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Distributed information fusion based trajectory tracking for USV and UAV clusters via multi-agent deep learning approach 通过多代理深度学习方法为 USV 和 UAV 集群进行基于分布式信息融合的轨迹跟踪
Q3 Earth and Planetary Sciences Pub Date : 2024-02-23 DOI: 10.1007/s42401-024-00275-4
Hongzhi Wu, Miao wang, Jingshi Wang, Guoqing wang

Considering the complexities of the modern maritime operational environment and aiming for effective safe navigation and communication maintenance, research into the collaborative trajectory tracking problem of unmanned surface vehicles (USVs) and unmanned aerial vehicles (UAVs) clusters during patrol and target tracking missions holds paramount significance. This paper proposes a multi-agent deep reinforcement learning (MADRL) approach, specifically the action-constrained multi-agent deep deterministic policy gradient (MADDPG), to efficiently solve the collaborative maritime-aerial distributed information fusion-based trajectory tracking problem. The proposed approach incorporates a constraint model based on the characteristics of maritime-aerial distributed information fusion mode and two designed reward functions—one global for target tracking and one local for cross-domain collaborative unmanned clusters. Simulation experiments under three different mission scenarios have been conducted, and results demonstrate that the proposed approach possesses excellent applicability to trajectory tracking tasks in collaborative maritime-aerial settings, exhibiting strong convergence and robustness in mobile target tracking. In a complex three-dimensional simulation environment, the improved algorithm demonstrated an 11.04% reduction in training time for convergence and an 8.03% increase in reward values compared to the original algorithm. This indicates that the introduction of attention mechanisms and the design of reward functions enable the algorithm to learn optimal strategies more quickly and effectively.

考虑到现代海上作战环境的复杂性,并以有效的安全导航和通信维护为目标,研究无人水面飞行器(USV)和无人机(UAV)集群在巡逻和目标跟踪任务中的协同轨迹跟踪问题具有极其重要的意义。本文提出了一种多代理深度强化学习(MADRL)方法,特别是行动约束多代理深度确定性策略梯度(MADDPG),以高效解决基于分布式信息融合的海空协同轨迹跟踪问题。所提出的方法结合了基于海空分布式信息融合模式特征的约束模型和两个设计的奖励函数--一个用于目标跟踪的全局奖励函数和一个用于跨域协作无人集群的局部奖励函数。在三种不同的任务场景下进行了仿真实验,结果表明所提出的方法非常适用于海空协同环境下的轨迹跟踪任务,在移动目标跟踪方面表现出很强的收敛性和鲁棒性。在复杂的三维模拟环境中,改进算法与原始算法相比,收敛训练时间缩短了 11.04%,奖励值增加了 8.03%。这表明,注意力机制的引入和奖励函数的设计使算法能够更快、更有效地学习最优策略。
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引用次数: 0
Multi-objective optimization design of labyrinth seal of shrouded stator cavity in a low-speed research compressor 低速研究型压缩机定子腔迷宫密封的多目标优化设计
Q3 Earth and Planetary Sciences Pub Date : 2024-02-23 DOI: 10.1007/s42401-024-00271-8
Biaojie Zheng, Runzhu Shao, Zhuanyun Yan, Lin Fan, Jinfang Teng, Mingmin Zhu, Xiaoqing Qiang

The shrouded stator is widely used in aero-engines and the leakage flow from the cavity has a strong effect on the performance of the stator. Due to the high degree of geometric freedom of the tooth shape, it is difficult to find the optimal geometry directly through a large number of sample calculations. In this research, a multi-objective optimization design method was used for the structure of labyrinth seal teeth and the optimal shape was found. The effect of the optimal seal teeth on the stator was analyzed in a low-speed research compressor. It is found that two different optimized shapes of seal teeth meet the optimization requirements. There is a significant difference in the cavity depth, but they have similar intervals and angles of inclination of seal teeth. The total pressure loss coefficient below 20% span decreases by 9.18% and the outlet static pressure coefficient below 20% span increases by 1.76%. For both optimal results, the leakage flow becomes closer to the pressure side of the stator. The leakage flow climbs in the radial direction in the rear of the passage. The vortex near the suction side disappears. Instead, two vortexes with opposite rotating directions exist in the passage. The range of the vortex in the radial direction expands.

