIUrl":"https://doi.org/10.2514/1.a35704","url":null,"abstract":"The ESA/JAXA (Japan Aerospace Exploration Agency) BepiColombo mission is currently in its cruise phase and is set to reach Mercury in late 2025. The spacecraft is equipped with advanced radio-tracking instrumentation that provides accurate radiometric data for precise orbit determination (POD). During the cruise phase, the radio link enables tests of general relativity (GR) and measurements of the solar corona properties. To fully exploit the accuracy of the radiometric measurements (Doppler and ranging) and to obtain better accuracies in the GR tests, a comprehensive dynamical model of the spacecraft is needed. A reliable and precise model of the non-gravitational accelerations would maximize the scientific return of the radio-science experiments and prevent unmodeled dynamic perturbations from degrading the POD solution. In this work, we investigate the effects of non-conservative forces acting on BepiColombo during three different radio-science campaigns conducted in November 2020, March 2021, and February 2022. The last two periods correspond to the first two GR tests of BepiColombo. We design a method for modeling these forces using telemetry measurements, radiometric observables, and mathematical models; and we analyze their characteristics in relation to the different environments encountered by the spacecraft during the three periods. This work is a preparatory and unavoidable step for the data analysis of the first two GR experiments of BepiColombo and the next radio-science campaigns, which will be performed in an even more challenging dynamical environment.","PeriodicalId":50048,"journal":{"name":"Journal of Spacecraft and Rockets","volume":" ","pages":""},"PeriodicalIF":1.6,"publicationDate":"2023-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48949926","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Simplified Real-Time Flush Air-Data Sensing System for Sharp-Nosed Hypersonic Vehicles 用于尖鼻高超声速飞行器的简化实时同步空气数据传感系统
IF 1.6 4区 工程技术 Q2 ENGINEERING, AEROSPACE Pub Date : 2023-05-21 DOI: 10.2514/1.a35634
Hidemi Takahashi, S. Hasegawa, K. Tani
This paper discusses a flush air-data sensing (FADS) system for a sharp-nosed hypersonic vehicle designed to estimate flight air data in real time at hypersonic speeds. The design’s target condition is Mach 5.0 to 7.0 with an angle of attack within 5 deg. The FADS system estimates air data by relating them to surface pressures measured from surface-mounted ports on the vehicle forebody. Unique combinations of pressure ratios were used to estimate the freestream dynamic pressure, which was a primary parameter for the flight experiment, the angle of attack, and the Mach number. The proposed FADS estimation algorithm was validated through numerical simulation, which was also used to generate datasets of surface pressures for given flight conditions. To handle possible sensor errors related to estimation accuracy in real-time estimation for a flight experiment, redundant systems were implemented. The results indicated that the designed FADS system can estimate air data within the uncertainty of 4.8% for a single estimator by considering sensor errors for freestream dynamic pressures in the range of 0–100 kPa, including targeted and off-design flight conditions. The proposed algorithm can estimate the air data with an acceptable level of uncertainty while retaining the robustness of estimation to sensor failures with low computational cost.
本文讨论了一种用于尖鼻高超音速飞行器的冲洗空气数据传感(FADS)系统,该系统旨在实时估计高超音速下的飞行空气数据。该设计的目标条件是马赫数为5.0至7.0,攻角在5度以内。FADS系统通过将空气数据与从车辆前体表面安装端口测量的表面压力相关联来估计空气数据。压力比的独特组合用于估计自由流动压,这是飞行实验的主要参数、攻角和马赫数。通过数值模拟验证了所提出的FADS估计算法,该算法还用于生成给定飞行条件下的表面压力数据集。为了在飞行实验的实时估计中处理与估计精度相关的可能的传感器误差,实现了冗余系统。结果表明,设计的FADS系统可以通过考虑0–100 kPa范围内自由流动压的传感器误差,包括目标和偏离设计的飞行条件,在单个估计器4.8%的不确定度内估计空气数据。所提出的算法可以以可接受的不确定性水平估计空气数据,同时以低计算成本保持估计对传感器故障的鲁棒性。
{"title":"Simplified Real-Time Flush Air-Data Sensing System for Sharp-Nosed Hypersonic Vehicles","authors":"Hidemi Takahashi, S. Hasegawa, K. Tani","doi":"10.2514/1.a35634","DOIUrl":"https://doi.org/10.2514/1.a35634","url":null,"abstract":"This paper discusses a flush air-data sensing (FADS) system for a sharp-nosed hypersonic vehicle designed to estimate flight air data in real time at hypersonic speeds. The design’s target condition is Mach 5.0 to 7.0 with an angle of attack within 5 deg. The FADS system estimates air data by relating them to surface pressures measured from surface-mounted ports on the vehicle forebody. Unique combinations of pressure ratios were used to estimate the freestream dynamic pressure, which was a primary parameter for the flight experiment, the angle of attack, and the Mach number. The proposed FADS estimation algorithm was validated through numerical simulation, which was also used to generate datasets of surface pressures for given flight conditions. To handle possible sensor errors related to estimation accuracy in real-time estimation for a flight experiment, redundant systems were implemented. The results indicated that the designed FADS system can estimate air data within the uncertainty of 4.8% for a single estimator by considering sensor errors for freestream dynamic pressures in the range of 0–100 kPa, including targeted and off-design flight conditions. The proposed algorithm can estimate the air data with an acceptable level of uncertainty while retaining the robustness of estimation to sensor failures with low computational cost.","PeriodicalId":50048,"journal":{"name":"Journal of Spacecraft and Rockets","volume":" ","pages":""},"PeriodicalIF":1.6,"publicationDate":"2023-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43552823","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of Spacecraft and Rockets
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1