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Model of Multi-Algorithmic-Based Optimization of 4D Approach Trajectory under Thunderstorm Weather 基于多算法的雷暴天气下 4D 进场轨迹优化模型
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-01-31 DOI: 10.1155/2024/1614684
Li Lu, Xin Lai
Thunderstorms are recognized as perilous meteorological phenomena characterized by irregular and nonlinear movement, posing significant risks to approaching aircraft and necessitating technical methods to ensure safety to the aviation operations. This research specifically addresses the challenges associated with aircraft during the approach segment and introduces a multialgorithmic model focusing on the optimization of 4D approach trajectory. Firstly, the artificial neural network intelligent model was used to predict the thunderstorm movement track. Secondly, the multialgorithmic model combined by the rapidly exploring random tree with artificial potential field was built to plan the trajectory of the approaching aircraft under thunderstorm weather, and then, the mean filter was adopted to smooth the simulated approaching trajectory. Finally, the reliability of the model with a real case study was demonstrated. After optimized simulation by predicting the thunderstorm weather and trajectory-optimized multialgorithmic model mentioned above, the approach trajectory can be outputted successfully, but with some distortions, postprocessing with the mean filter results in a remarkably smooth approach trajectory, providing enhanced feasibility and efficiency for pilots navigating through thunderstorm weather conditions. It is ultimately proved that refined 4D trajectory operations under hazardous weather conditions hold substantial significance in advancing aviation safety and operational effectiveness.
雷暴被认为是一种危险的气象现象,其特点是不规则和非线性运动,对接近的飞机构成重大风险,需要采用技术方法来确保航空运行的安全。本研究专门针对飞机在进近段所面临的挑战,引入了一个多算法模型,重点关注 4D 进近轨迹的优化。首先,利用人工神经网络智能模型预测雷暴移动轨迹。其次,建立了人工势场快速探索随机树相结合的多算法模型来规划雷暴天气下飞机的进近轨迹,然后采用均值滤波器平滑模拟进近轨迹。最后,通过实际案例研究证明了模型的可靠性。通过上述预测雷暴天气和轨迹优化的多算法模型进行优化仿真后,进近轨迹可以成功输出,但有一些失真,使用均值滤波器进行后处理后,进近轨迹非常平滑,为飞行员在雷暴天气条件下导航提供了更高的可行性和效率。最终证明,危险天气条件下的精细化 4D 航迹运行对提高航空安全和运行效率具有重要意义。
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引用次数: 0
A Real-Time Measurement Model of Attention-Allocation Level and Its Application in Simulated SPO Task 注意力分配水平的实时测量模型及其在模拟 SPO 任务中的应用
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-01-30 DOI: 10.1155/2024/3901699
Lei Wang, Zhiyang Zhang, Wei Tan, Zhongchang Yang
Most human-caused flight accidents can be attributed to a pilot’s attention deficit and monitoring errors. Accordingly, pilots’ attention allocation is strongly related to their task performance. This study is aimed at analyzing pilots’ fixation characteristics and attention-allocation levels. First, we proposed a model for measuring attention-allocation level based on the salience, effort, expectancy, and value (SEEV) model. Second, a low-fidelity single-pilot operation (SPO) cockpit environment was constructed, and 20 pilots were recruited for an experiment to compare their fixation characteristics between SPO and double-pilot operation (DPO) scenarios. The results showed slight differences in the attention levels allocated by SPO and DPO pilots under a scenario of one-engine failure. It concluded that Human-centered flight deck design can enhance a pilot’s attention allocation level. These findings can be used to optimize future flight deck designing and flight training for improving pilot’s task performance.