护罩定子广泛应用于航空发动机中,空腔泄漏流对定子的性能有很大影响。由于齿形的几何自由度较高,很难通过大量的抽样计算直接找到最优几何形状。本研究采用多目标优化设计方法对迷宫密封齿的结构进行了优化设计,并找到了最佳形状。在低速研究压缩机中分析了最佳密封齿对定子的影响。结果发现,两种不同的密封齿优化形状都能满足优化要求。它们的空腔深度差别很大,但密封齿的间隔和倾斜角度相似。20% 跨度以下的总压力损失系数减少了 9.18%,20% 跨度以下的出口静压系数增加了 1.76%。在这两个最佳结果中,泄漏流都更靠近定子的压力侧。泄漏流在通道后部沿径向上升。靠近吸气侧的漩涡消失了。取而代之的是两个旋转方向相反的漩涡。漩涡在径向的范围扩大。
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引用次数: 0
An introduction to electric thruster modeling for stratospheric airship 平流层飞艇电动推进器建模简介
Q3 Earth and Planetary Sciences Pub Date : 2024-02-16 DOI: 10.1007/s42401-024-00272-7
Pingfang Zhou, Qiming Lin, Yuhao Jing

The stratospheric airship uses the electric thrusters composed of motors and large diameter propellers to generate the forward thrust and heading manipulation torque. As the actuators of flight control, electric thrusters have an important impact on the station-keeping and flight-control performance. Due to the high-altitude environment and low-speed flight of big volumetric stratospheric airships, the operating of electric thrusters is significantly different from that of electric aircraft, which makes the analysis and modeling of electric thrusters difficult. In this paper, the characteristics of motors and propellers for stratospheric airship is analyzed at first. Then, the propeller and motor model expressions are summarized respectively, mainly concentrating on the relationship between torque, thrust, advance speed and rotational speed. Benefited from the methods in the field of marine propellers, a quantitative characterization method for the interaction between propeller and airship hull is introduced. Through the mechanical motion equation of the motor, the dynamic matching model between the motor output electromagnetic torque and the propeller load torque is described. An example is used to illustrate the modeling process. Finally, some of the challenging issues in engineering practice are discussed.

平流层飞艇使用由电机和大直径螺旋桨组成的电动推进器来产生前进推力和航向操纵力矩。作为飞行控制的执行机构,电动推进器对飞船的定点飞行和飞行控制性能有着重要影响。由于大体积平流层飞艇所处的高空环境和低速飞行的特点,电动推进器的工作原理与电动飞机有很大不同,这给电动推进器的分析和建模带来了困难。本文首先分析了平流层飞艇电机和螺旋桨的特性。然后,分别总结了螺旋桨和电机的模型表达式,主要集中在转矩、推力、推进速度和转速之间的关系。借鉴船用螺旋桨领域的方法,介绍了螺旋桨与飞艇船体相互作用的定量表征方法。通过电机的机械运动方程,描述了电机输出电磁转矩与螺旋桨负载转矩之间的动态匹配模型。并以实例说明建模过程。最后,讨论了工程实践中一些具有挑战性的问题。
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引用次数: 0
Review on guidance and control of aerospace vehicles: recent progress and prospect 航空航天飞行器制导与控制回顾:最新进展与前景
Q3 Earth and Planetary Sciences Pub Date : 2024-02-15 DOI: 10.1007/s42401-024-00273-6
Zian Wang, Pengcheng Cai, Zheng Gong, Chengxi Zhang, Shunyi Zhao, Jin Wu, Peng Dong

This paper expounds on the development status and relevant works of control and guidance methods of the aerospace vehicle in recent years. The control difficulties and the solutions in the related results are introduced briefly. Moreover, the guidance methods are then expounded in detail according to the flight phases of the whole flight mission. Guidance methods are usually included in each phase, and the corresponding trajectory design theories are also introduced where necessary. In addition, the potential future development direction prospects. Based on the above, a brief conclusion is then made as a summary.

