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Analysis of Multifrequency GNSS Signals and an Improved Single-Epoch RTK Method for Medium-Long Baseline 多频GNSS信号分析及改进的中长基线单历元RTK方法
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-11-09 DOI: 10.1155/2023/6709989
Jian Chen, Jiahui Wang, Kaikun Zhang, Wei Duan, Xingwang Zhao, Chao Liu
In recent years, the quantity of visible satellites has increased significantly due to multiple satellite systems that leaped forward. The BeiDou Navigation Satellite System (BDS) and Galileo satellite navigation system (Galileo) broadcast triple-frequency signals and above to users, thus enhancing the reliability, continuity, and availability of the single-epoch real-time kinematic (RTK) positioning. In this study, an improved single-epoch multifrequency multisystem RTK method is successfully developed for the medium-long baseline. First, the Galileo and BDS extra-wide-lane (EWL) ambiguities are fixed at a high success rate, and the Galileo and BDS wide-lane (WL) ambiguity is achieved via the transformation process. Second, the fixed WL ambiguities of Galileo and BDS are exploited to elevate the fixed rate of GPS WL ambiguity. Third, the parametric strategies for ionospheric delay are carried out to upregulate the narrow-lane (NL) ambiguity-fixed rate of GPS. Further, the real-time data are adopted for verifying the feasibility of the method developed in this study. The experimental results demonstrate the optimal carrier-to-noise density ratio (C/N0) of full operational capability (FOC) E5a/E5b at all frequencies, followed by IIR-M L1, and IIR-A/B L2 exhibits the worst performance. Generally, the multipath combination (MPC) of Galileo signals shows root mean square (RMS) values within 0.4 m, ordered as follows: E 1 > E 5 b > E 5 a . For the BDS-2, the B3 signal exhibits optimal performance, while the B1 signal is the worst. The RMS of MPC errors of L1 signals is smaller than the L2 signals for the GPS. Furthermore, under the 50 km baseline, the GPS NL ambiguity-fixed rate using the ionosphere-free (IF) combination reaches only 47.74% at the ratio threshold of 2. Finally, compared to the ionosphere-free combination method, the GPS NL ambiguity-fixed rate is increased by 45.52% with the presented method. The proposed approach broadens the future application of deformation monitoring in medium-long baseline scenarios.
近年来,由于多卫星系统的跨越式发展,可见卫星的数量显著增加。北斗卫星导航系统(BDS)和伽利略卫星导航系统(Galileo)向用户广播三频及以上信号,增强了单历元实时运动学定位的可靠性、连续性和可用性。本文成功地开发了一种改进的单历元多频多系统RTK方法。首先,以较高的成功率固定了Galileo和BDS的超宽车道(extra-wide lane, EWL)歧义,并通过变换过程实现了Galileo和BDS的宽车道(wide lane, WL)歧义。其次,利用Galileo和BDS的固定WL模糊度,提高GPS WL模糊度的固定率;第三,提出了电离层延迟参数化策略,以提高GPS的窄道模糊固定率。并利用实时数据验证了本研究方法的可行性。实验结果表明,全工作能力(FOC) E5a/E5b在各频率下的载波噪声密度比(C/N0)最佳,IIR-M L1次之,IIR-A/B L2表现最差。一般情况下,伽利略信号的多径组合(MPC)在0.4 m范围内显示均方根(RMS)值,排序如下:e1 >E >E 5a。对于北斗二号系统,B3信号表现最佳,B1信号表现最差。GPS L1信号的MPC误差的均方根值小于L2信号。此外,在50 km基线下,使用无电离层(IF)组合的GPS NL模糊固定率在比值阈值为2时仅为47.74%。最后,与无电离层组合方法相比,该方法的GPS NL模糊固定率提高了45.52%。提出的方法拓宽了变形监测在中长期基线情景下的未来应用。
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引用次数: 0
Representation Enhancement-Based Proximal Policy Optimization for UAV Path Planning and Obstacle Avoidance 基于表示增强的无人机路径规划与避障近端策略优化
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-11-08 DOI: 10.1155/2023/6654130
Xiangxiang Huang, Wei Wang, Zhaokang Ji, Bin Cheng