大多数人为飞行事故都可归咎于飞行员的注意力不足和监控失误。因此,飞行员的注意力分配与他们的任务表现密切相关。本研究旨在分析飞行员的固定特征和注意力分配水平。首先,我们提出了一个基于显著性、努力、期望和价值(SEEV)模型的注意分配水平测量模型。其次,我们构建了一个低仿真的单人驾驶(SPO)驾驶舱环境,并招募了 20 名飞行员进行实验,以比较他们在单人驾驶和双人驾驶(DPO)场景下的注视特征。结果表明,在单引擎故障场景下,SPO 和 DPO 飞行员分配的注意力水平略有不同。研究认为,以人为本的飞行甲板设计可以提高飞行员的注意力分配水平。这些发现可用于优化未来的飞行甲板设计和飞行训练,以提高飞行员的任务绩效。
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引用次数: 0
Reentry Capsule Reachable Tube Boundary Prediction via Evolutionary Multiobjective Optimization 通过进化多目标优化预测再入太空舱可到达管道边界
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-01-29 DOI: 10.1155/2024/2311998
Wen Zou, Zhanxin Cui, Genghui Li, Zhiwei Feng, Zhenkun Wang, Qingyu Gao, Qingbin Zhang, Tao Yang
In the field of aerospace, solving the boundary problem associated with the parachute-capsule system remains a big challenge. The conventional Monte Carlo method proves inadequate for acquiring comprehensive boundary information. To address this issue, this paper introduces a novel tube prediction scheme by leveraging the natural geometric characteristics of the reachable tube and employing a multiobjective optimization strategy. Initially, a multibody dynamic model with nine degrees of freedom was established and verified by the airdrop test data to ensure the accuracy and reliability of the model. Subsequently, the Sobol sensitivity analysis method was employed to assess uncertain factors that affect the deceleration phase of the reentry capsule. These factors are then utilized to determine the optimization parameters for the multiobjective optimization model. Ultimately, the multiobjective evolutionary algorithm based on decomposition was employed to solve the multiobjective optimization model, and the geometric boundary of the tube corresponds to the Pareto front of the multiobjective optimization. The proposed methodology was validated through a simulation experiment utilizing the Chang’e-5 reentry capsule as an engineering case. The experimental results unequivocally demonstrate the superior accuracy of our approach in predicting the boundary of the reachable tube compared to the Monte Carlo method. This research serves as a valuable reference for calculating reachable tubes in practical engineering scenarios and can be effectively applied to spacecraft search and rescue operations during the reentry phase.
在航空航天领域,解决与降落伞-胶囊系统相关的边界问题仍然是一个巨大的挑战。事实证明,传统的蒙特卡罗方法不足以获取全面的边界信息。为解决这一问题,本文利用可到达管道的自然几何特征,并采用多目标优化策略,提出了一种新型管道预测方案。首先,建立了一个具有九个自由度的多体动态模型,并通过空投测试数据进行验证,以确保模型的准确性和可靠性。随后,采用 Sobol 敏感性分析方法评估影响再入太空舱减速阶段的不确定因素。然后利用这些因素来确定多目标优化模型的优化参数。最终,采用基于分解的多目标进化算法来求解多目标优化模型,管子的几何边界对应于多目标优化的帕累托前沿。以嫦娥五号返回舱为工程案例,通过仿真实验对提出的方法进行了验证。实验结果清楚地表明,与蒙特卡洛方法相比,我们的方法在预测可到达管道边界方面具有更高的准确性。这项研究为在实际工程场景中计算可达管提供了有价值的参考,并可有效应用于返回阶段的航天器搜救行动。
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引用次数: 0
The Channel Fading Influence of the Receiver Operating Characteristics of the TT&C Receiver Based on the Dual-Sequence Frequency Hopping 信道衰落对基于双序列跳频的 TT&C 接收机工作特性的影响
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-01-27 DOI: 10.1155/2024/1850204
Guangkai Liu, Jie Guo, Weizheng Xin, Cheng Cheng, Lu Wang
Aimed at the antijamming needs of the space tracking, telemetry command (TT&C) receiver under a low signal-to-noise ratio, the anti-interference advantage of the dual-sequence frequency hopping (DSFH) communication system is applied. The channel amplitude fading influence of the receiver operating characteristics (ROC) of the TT&C receiver based on the DSFH is studied. Firstly, based on the typical channel model of the Rayleigh fading without direct path transmission, the conditional Fokker-Planck equation (FPE) is obtained by analyzing the statistical independence of the Rayleigh fading signal and SR output particle moments. Secondly, the probability density function (PDF) of the DSFH signal via channel Rayleigh fading enhanced by stochastic resonance (SR) is obtained by introducing the decision time. Thirdly, the detection probability, false alarm probability, ROC, and system bit error rate (BER) of the DSFH signals enhanced by SR under the Rayleigh fading conditions are obtained, under the minimum BER criterion. Finally, the conclusions are reached: one is that the DSFH signals via channel Rayleigh fading can still be detected by the SR system under low SNR, and the other one is that the SNR can reach the -13 dB by the reception of DSFH signal enhanced by SR, when the Rayleigh fading parameter is 0.2042.