本文阐述了近年来航天飞行器控制与制导方法的发展现状和相关工作。简要介绍了相关成果中的控制难点和解决方案。此外,还根据整个飞行任务的飞行阶段对制导方法进行了详细阐述。每个阶段通常都包括制导方法,必要时还介绍了相应的轨迹设计理论。此外,还对未来可能的发展方向进行了展望。在此基础上,进行了简要总结。
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引用次数: 0
Finite state machine and ultrasonic ranging-based approach for automatic grasping by aerial manipulator 基于有限状态机和超声波测距的空中机械手自动抓取方法
Q3 Earth and Planetary Sciences Pub Date : 2024-01-13 DOI: 10.1007/s42401-023-00264-z
Dingcheng Pu, Xiangming Dun, Zhongliang Jing

This paper introduces an experiment-based recognition and grasping control method for aerial manipulators. The method consists of two parts: an automatic grasping process using a finite state machine, and an ultrasonic ranging principle. The D–H parameter method is utilized for analyzing the manipulator’s degree of freedoms, equipped with bus servos controlled via serial communication. The proposed strategy is evaluated using a practical experiment of the aerial manipulator system. This research contributes to the field of aerial manipulators by providing a robust and flexible way of grasping targets.

本文介绍了一种基于实验的航空机械手识别和抓取控制方法。该方法由两部分组成:使用有限状态机的自动抓取过程和超声波测距原理。利用 D-H 参数法分析机械手的自由度,机械手配备了通过串行通信控制的总线舵机。利用航空机械手系统的实际实验对所提出的策略进行了评估。这项研究为空中机械手领域做出了贡献,提供了一种稳健而灵活的抓取目标的方法。
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引用次数: 0
Hysteresis of oscillatory airflow in a supersonic intake model 超音速进气模型中振荡气流的滞后现象
Q3 Earth and Planetary Sciences Pub Date : 2024-01-13 DOI: 10.1007/s42401-023-00268-9
Alexander Kuzmin

Supersonic airflow deceleration in a conventional mixed-compression intake is studied numerically. The simulation of turbulent two-dimensional flow is based on the Reynolds-averaged Navier–Stokes equations and the k-ω SST turbulence model. Numerical solutions are obtained with ANSYS-18.2 CFX finite-volume solver of second-order accuracy. The solutions reveal flow hysteresis with step-by-step changes in the free-stream Mach number M. The hysteresis is caused by the instability of an interaction of a shock wave with the local region of flow acceleration formed near the throat of intake. Oscillations of the Mach number M in time are considered as well, and the existence of hysteresis is confirmed at small values of the amplitude A and period τ of the oscillations. The hysteresis shrinks with increasing amplitude A and eventually disappears at sufficiently large amplitudes. The dependence of shock wave oscillations on the period τ is also studied and transitions between different flow regimes are discussed.

对传统混合压缩进气口中的超音速气流减速进行了数值研究。二维湍流模拟基于雷诺平均纳维-斯托克斯方程和 k-ω SST 湍流模型。数值求解采用二阶精度的 ANSYS-18.2 CFX 有限体积求解器。求解结果表明,随着自由流马赫数 M∞ 的逐步变化,会出现流动滞后现象。滞后是由于冲击波与进气口喉部附近形成的局部流动加速区域相互作用的不稳定性造成的。马赫数 M∞ 在时间上的振荡也被考虑在内,在振荡的振幅 A 和周期 τ 值较小时,滞后的存在被证实。滞后随着振幅 A 的增大而减小,最终在振幅足够大时消失。此外,还研究了冲击波振荡对周期 τ 的依赖性,并讨论了不同流动状态之间的过渡。
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引用次数: 0
Finite-time error convergent trajectory generation with field-of-view and angle constraints 有限时间误差收敛轨迹生成,带视场和角度约束
Q3 Earth and Planetary Sciences Pub Date : 2024-01-12 DOI: 10.1007/s42401-023-00269-8
Ye Chen, Shufan Wu, Xiaoliang Wang, Di Zhang, Jun Jia, Quan Li

