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An Efficient Aircraft Conflict Detection and Resolution Method Based on an Improved Reinforcement Learning Framework 一种基于改进强化学习框架的飞机冲突检测与解决方法
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-09-16 DOI: 10.1155/2023/6643903
Qiucheng Xu, Zhangqi Chen, Fangfang Li, Zhiyuan Shen, Wenbin Wei
With the steady increase of air traffic column, an auxiliary decision tool is required to compensate the operation redundancy deficiency of more sectors of air traffic control. To solve the problem of nonconflict high-density departure and arrival traffic flow, this method is expected to rapidly establish and maintain safe separation with more flexible changing strategies for aircraft heading and speed. This paper proposes an improved reinforcement learning framework to achieve conflict detection and resolution. The proposed framework includes the first development of an air traffic flow model based on a multiagent Markov decision process. The goal reward function was then maximized by improved Monte-Carlo tree search combined with an upper confidence bound tree. Three simulation scenarios were designed for illustrating the improvements of the proposed algorithm, with the results indicating that the algorithm could establish and maintain safe separation between 20 agents in the simplified hexagon-shaped airspace of Huadong, China. Furthermore, the proposed method was demonstrated to reduce the number of conflicts between aircraft agents by up to 26.32% compared to previous research.
随着空管航段的不断增加,需要一种辅助决策工具来弥补更多航段空管运行冗余的不足。为了解决非冲突高密度离港交通流问题,该方法期望能够快速建立并保持安全间隔,并具有更灵活的航向和速度变化策略。本文提出了一种改进的强化学习框架来实现冲突检测和解决。提出的框架包括基于多智能体马尔可夫决策过程的空中交通流模型的首次开发。然后通过改进的蒙特卡罗树搜索结合上置信度界树实现目标奖励函数的最大化。设计了三个仿真场景来说明所提出算法的改进,结果表明该算法可以在中国华东简化六边形空域中建立并保持20个agent之间的安全隔离。此外,与以往的研究相比,该方法可将飞机代理之间的冲突次数减少26.32%。
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引用次数: 0
Intercept Guidance of Maneuvering Targets with Deep Reinforcement Learning 基于深度强化学习的机动目标拦截制导
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-09-13 DOI: 10.1155/2023/7924190
Zhe Hu, Liang Xiao, Jun Guan, Wenjun Yi, Hongqiao Yin
In this paper, a novel guidance law based on a reinforcement learning (RL) algorithm is presented to deal with the maneuvering target interception problem using a deep deterministic policy gradient descent neural network. We take the missile’s line-of-sight (LOS) rate as the observation of the RL algorithm and propose a novel reward function, which is constructed with the miss distance and LOS rate to train the neural network off-line. In the guidance process, the trained neural network has the capacity of mapping the missile’s LOS rate to the normal acceleration of the missile directly, so as to generate guidance commands in real time. Under the actor-critic (AC) framework, we adopt the twin-delayed deep deterministic policy gradient (TD3) algorithm by taking the minimum value between a pair of critics to reduce overestimation. Simulation results show that the proposed TD3-based RL guidance law outperforms the current state of the RL guidance law, has better performance to cope with continuous action and state space, and also has a faster convergence speed and higher reward. Furthermore, the proposed RL guidance law has better accuracy and robustness when intercepting a maneuvering target, and the LOS rate is converged.
本文提出了一种基于强化学习(RL)算法的新型制导律,利用深度确定性策略梯度下降神经网络处理机动目标拦截问题。我们以导弹的视距(LOS)率作为RL算法的观测值,并提出了一种新的奖励函数,该函数由脱靶量和LOS率组成,用于离线训练神经网络。在制导过程中,训练后的神经网络具有将导弹的LOS速率直接映射到导弹法向加速度的能力,从而实时生成制导命令。在行动者-评论家(AC)框架下,我们采用双延迟深度确定性策略梯度(TD3)算法,通过取一对评论家之间的最小值来减少高估。仿真结果表明,提出的基于td3的RL制导律优于当前状态下的RL制导律,具有更好的连续动作和状态空间处理性能,收敛速度更快,奖励更高。此外,所提出的RL制导律在拦截机动目标时具有更好的精度和鲁棒性,并且LOS率是收敛的。
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引用次数: 0
Integrated Dynamics of Space Rigid-Flex Combination System with Time-Varying Configuration 时变构型空间刚柔组合系统的综合动力学
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-09-13 DOI: 10.1155/2023/9980780
Yaen Xie, Xianliang Zhang, Xiangshuai Song, Xiaobin Lian, Jian Zhang
Dual numbers were applied to the dynamics of a rigid-flexible combination system (RFCS) with time-varying configuration in this paper. The six-dimensional spinor form of the motion of flexible modules, including the dual vector, dual momentum, dual inertia operator, dual coupling coefficient operator, and dual-modal coordinates, was derived using the dual numbers that could represent spiral motion in a compact form. On this basis, the integrated dynamic model of a rigid-flexible combination system with a time-varying configuration was proposed. And then, the relative dynamics equations between two rigid-flexible combination systems which both have time-varying configuration were provided. An on-orbit assembly mission of flexible modules transported and operated by free-flying space robots (FFSRs) is presented as an exemplary application of relative dynamics. Simulation results illustrate the complex coupling effects on the relative motion between two rigid-flex combination systems with time-varying configuration.