Path planning and obstacle avoidance are pivotal for intelligent unmanned aerial vehicle (UAV) systems in various domains, such as postdisaster rescue, target detection, and wildlife conservation. Currently, reinforcement learning (RL) has become increasingly popular in UAV decision-making. However, the RL approaches confront the challenges of partial observation and large state space when searching for random targets through continuous actions. This paper proposes a representation enhancement-based proximal policy optimization (RE-PPO) framework to address these issues. The representation enhancement (RE) module consists of observation memory improvement (OMI) and dynamic relative position-attitude reshaping (DRPAR). OMI reduces collision under partially observable conditions by separately extracting perception features and state features through an embedding network and feeding the extracted features to a gated recurrent unit (GRU) to enhance observation memory. DRPAR compresses the state space when modeling continuous actions by transforming movement trajectories of different episodes from an absolute coordinate system into different local coordinate systems to utilize similarity. In addition, three step-wise reward functions are formulated to avoid sparsity and facilitate model convergence. We evaluate the proposed method in three 3D scenarios to demonstrate its effectiveness. Compared to other methods, our method achieves a faster convergence during training and demonstrates a higher success rate and a lower rate of timeout and collision during inference. Our method can significantly enhance the autonomy and intelligence of UAV systems under partially observable conditions and provide a reasonable solution for UAV decision-making under uncertainties.
路径规划和避障是智能无人机(UAV)系统在灾后救援、目标探测和野生动物保护等领域的关键。目前,强化学习(RL)在无人机决策中越来越受欢迎。然而,当通过连续的动作搜索随机目标时,强化学习方法面临着局部观察和大状态空间的挑战。本文提出了一种基于表示增强的近端策略优化框架来解决这些问题。表征增强(RE)模块包括观测记忆改进(OMI)和动态相对位置-姿态重塑(DRPAR)。OMI通过嵌入网络分别提取感知特征和状态特征,并将提取的特征馈送到门控循环单元(GRU),以增强观察记忆,从而减少部分可观察条件下的碰撞。DRPAR在对连续动作建模时压缩状态空间,将不同事件的运动轨迹从一个绝对坐标系转换为不同的局部坐标系,利用相似性。此外,为了避免稀疏性,便于模型收敛,还构造了三个分步奖励函数。我们在三个三维场景中评估了所提出的方法,以证明其有效性。与其他方法相比,我们的方法在训练过程中收敛速度更快,在推理过程中成功率更高,超时和碰撞率更低。该方法可以显著提高无人机系统在部分可观测条件下的自主性和智能性,为不确定条件下的无人机决策提供合理的解决方案。
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引用次数: 0
TTA-GEP: Terrain Traversability Analysis with Geometry and Environmental Perception for the Path Planning of Planetary Rovers 基于几何和环境感知的行星漫游者路径规划的地形可穿越性分析
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-10-31 DOI: 10.1155/2023/7147168
Li Yang, Chao Liang, Ximing He, Dengyang Zhao
Terrain traversability analysis (TTA), the key to the navigation of planetary rovers, is significant to the safety of the rover. Therefore, owing to its complexity, the Martian terrain is worth analysing comprehensively based on the terrain variability and hazard level. In this work, we propose a novel method for terrain traversability analysis for the path planning of planetary rovers by integrating Martian terrain geometry features with terrain semantic information, which includes geometry and environmental perception (GEP). Specifically, we deploy semantic segmentation to classify common terrain types, such as rocks, bedrocks, and sand, obtaining semantic information as one part of terrain traversability analysis at the same time. Simultaneously, the point cloud is generated by using binocular images from the planetary rover navigation camera (Navcam) to construct a 2.5D elevation map of the environment to analyse the geometric characteristics of the terrain. Besides, we implement path planning based on the results of TTA-GEP. Overall, our proposed method improves the performance of the terrain traversability analysis and reduces the risk of planetary rovers while detecting in an unstructured environment.