A homing guidance law combined with terminal angle constraint and seeker’s field-of-view limit is proposed in this paper for hitting a stationary target. The proposed guidance scheme is composed of proportional navigation guidance and a continuous feedback term with respect to a newly defined angle error. Considering that many existing methods use switching logic strategy to address the specific constraint which will generate discontinuous acceleration command, the proposed scheme overcomes the limitation by not using switching logic. Furthermore, the finite-time convergence of angle error before interception is guaranteed via a Lyapunov-like approach, a shaping function is also designed to lengthen the range at which the error becomes zero. Numerical simulations demonstrate the characteristics and advantages of the proposed guidance law.

本文提出了一种结合终端角度约束和寻的器视场限制的归航制导法则,用于打击静止目标。所提出的制导方案由比例导航制导和与新定义的角度误差有关的连续反馈项组成。考虑到许多现有方法都使用开关逻辑策略来解决会产生不连续加速指令的特定约束,而本文提出的方案不使用开关逻辑,从而克服了这一限制。此外,通过类似 Lyapunov 的方法保证了截获前角度误差的有限时间收敛,还设计了一个整形函数来延长误差为零的范围。数值模拟证明了所提出的制导法则的特点和优势。
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引用次数: 0
Determining the applicability limits of different accuracy models when analyzing the loads on the landing gear during landing 在分析着陆时起落架上的载荷时,确定不同精度模型的适用极限
Q3 Earth and Planetary Sciences Pub Date : 2024-01-05 DOI: 10.1007/s42401-023-00253-2
Roman Trifonov, Kirill Shelkov, Sergey Perepechaev, Andrey Boykov

In this paper, the limits of models different accuracy applicability in the simulation of aircraft rough landing on a runway was analyzed. Three models were considered: a detailed global model, an elastic beam model that takes into account stiffness and mass-inertial characteristics, and an absolutely rigid beam model that takes into account only mass-inertial characteristics. The reduction of the detailed model to the beam ones was carried out according to the beam theory. As a result, the forces acting to the main landing gear were obtained for various combinations of vertical and horizontal speeds, pitch and roll angles. The errors of the beam models relative to the detailed one were obtained and the limits of their applicability were given.

本文分析了不同精度的模型在模拟飞机在跑道上粗略着陆时的适用极限。本文考虑了三种模型:详细的全局模型、考虑了刚度和质量惯性特性的弹性梁模型,以及只考虑质量惯性特性的绝对刚性梁模型。根据梁理论将详细模型简化为梁模型。因此,在不同的垂直和水平速度、俯仰角和滚动角组合下,主起落架的受力情况都可以得到。得出了梁模型相对于详细模型的误差,并给出了其适用范围。
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引用次数: 0
Modeling of the stress–strain responses and deformation patterns of superelastic NiTi tubes subjected to biaxial loadings 受双轴载荷作用的超弹性镍钛管的应力应变响应和变形模式建模
Q3 Earth and Planetary Sciences Pub Date : 2024-01-04 DOI: 10.1007/s42401-023-00266-x
Mingxun Wu, Dongjie Jiang

Nearly equiatomic NiTi shape memory alloy exhibits superelasticity, i.e., it can be strained up to ~ 7% and recover completely upon unloading, and consequently, the stress–strain response forms a closed hysteresis. The mechanical behavior of superelastic NiTi is characterized by significant tension–compression asymmetry, which leads to complexity in the stress–strain responses and deformation patterns of thin-walled superelastic NiTi tubes loaded by axial force and internal pressure simultaneously. In the reported biaxial experiments, the NiTi tube exhibits hardening responses and essentially homogeneous deformation in a neighborhood of equibiaxiality. In other cases, its stress–strain responses trace stress plateaus associated with localized deformation patterns, and the level of plateaus, magnitude of transformation strains, and orientation of the localization bands are strongly dependent on the axial-to-hoop stress ratio. In this paper, finite element modeling is performed to analyze numerically the mechanical response of biaxially loaded superelastic NiTi tube. A numerical feedback control scheme is developed to maintain the stress ratio to follow the target value. The simulations reproduce successfully the observed phenomena in the experiments, such as the localization of helical bands, the variation of band angles with stress ratio, as well as the hardening and uniform deformation near the state of equibiaxial stress. In addition, the variation of axial and hoop stress–strain responses with different stress ratios are also studied, which are reasonably close to the experimental ones. The presented work demonstrates the validity of the developed finite element analysis framework and paves the way for analysis of superelastic shape memory alloy structures under multiaxial loading.