将对偶数应用于具有时变结构的刚柔组合系统的动力学问题。利用能以紧致形式表示螺旋运动的对偶数,导出了柔性模块运动的六维旋量形式,包括对偶矢量、对偶动量、对偶惯性算子、对偶耦合系数算子和双峰坐标。在此基础上,提出了具有时变构型的刚柔组合系统的整体动力学模型。然后,给出了具有时变构型的刚柔组合系统的相对动力学方程。以一个由自由飞行空间机器人(FFSRs)运输和操作的柔性模块在轨装配任务为例,介绍了相对动力学的应用。仿真结果说明了具有时变结构的刚柔组合系统相对运动的复杂耦合效应。
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引用次数: 0
Automatic Landing System Design for Unmanned Fixed-Wing Vehicles via Multivariable Active Disturbance Rejection Control 基于多变量自抗扰控制的无人固定翼飞行器自动着陆系统设计
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-09-09 DOI: 10.1155/2023/9395447
Zonghua Sun, Liaoni Wu, Yancheng You
Landing control of unmanned aerial vehicles (UAVs) is challenging because of the strong nonlinear dynamics, multivariable, model uncertainties, wind variations, and sensor noise. Motivated by this fact, this paper investigates an automatic landing system (ALS) that includes trajectory generation and guidance law for the first flight test of a turbine-based combined cycle technology demonstrator. Specifically, the control scheme increases the original model’s order to generate a reasonable monotone-decreasing throttle reference flare trajectory by the pseudospectral method. Subsequently, the guidance law based on innovative multivariable active disturbance rejection control is designed to robustly track the reference altitude and velocity simultaneously with high accuracy. The multivariable extended state observer (ESO) incorporated decoupling algorithm enhances the estimation capability and accuracy of potential problem in cross-coupling dynamics compared to the traditional ESO. It is proven that the closed-loop error dynamic has bounded-input bounded-output stability and an explicit upper bound is given. Numerical simulation verifies that the presented approach has better robustness and higher tracking accuracy for external disturbances and parametric uncertainties than the existing benchmark autolanding controller. Finally, flight tests show that the proposed ALS can land the vehicle effectively and safely under severe wind conditions.
由于无人机具有较强的非线性动力学、多变量、模型不确定性、风向变化和传感器噪声等特点,对其着陆控制具有挑战性。基于此,本文研究了一种包含弹道生成和制导律的自动着陆系统(ALS),用于涡轮联合循环技术验证机的首飞试验。具体而言,该控制方案通过伪谱法提高原模型阶数,生成合理的减单调油门参考耀斑轨迹。随后,设计了基于创新多变量自抗扰控制的制导律,实现了对参考高度和参考速度的高精度鲁棒同步跟踪。结合解耦算法的多变量扩展状态观测器(ESO)与传统的ESO相比,提高了交叉耦合动力学中潜在问题的估计能力和精度。证明了闭环误差动态具有有界输入有界输出稳定性,并给出了显式的误差上界。数值仿真结果表明,该方法对外界干扰和参数不确定性具有较好的鲁棒性和跟踪精度。最后,飞行试验表明,所提出的ALS可以在强风条件下有效安全着陆。
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引用次数: 0
Damage Identification of Rotating Blades Based on Fuzzy C-Means and Frequency Response Function Curvature Methods 基于模糊c均值和频响函数曲率法的旋转叶片损伤识别
4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-09-09 DOI: 10.1155/2023/6011397
Ruize Cui, Zefeng Wang, Zhiguang Song
Rotor blades are one of the key components of helicopter. If the blades are damaged, the safety and reliability of the helicopter will be seriously affected. Therefore, it is necessary to investigate the damage identification of the rotating blades. In this paper, a rotating cantilever beam is used to model the rotor blade. Based on the assumed mode method and Hamilton’s principle, the equation of motion is formulated, and the correctness of the model is verified by numerical and experimental studies. Altogether, two methods are used to identify the damages on the blade. The first one is the cluster analysis method based on the fuzzy C-mean theory. In order to reduce the dimension of the signal features, the singular value decomposition is introduced. The second method is the curvature of frequency response function method that can be used to determine the exact position of damages. Simulation results show that one can use fuzzy C-mean method to determine whether there is damage on the blade firstly and then determine the exact position of the damage through the curvature of frequency response function method.