地形可穿越性分析是行星探测车导航的关键,对探测车的安全运行具有重要意义。因此,由于其复杂性,火星地形值得根据地形变异性和危险程度进行综合分析。在这项工作中,我们提出了一种新的地形可穿越性分析方法,该方法将火星地形几何特征与地形语义信息(包括几何和环境感知(GEP))相结合,用于行星探测器的路径规划。具体来说,我们利用语义分割对常见的地形类型(如岩石、基岩和沙子)进行分类,同时获得语义信息作为地形可穿越性分析的一部分。同时,利用行星漫游车导航相机(Navcam)的双目图像生成点云,构建2.5D环境高程图,分析地形几何特征。此外,基于TTA-GEP的结果,我们实现了路径规划。总的来说,我们提出的方法提高了地形可穿越性分析的性能,降低了行星探测器在非结构化环境中进行探测时的风险。
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引用次数: 0
Identification of a Stochastic Dynamic Model for Aircraft Flight Attitude Based on Measured Data 基于实测数据的飞机飞行姿态随机动力学模型辨识
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-10-28 DOI: 10.1155/2023/5429395
Haiquan Li, Xiaoqian Chen, Jiatu Zhang, Bochen Wang, Jiahui Peng, Liang Wang
Stochastic disturbances are everywhere. The influence of stochastic factors on the modeling and simulation of aircraft flight dynamics should be considered. Therefore, a stochastic differential equation for aircraft flight attitude is modeled based on the traditional one in this paper. After that, an identification method based on the idea of sparse recognition for unknown parameters and stochastic disturbance is proposed. Finally, a set of measured flight data is used to verify that the identified stochastic model has obvious advantages over the traditional deterministic model when the aircraft is maneuvering in flight. This method can improve the accuracy and reliability of the aircraft flight dynamic model.
随机干扰无处不在。随机因素对飞行器飞行动力学建模和仿真的影响是必须考虑的问题。因此,本文在传统飞行器飞行姿态随机微分方程的基础上,建立了飞行器飞行姿态随机微分方程的模型。在此基础上,提出了一种基于未知参数和随机干扰稀疏识别思想的辨识方法。最后,利用一组实测飞行数据验证了所识别的随机模型在飞机飞行机动时比传统的确定性模型具有明显的优势。该方法可以提高飞机飞行动力学模型的精度和可靠性。
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引用次数: 0
GPS-SBAS-Based Orbit Determination for Low Earth Orbiting Satellites 基于gps - sbas的低地球轨道卫星定轨
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-10-26 DOI: 10.1155/2023/3033205
Mingyu Kim, Jeongrae Kim
A space-based augmentation system (SBAS) provides real-time GNSS correction signals via geostationary satellites for near-ground GNSS users. To use the SBAS correction for low Earth orbit (LEO) satellites, the correction, especially the ionosphere correction, must be adjusted for the LEO altitude. We apply modified SBAS data to LEO satellite onboard navigator to improve the positioning accuracy of a LEO satellite for possible real-time use. The onboard navigator requires high positioning reliability, and code pseudoranges, rather than phase pseudoranges, are used for the primary measurements. The Galileo NeQuick G model is used to determine the real-time conversion factor of the SBAS ionosphere correction for a LEO satellite. The GPS L1 data from GRACE satellite are combined with the SBAS data from the ground receiver. The onboard navigator combines the precise satellite dynamic model with an extended Kalman filter to improve positioning accuracy and stability. The kinematic positioning method, which uses the weighted least square method without the dynamic model, is also performed for comparison. The SBAS correction reduces the positioning error in both the kinematic positioning and the dynamic positioning. The positioning error reduction of the GPS and WAAS case over the GPS-only case is 25.2% for the kinematic method and 30.6% for the dynamic method. In the case of the dynamic method with the SBAS corrections, the positioning error remains smaller than that of the GPS-only dynamic method even after the satellite has left the SBAS service area.