近等原子镍钛形状记忆合金表现出超弹性,即其应变可高达约 7%,卸载后可完全恢复,因此应力-应变响应形成闭合滞后。超弹性镍钛的力学行为具有明显的拉伸-压缩不对称特征,这导致同时承受轴向力和内压力的薄壁超弹性镍钛管的应力-应变响应和变形模式非常复杂。在报告的双轴实验中,镍钛管在等轴附近表现出硬化反应和基本均匀的变形。在其他情况下,其应力-应变响应会出现与局部变形模式相关的应力高原,而高原的水平、转变应变的大小和局部带的方向与轴向-环向应力比密切相关。本文通过有限元建模对双轴加载超弹性镍钛管的机械响应进行了数值分析。为使应力比保持在目标值,开发了一种数值反馈控制方案。模拟结果成功再现了实验中观察到的现象,如螺旋带的局部化、带角随应力比的变化,以及等轴应力状态附近的硬化和均匀变形。此外,还研究了轴向和环向应力-应变响应随不同应力比的变化,结果与实验结果相当接近。本研究成果证明了所开发的有限元分析框架的有效性,并为分析多轴载荷下的超弹性形状记忆合金结构铺平了道路。
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引用次数: 0
Hybrid optimization of curvature continuous stacking line on the highly loaded diffuser cascade 在高负荷扩散器级联上对曲率连续堆叠线进行混合优化
Q3 Earth and Planetary Sciences Pub Date : 2024-01-04 DOI: 10.1007/s42401-023-00265-y
Ke Yao, Xingyi Zhang, Xiaoqing Qiang

The compressor is a critical component of aero-engines. In order to improve the performance, the compressor ratio of single-stage compressor is getting higher and higher, which will lead to high back pressure gradient and losses. To solve this problem, there are many techniques applied, such as cantilevered stator, tip clearance and slotted airfoils. However, traditional design methods are experience-dependent and time-consuming. This paper proposes a hybrid optimization method to optimize the stacking line of compressor cascade and reduce total pressure loss on both design and off-design conditions. The approach employs various surrogate models and a multi-infill strategy, outperforming traditional optimization methods using a single surrogate model and a single infilling strategy. The results show that compared to the original blade, the optimized blade has a 34.6(%) lower mass-averaged total pressure loss at the design point, while the static pressure ratio increases by 2.43(%). This paper innovatively combines deep learning-based surrogate models, the hybrid optimization algorithm, and the curvature-based blade shaping method to optimize the blade shape, shorten the blade design time, and ultimately reduce the losses significantly.

压缩机是航空发动机的关键部件。为了提高性能,单级压缩机的压缩比越来越高,这将导致背压梯度和损耗增大。为解决这一问题,有许多技术被应用,如悬臂定子、顶端间隙和开槽翼面等。然而,传统的设计方法依赖于经验,且耗时较长。本文提出了一种混合优化方法,用于优化压缩机级联的叠加线,减少设计和非设计工况下的总压力损失。该方法采用了多种代用模型和多重填充策略,优于使用单一代用模型和单一填充策略的传统优化方法。结果表明,与原始叶片相比,优化后的叶片在设计点的质量平均总压力损失降低了34.6%,而静压比增加了2.43%。本文创新性地将基于深度学习的代用模型、混合优化算法和基于曲率的叶片整形方法结合起来,优化了叶片形状,缩短了叶片设计时间,最终显著降低了损耗。
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引用次数: 0
期刊
Aerospace Systems
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