旋翼叶片是直升机的关键部件之一。如果桨叶损坏,将严重影响直升机的安全性和可靠性。因此,有必要对旋转叶片的损伤识别进行研究。本文采用旋转悬臂梁对旋翼叶片进行建模。基于假设模态法和哈密顿原理,建立了运动方程,并通过数值和实验研究验证了模型的正确性。总共使用了两种方法来识别叶片上的损伤。第一种是基于模糊c均值理论的聚类分析方法。为了降低信号特征的维数,引入了奇异值分解。第二种方法是曲率频响函数法,可以用来确定损伤的确切位置。仿真结果表明,可以先用模糊c均值法确定叶片是否存在损伤,再通过曲率频响函数法确定损伤的确切位置。
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引用次数: 0
Model-Free Robust Backstepping Adaptive Cruise Control 无模型鲁棒反演自适应巡航控制
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-09-08 DOI: 10.1155/2023/8839650
Yanan Zhang, Jiacheng Song
This paper studies the model-free robust adaptive cruise control problem of a vehicle with unknown nonlinear dynamics and disturbances. First, under backstepping control framework, the position tracking errors with different spacing strategies are used to design a virtual control law, which provides a velocity reference. Then, a novel data-driven sliding surface whose parameters are updated by designing estimation algorithm is developed to handle the unknown uncertainties and disturbances. Finally, the model-free robust backstepping adaptive cruise control (MFRB-ACC) method including PI control, model-free control, and robust control is designed. The novelty of the proposed control technique lies in its strong robustness, which is not based on the precise vehicle model. The designed data-driven sliding surface releases the necessity for the accurate mathematical model of the vehicle and guarantees the inherent robustness of the controller, in particular to uncertainties, modelling error, or external disturbance. Moreover, the designed controller contains three terms such that it has an effective decoupling ability and strong robustness. The effectiveness and superiority of the designed MFRB-ACC method are validated on MATLAB, and the simulation results show that compared to the PID algorithm, the designed MFRB-ACC algorithm can track its preceding vehicle with lower tracking error under different spacing strategies, different operating conditions, and low sampling frequencies. Especially at a sampling frequency of 0.1 s, the error under the PID-ACC increases from 0.2 m at a sampling frequency of 0.01 s to 2 m, and the error under MFRB-ACC has little change compared to the error at a sampling frequency of 0.01 s.