天基增强系统(SBAS)通过地球静止卫星为近地GNSS用户提供实时GNSS校正信号。为了对近地轨道(LEO)卫星进行SBAS校正,必须根据近地轨道高度对其校正,特别是电离层校正进行调整。我们将修正后的SBAS数据应用于LEO卫星机载导航仪,以提高LEO卫星的定位精度,实现实时使用。机载导航仪对定位可靠性要求高,主要测量采用码伪距,而不是相位伪距。利用Galileo NeQuick G模型确定了低轨道卫星SBAS电离层校正的实时转换系数。GRACE卫星的GPS L1数据与地面接收机的SBAS数据相结合。机载导航仪将精确的卫星动态模型与扩展的卡尔曼滤波相结合,提高了定位精度和稳定性。采用不考虑动态模型的加权最小二乘法进行运动学定位。SBAS修正减小了运动定位和动态定位的定位误差。相对于仅使用GPS的情况,GPS和WAAS两种方法的定位误差分别减少了25.2%和30.6%。在经过SBAS校正的动态方法中,即使在卫星离开SBAS服务区域后,其定位误差仍然小于仅采用gps动态方法的定位误差。
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引用次数: 0
Finite-Time Distributed Cooperative Guidance Law with Impact Angle Constraint 具有冲击角约束的有限时间分布式协同制导律
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-10-26 DOI: 10.1155/2023/5568394
Wenguang Zhang, Jin Yan
The problem of the distributed cooperative guidance law of multiple missiles attacking a stationary target with impact angle constraint is investigated. A distributed cooperative guidance law, which consists of a nonsingular terminal sliding mode component for ensuring finite time convergence to the desired LOS angle and a coordination component for realizing finite time consensus of time-to-go estimates, is proposed. Analysis shows that the guidance law designed in this study can ensure that missiles’ time-to-go estimates represent real times to go once all the missiles fly along the desired LOS. Therefore, simultaneous arrival can be guaranteed. Furthermore, it is modified to accommodate the communication failure cases. Compared with existing results, this guidance law owns faster convergence rate and can satisfy large impact angles. Numerical simulations are performed to demonstrate the effectiveness of the proposed guidance law.
研究了具有冲击角约束的多导弹攻击静止目标的分布式协同制导律问题。提出了一种分布式协同制导律,该律由保证在有限时间内收敛到期望LOS角的非奇异终端滑模分量和保证在有限时间内估计一致的协调分量组成。分析表明,所设计的制导律能够保证所有导弹沿目标目标线飞行时,导弹的预估到达时间是真实的到达时间。因此,可以保证同时到达。此外,还对其进行了修改,以适应通信失败的情况。与已有结果相比,该制导律收敛速度更快,能够满足较大的冲击角。通过数值仿真验证了所提制导律的有效性。
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引用次数: 0
A Multiple Object Tracker with Spatiotemporal Memory Network 基于时空记忆网络的多目标跟踪器
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-10-26 DOI: 10.1155/2023/9959178
Peng Xiao, Jiannan Chi, Zhiliang Wang, Fei Yan, Jiahui Liu
Target tracking is an important application of unmanned aerial vehicles (UAVs). The template is the identity of the target and has a great impact on the performance of target tracking. Most methods only keep the latest template of the target, which is intuitive and convenient but has poor ability to resist the change of target appearance, especially to reidentify a target that has disappeared for a long time. In this paper, we propose a practical multiobject tracking (MOT) method, which uses historical information of targets for better adapting to appearance variations during tracking. To preserve the spatial-temporal information of the target, we introduce a memory pool to store masked feature maps at different moments, and precise masks are generated by a segmentation network. Meanwhile, we fuse the feature maps at different moments by calculating the pixel-level similarity between the current feature map and the masked historical feature maps. Benefiting from the powerful segmentation features and the utilization of historical information, our method can generate more accurate bounding boxes of the targets. Extensive experiments and comparisons with many trackers on MOTS, MOT17, and MOT20 demonstrate that our method is competitive. The ablation study showed that the introduction of memory improves the multiobject tracking accuracy (MOTA) by 2.1.