针对低信噪比条件下空间跟踪、遥测指令(TT&C)接收机的抗干扰需求,应用了双序列跳频(DSFH)通信系统的抗干扰优势。研究了信道幅度衰落对基于 DSFH 的 TT&C 接收机的接收机工作特性(ROC)的影响。首先,基于典型的无直接路径传输的瑞利衰落信道模型,通过分析瑞利衰落信号和 SR 输出粒子矩的统计独立性,得到条件福克-普朗克方程(FPE)。其次,通过引入决策时间,得到经随机共振(SR)增强的信道瑞利衰落的 DSFH 信号的概率密度函数(PDF)。第三,在最小误码率准则下,得到了瑞利衰落条件下经随机共振增强的 DSFH 信号的检测概率、误报概率、ROC 和系统误码率(BER)。最后得出结论:一是经信道瑞利衰落的 DSFH 信号在低信噪比条件下仍能被 SR 系统检测到;二是当瑞利衰落参数为 0.2042 时,通过 SR 增强的 DSFH 信号接收信噪比可达-13 dB。
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引用次数: 0
VB-Based Gaussian Sum Cubature Kalman Filter for Adaptive Estimation of Unknown Delay and Loss Probability 基于 VB 的高斯和立方卡尔曼滤波器用于自适应估计未知延迟和损失概率
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-01-25 DOI: 10.1155/2024/5599144
Ruipeng Wang, Xiaogang Wang, Haojie Zhang
The traditional Kalman filter assumes that all measurements can be obtained in real time, which is invalid in practical engineering. Therefore, a variational Bayesian- (VB-) based Gaussian sum cubature Kalman filter is proposed to solve the nonlinear tracking problem of multistep random measurement delay and loss (MRMDL) with unknown probability. First, the measurement model with MRMDL is modified by Bernoulli random variables. Then, the expression of the likelihood function is reformulated as a mixture of multiple Gaussian distributions, and the cubature rule is used to improve the estimation accuracy under the framework of Gaussian sum filter in the process of time update. Finally, by constructing a hierarchical Gaussian model, the unknown and time-varying measurement delay and loss probability are estimated in real time with the state jointly using the VB method in the measurement update stage. The algorithm does not need to calculate the equivalent noise covariance matrix so as to avoid the possible division by zero operation, which improves the stability of the algorithm. Simulation results for a target tracking problem show that the proposed algorithm has a better performance in the presence of MRMDL and can estimate the unknown measurement delay and loss probability accurately.
传统的卡尔曼滤波器假定所有测量值都能实时获得,这在实际工程中是无效的。因此,我们提出了一种基于变异贝叶斯(VB-)的高斯和立方卡尔曼滤波器来解决具有未知概率的多步随机测量延迟和损失(MRMDL)的非线性跟踪问题。首先,用伯努利随机变量对具有 MRMDL 的测量模型进行修正。然后,将似然函数的表达式重新表述为多个高斯分布的混合物,并在时间更新过程中,在高斯和滤波器的框架下利用立方规则提高估计精度。最后,通过构建分层高斯模型,在测量更新阶段使用 VB 方法与状态联合实时估计未知且随时间变化的测量延迟和损失概率。该算法无需计算等效噪声协方差矩阵,从而避免了可能出现的除以零操作,提高了算法的稳定性。对目标跟踪问题的仿真结果表明,所提出的算法在存在 MRMDL 的情况下性能较好,能准确估计未知的测量延迟和损失概率。
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引用次数: 0
Investigation and Validation of Mission Evaluation Models for Space Close-Range Inspection 太空近距离检查飞行任务评估模型的调查与验证
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-01-24 DOI: 10.1155/2024/8841710
Jianyong Zhou, Zhipu Hou, Kebo Li
Space close-range inspection can be used to carry out close-range observation and monitoring of targets for identifying the target’s types and working states, which is of great significance for space missions such as in-orbit services. The effectiveness evaluation of space inspection tasks will significantly affect the studies on the trajectory design, orbit motion control, and task termination conditions. However, the evaluation models in previous studies are too simple such as that they are usually without considering dynamic changes in the satellite orbit relative motion. Besides, these studies fail to build a comprehensive evaluation model for the whole inspection task process. In this paper, taking the most commonly used optical inspection as an example, the novel multifactor inspection task effectiveness evaluation models were investigated, including the constraint models of observation, the relative distance evaluation model, the effective observation time evaluation model, and the target observation angle evaluation model. These models solve the effectiveness evaluation problem for the complete process of an inspection task, which can support the design of inspection strategies and trajectories better by using the evaluation results. In addition, numerical simulations and 20 semiphysical experiments were carried out to validate the proposed evaluation models.