研究了具有未知非线性动力学和扰动的车辆的无模型鲁棒自适应巡航控制问题。首先,在反步控制框架下,利用不同间距策略下的位置跟踪误差设计了虚拟控制律,为速度控制提供了参考。然后,开发了一种新的数据驱动滑动表面,其参数通过设计估计算法来更新,以处理未知的不确定性和扰动。最后,设计了无模型鲁棒反推自适应巡航控制(MFRB-ACC)方法,包括PI控制、无模型控制和鲁棒控制。所提出的控制技术的新颖性在于其强大的鲁棒性,而不是基于精确的车辆模型。设计的数据驱动滑动表面释放了对车辆精确数学模型的必要性,并保证了控制器的固有鲁棒性,特别是对不确定性、建模误差或外部扰动的鲁棒性。此外,所设计的控制器包含三项,使其具有有效的解耦能力和较强的鲁棒性。在MATLAB上验证了所设计的MFRB-ACC方法的有效性和优越性,仿真结果表明,与PID算法相比,在不同的间距策略、不同的运行条件和低采样频率下,所设计的MF RB-ACC算法能够以较低的跟踪误差跟踪前车。尤其是在0.1的采样频率下 s、 PID-ACC下的误差从0.2增加 m,采样频率为0.01 s到2 m、 并且MFRB-ACC下的误差与0.01的采样频率下的误差相比几乎没有变化 s
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引用次数: 1
Lift Augmentation on a Tiltrotor Wing Using the Combination of Vortex Generators and Gurney’s Flap 利用涡流发生器和格尼襟翼组合增强倾转旋翼的升力
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-09-07 DOI: 10.1155/2023/6646817
Hao Chen, Siliang Du, Zhong Chen
Recently, flow control using vortex generators (VGs) and a Gurney flap (GF) has received considerable attention, but independently. The purpose of this study is to perform a numerical investigation into the lift augmentation effects of a tiltrotor wing with the combination of VGs and GF. The numerical results were obtained with the Reynolds-averaged Navier-Stokes (RANS) equations, and the turbulence was solved by the Spalart-Allmaras one-equation turbulence model. The separate and joint performances of these two control devices at different angles of attack are determined. It is shown that the combined configuration can provide greater lift augmentation than either device individually. Compared with the baseline wing, the implementation of both devices increases the stall angle of attack from 10° to 22°, and the maximum lift coefficient is improved by 82.33%.
近年来,利用涡发生器(VGs)和轮尼襟翼(GF)进行流动控制得到了广泛的关注,但它们各自独立。本研究的目的是对倾转旋翼的升力效应进行数值研究。采用reynolds -average Navier-Stokes (RANS)方程进行数值计算,采用Spalart-Allmaras单方程湍流模型进行求解。确定了两种控制装置在不同迎角下的单独和联合性能。结果表明,组合配置比单独使用任何一种装置都能提供更大的升力增强。与基准翼相比,两种装置的实施使失速攻角从10°增加到22°,最大升力系数提高了82.33%。
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引用次数: 0
Multiobjective Mission Planning for Multiple Geosynchronous Spacecraft Refueling 多地球同步航天器换料的多目标任务规划
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-09-06 DOI: 10.1155/2023/6623461
Linjie Kong, Yang Zhou
This paper studies the multiple geosynchronous spacecraft refueling problem (MGSRP) with multiple servicing spacecraft (Ssc) and fuel depots (FDs). In the mission scenario, multiple Ssc and FDs are parked in the geosynchronous Earth orbit (GEO) initially. Ssc start from FDs and maneuver to visit and refuel multiple GEO targets with known demands. These capacitated Ssc are expected to rendezvous with fuel-deficient GEO targets and FDs for the purpose of delivering the fuel stored in FDs to GEO targets. The objective is to find a set of Pareto-optimal solutions with minimum fuel cost and mission duration. The MGSRP is a much more complex variant of multidepot vehicle routing problems mixing discrete and continuous variables. A two-nested optimization model is built. We propose a new multiobjective hybrid particle swarm optimization to solve the outer-loop problem, and the design variables are the refueling sequence, task assignment, time distribution, and locations of FDs. In the inner-loop problem, branch and bound method is used to find the optimal decision variable for a given outer-loop solution. Finally, numerical simulations are presented to illustrate the effectiveness and validity of the proposed approach.