目标跟踪是无人机的一项重要应用。模板是目标的身份,对目标跟踪的性能有很大的影响。大多数方法只保留目标的最新模板,直观方便,但抵抗目标外观变化的能力较差,特别是对消失已久的目标的重新识别能力较差。本文提出了一种实用的多目标跟踪方法,该方法利用目标的历史信息来更好地适应跟踪过程中的外观变化。为了保留目标的时空信息,我们引入内存池存储不同时刻的掩码特征映射,并通过分割网络生成精确的掩码。同时,通过计算当前特征图与被屏蔽的历史特征图的像素级相似度,融合不同时刻的特征图。该方法利用了强大的分割特性和对历史信息的利用,可以生成更精确的目标边界框。大量的实验和与许多MOTS, mo17和mo20跟踪器的比较表明,我们的方法是有竞争力的。烧蚀研究表明,记忆的引入使多目标跟踪精度(MOTA)提高2.1。
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引用次数: 0
A Forward Solution Algorithm of 6RUS Parallel Mechanism Based on Dual Quaternion Method 基于对偶四元数法的6RUS并联机构正演求解算法
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-10-18 DOI: 10.1155/2023/8617435
Guangyu-yu Dong, Yu-hong Du, Wen-peng Li
The 6RUS parallel manipulator is a highly versatile and widely used robotic mechanism with six degrees of freedom. Its intricate kinematic structure and its capability to perform complex motion tasks have garnered significant research interest in recent years. The kinematic analysis of the 6RUS mechanism plays a crucial role in understanding its operational characteristics and optimizing its performance for various applications. In this paper, we present a state-of-the-art kinematic algorithm for the 6RUS parallel manipulator. Our algorithm is aimed at addressing the challenges associated with accurately determining the pose and motion of the end-effector relative to the base, considering the complexity of the mechanism’s architecture. By leveraging advanced mathematical modeling techniques and utilizing efficient computational algorithms, our proposed algorithm offers improved accuracy, efficiency, and robustness in determining the kinematic parameters of the 6RUS mechanism. The key contributions of this work include the development of a comprehensive forward and inverse kinematic model for the 6RUS parallel manipulator, incorporating the effects of joint constraints, singularities, and workspace limitations. We also present a detailed analysis of the algorithm’s performance in comparison to existing approaches, demonstrating its superiority in terms of computational efficiency and accuracy. The proposed kinematic algorithm holds significant potential for enhancing the design, control, and trajectory planning of 6RUS parallel manipulators. It provides a solid foundation for advanced applications such as robotic surgery, industrial automation, and virtual reality systems. The results presented in this paper contribute to the growing body of knowledge in parallel manipulator research and pave the way for future developments in the field.
6RUS并联机械手是一种通用性强、应用广泛的六自由度机器人机构。其复杂的运动结构及其执行复杂运动任务的能力近年来引起了人们的极大兴趣。6RUS机构的运动学分析对于了解其工作特性和优化其各种应用性能起着至关重要的作用。在本文中,我们提出了一种最先进的6RUS并联机器人的运动学算法。考虑到机构结构的复杂性,我们的算法旨在解决与准确确定末端执行器相对于基座的姿态和运动相关的挑战。通过利用先进的数学建模技术和高效的计算算法,我们提出的算法在确定6RUS机构的运动参数方面提供了更高的精度、效率和鲁棒性。这项工作的主要贡献包括开发了6RUS并联机器人的综合正运动学和逆运动学模型,该模型考虑了关节约束、奇异性和工作空间限制的影响。我们还对该算法的性能进行了详细分析,并与现有方法进行了比较,证明了其在计算效率和准确性方面的优势。所提出的运动学算法在提高6RUS并联机器人的设计、控制和轨迹规划方面具有重要的潜力。它为机器人手术、工业自动化和虚拟现实系统等高级应用提供了坚实的基础。本文提出的结果有助于增加平行机械臂研究的知识体系,并为该领域的未来发展铺平道路。
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引用次数: 0
Microstructure Evolution and Multiscale Heat Transfer Characteristics of Resin-Based Ablative Material under Aerodynamic Heating 气动加热下树脂基烧蚀材料微观结构演变及多尺度换热特性
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-10-16 DOI: 10.1155/2023/9069416
Junjie Gao, Daiying Deng, Haitao Han, Jijun Yu