研究了具有多个服务航天器和多个燃料库的多地球同步航天器加注问题。在任务场景中,多个Ssc和fd最初停放在地球同步轨道(GEO)上。Ssc从FDs和机动开始访问并为已知需求的多个GEO目标加油。这些有能力的Ssc预计将与燃料不足的GEO目标和fd会合,以便将储存在fd中的燃料输送到GEO目标。目标是找到一组具有最小燃料成本和任务持续时间的帕累托最优解。MGSRP是混合离散变量和连续变量的多仓库车辆路线问题的更复杂的变体。建立了双嵌套优化模型。提出了一种新的多目标混合粒子群优化方法来解决外环问题,设计变量为加油顺序、任务分配、时间分布和fd位置。在内环问题中,采用分支定界法寻找给定外环解的最优决策变量。最后,通过数值仿真验证了所提方法的有效性。
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引用次数: 0
A Shear-Sliding Rigid-Flexible Coupled Skin Variable-Sweep Wing Design and Heat-Fluid-Structure Multifield Coupling Analysis 剪切-滑动刚柔耦合蒙皮变后掠翼设计及热流固多场耦合分析
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-08-31 DOI: 10.1155/2023/7078091
Hong Xiao, Hongwei Guo, Mingqi Li, Yu Zhang, Rongqiang Liu, Jianguo Tao
The variable-sweep wing is very attractive for cross-speed domain aircraft. The shear-sliding rigid-flexible coupled skin variable-sweep wing and its associated mechanism are designed and optimized. The variable-sweep wing has smooth continuous deformation and rigid-flexible coupling features. The calculation model of the sliding skin patch segmentation strategy is established, and the aerodynamic characteristics of the two-dimensional airfoil before and after the deformation of the wing skin are analyzed. According to the deformation characteristics of sliding skin, the configuration of the associated mechanism is determined, and the kinematic characteristics of the reference points of each skin are calculated. The kinematic simulation verifies the force of the mechanism model at the joint of skin surfaces during the deformation process. Considering the aerodynamic heat at supersonic speed, the heat transfer, heat distribution, and structural thermal modes between the flow field and the skin are calculated based on the finite element method. The dynamic characteristics of the swept wing with different flight speeds and different morphologies are analyzed. The natural frequencies are found to be reduced by about 30% to 50% compared to cold models at supersonic speeds. Based on the results of the thermal fluid-solid coupling calculation, the skeleton structure of the swept wing is optimized, and the skeleton structure with 25% mass reduction and better performance is obtained.
可变后掠翼对于跨速域飞行器非常有吸引力。设计并优化了剪切-滑动刚柔耦合蒙皮变后掠机翼及其相关机构。可变后掠翼具有平滑连续变形和刚柔耦合的特点。建立了滑动蒙皮补片分割策略的计算模型,分析了机翼蒙皮变形前后二维翼型的气动特性。根据滑动蒙皮的变形特性,确定了相关机构的配置,并计算了每个蒙皮参考点的运动学特性。运动学仿真验证了机构模型在变形过程中在蒙皮表面连接处的受力。考虑到超音速下的气动热,基于有限元法计算了流场与蒙皮之间的传热、热分布和结构热模式。分析了后掠翼在不同飞行速度和不同形态下的动力学特性。研究发现,与超音速下的冷模型相比,固有频率降低了约30%至50%。基于热流固耦合计算结果,对后掠翼的骨架结构进行了优化,得到了质量减少25%、性能更好的骨架结构。
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引用次数: 0
Velocity-Adaptive Prescribed Performance Control for Carrier-Based Aircraft Based on Guardian Maps 基于Guardian映射的舰载机速度自适应预定性能控制
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2023-08-31 DOI: 10.1155/2023/5541378
Chenliang Li, Jizhou Lai, Boyi Chen, Yanbin Liu
The automatic carrier landing process is a significant and complex due to the plant variation of carrier-based aircraft. To reasonably identify the stability interval for specific performance, an adaptive control strategy based on the guardian map approach is proposed. Prescribed performance, namely, stability margin, damping requirements, or flying quality requirements, is analytically formulated using a guardian map. The null space of guardian maps restricts the prescribed performance regarding the poles’ location. The feasible corridor of control parameters is generated based on the null space of guardian maps. Besides, a velocity-adaptive prescribed performance control method is proposed to conduct the attitude control of carrier-based aircraft. Simulation shows that the short-period mode of carrier-based aircraft will be driven from unstable to stable as the velocity decreases. Moreover, simulation results demonstrate the proposed control method and indicate that the attitude loop control of carrier-based aircraft possesses more underdamped responses as the velocity decreases.
由于舰载机的设备变化,航母自动着陆过程是一个重要而复杂的过程。为了合理地确定特定性能的稳定区间,提出了一种基于守护映射方法的自适应控制策略。规定的性能,即稳定裕度、阻尼要求或飞行质量要求,使用守护图进行分析。守护地图的空白空间限制了关于极点位置的规定性能。基于守护图的零空间生成控制参数的可行走廊。此外,提出了一种速度自适应预定性能控制方法来进行舰载机的姿态控制。仿真结果表明,随着速度的降低,舰载机的短周期模态将由不稳定变为稳定。仿真结果表明,随着速度的降低,舰载机姿态环控制具有更多的欠阻尼响应。
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引用次数: 0
期刊
International Journal of Aerospace Engineering
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