This paper is aimed at investigating the microstructure evolution of resin-based ablative materials under aerodynamic heating. The microstructure, morphology, material density, and thermophysical parameters at different positions of the material after aerodynamic heating were deeply studied. The changes in the microstructural characteristics of materials caused by complex reaction processes were investigated, including microstructural morphology, porosity, the overlap relationship between microstructural components, and the mutual positional relationship. The relationship between microstructural evolution and material heat transfer is discussed. By analyzing the heat transfer mechanism and heat transfer path of the microstructure, combing with the analysis results of the evolution of the microstructure and the physical properties of the material, multiscale heat transfer unit cell models were established to predict the equivalent thermal conductivity. Thereby, the evolution of physical properties and microstructure of resin-based ablative materials under aerodynamic heating and the relationship between microstructure evolution and heat transfer process are obtained. It can improve the accuracy of ablative heat transfer simulation. In addition, it can provide reference for the process design of ablative materials and promote the application and development of ablative materials in the field of aircraft.
本文旨在研究树脂基烧蚀材料在气动加热条件下的微观结构演变。深入研究了气动加热后材料不同部位的微观结构、形貌、材料密度及热物性参数。研究了复杂反应过程对材料微观组织特征的影响,包括微观组织形态、孔隙率、微观组织组分之间的重叠关系和相互位置关系。讨论了微观组织演变与材料传热的关系。通过分析微观结构的传热机理和传热路径,结合微观结构演变和材料物理性能的分析结果,建立多尺度传热单元胞模型,预测等效导热系数。从而得到了树脂基烧蚀材料在气动加热下的物理性能和微观结构的演变,以及微观结构演变与传热过程的关系。它可以提高烧蚀换热模拟的精度。此外,可以为烧蚀材料的工艺设计提供参考,促进烧蚀材料在飞机领域的应用和发展。
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引用次数: 0
Satellite Fast Maneuver Control Technology Based on Parallel System 基于并行系统的卫星快速机动控制技术
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-10-13 DOI: 10.1155/2023/1711773
Youtao Gao, Jinghe Guo, Zhicheng You, Zezheng Dong, Yi Cheng
An on-orbit thrust estimation method of satellite based on parallel system, which can achieve high-efficiency and high-precision thrust estimation, is proposed. A complete satellite maneuvering parallel system framework is constructed. Initially, a real-time artificial model, which is consistent with the actual system, is established. The injection time of maneuvering control is estimated optimally based on the modification of the artificial model with the specific injection time treated as the optimization parameter. The jet time, with the minimum maneuvering error, is obtained. Then, a maneuver strategy is designed and fed back to the actual system. The method based on a parallel system with jet time as the optimal parameter has higher control accuracy than the previous maneuvering control, which only considers the speed increment. Simulation results show that the terminal error of the first maneuver using the parallel system method is less than 100 meters for a maneuvering mission of tens of kilometers.
提出了一种基于并行系统的卫星在轨推力估计方法,可实现高效率、高精度的推力估计。构建了完整的卫星机动并联系统框架。首先,建立了与实际系统相符的实时人工模型。在对人工模型进行修正的基础上,以特定的喷射时间作为优化参数,对机动控制的喷射时间进行最优估计。得到了机动误差最小的喷射时间。然后,设计机动策略并反馈给实际系统。以射流时间为最优参数的并联系统控制方法比以往只考虑速度增量的机动控制方法具有更高的控制精度。仿真结果表明,对于数十公里的机动任务,采用并联系统方法进行第一次机动的末端误差小于100米。
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引用次数: 0
期刊
International Journal of Aerospace Engineering
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