空间近距离巡检可用于对目标进行近距离观测和监测,以识别目标的类型和工作状态,对在轨服务等空间任务具有重要意义。空间检测任务的有效性评估将对轨迹设计、轨道运动控制和任务终止条件的研究产生重大影响。然而,以往研究中的评估模型过于简单,如通常不考虑卫星轨道相对运动的动态变化。此外,这些研究也未能针对整个检测任务过程建立全面的评估模型。本文以最常用的光学检测为例,研究了新型多因素检测任务有效性评价模型,包括观测约束模型、相对距离评价模型、有效观测时间评价模型和目标观测角度评价模型。这些模型解决了检测任务全过程的有效性评价问题,利用评价结果可以更好地支持检测策略和轨迹的设计。此外,还进行了数值模拟和 20 次半物理实验来验证所提出的评价模型。
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引用次数: 0
A Strong Maneuvering Target-Tracking Filtering Based on Intelligent Algorithm 基于智能算法的强机动目标跟踪过滤系统
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-01-11 DOI: 10.1155/2024/9981332
Jing Li, Xinru Liang, Shengzhi Yuan, Haiyan Li, Changsheng Gao
In this paper, a variable-structure multimodel (VSMM) filtering algorithm based on the long short-term memory (LSTM) regression-deep network (L-DQN) is proposed to accurately track strong maneuvering targets. The algorithm can map the selection of the model set to the selection of the action label and realize the purpose of a deep reinforcement-learning agent to replace the model switching in the traditional VSMM algorithm by reasonably designing a reward function, state space, and network structure. At the same time, the algorithm introduces a LSTM algorithm, which can compensate the error of tracking results based on model history information. The simulation results show that compared with the traditional VSMM algorithm, the proposed algorithm can quickly capture the maneuvering of the target, the response time is short, the calculation accuracy is significantly improved, and the range of adaptation is wider. Precise tracking of maneuvering targets was achieved.
本文提出了一种基于长短期记忆(LSTM)回归-深度网络(L-DQN)的变结构多模型(VSMM)滤波算法,用于精确跟踪强机动目标。该算法通过合理设计奖励函数、状态空间和网络结构,将模型集的选择映射到动作标签的选择上,实现了深度强化学习代理的目的,替代了传统 VSMM 算法中的模型切换。同时,该算法引入了 LSTM 算法,可以根据模型历史信息补偿跟踪结果的误差。仿真结果表明,与传统的 VSMM 算法相比,所提出的算法能快速捕捉目标的机动动作,响应时间短,计算精度显著提高,适应范围更广。实现了对机动目标的精确跟踪。
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引用次数: 0
Synthesis and Networking of Spaceborne Deployable Prismatic Antenna Mechanisms Based on Graph Theory 基于图论的空间可部署棱镜天线机制的合成与联网
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-01-10 DOI: 10.1155/2024/4347716
Jialong Zhu, Chuang Shi, Xiaodong Fan, Xiaofei Ma, Hongwei Guo, Shikun Zheng, Rongqiang Liu
Spaceborne deployable cylindrical antennas have broad application prospects in the fields of space earth observation and remote-sensing detection because of their significant advantages of ultralong aperture, high gain, and flexible beam scanning. As application requirements rapidly develop, a new type of spaceborne deployable cylindrical antenna mechanism with a large diameter and deployability is urgently needed. This paper presents an innovative design for a cylindrical deployable antenna mechanism based on 18R triangular prism elements based on graph theory. The correctness of the configuration is verified by developing a prototype. First, four kinds of nonoverconstrained 12-bar triangular prism-stabilized truss structure configurations and their corresponding topological diagrams are constructed. Second, based on graph theory, three types of 102 triangular prism-stabilized truss mechanism configurations that can be folded into linear mechanisms are derived. Third, the kinematic pair configuration is established to achieve a single-degree-of-freedom 7R2U9S triangular prism deployable unit. Fourth, combined with the geometric topology characteristics of the unit network, a triangular prism unit networking method is proposed, and a cylindrical network mechanism configuration based on 18R triangular prism units is obtained. A prototype was fabricated by 3D printing, and an expansion and retraction function test was conducted, which verified the correctness of the theoretical analysis in this paper. Finally, a new concept configuration for a parabolic cylindrical antenna is proposed. This paper provides a reference for the configuration of large-scale folding truss structures with unit expansion.
机载可展开圆柱形天线具有超长孔径、高增益和灵活的波束扫描等显著优势,在空间对地观测和遥感探测领域有着广阔的应用前景。随着应用需求的快速发展,迫切需要一种直径大、可展开的新型机载可展开圆柱形天线机构。本文基于图论,提出了一种基于 18R 三角棱柱元件的圆柱形可展开天线机构的创新设计。通过开发原型验证了配置的正确性。首先,构建了四种非超约束 12 杆三角棱柱稳定桁架结构配置及其相应的拓扑图。其次,基于图论推导出三种可折叠成线性机构的 102 三角棱柱稳定桁架机构配置。第三,建立了实现单自由度 7R2U9S 三角棱柱可展开单元的运动学对配置。第四,结合单元网络的几何拓扑特征,提出了三角棱柱单元组网方法,并获得了基于 18R 三角棱柱单元的圆柱形网络机构配置。通过三维打印制作了原型,并进行了伸缩功能测试,验证了本文理论分析的正确性。最后,提出了抛物面圆柱形天线的新概念配置。本文为具有单元伸缩功能的大型折叠桁架结构的配置提供了参考。
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引用次数: 0
Surface Performance of Titanium Alloy Brake Shell Polished by Industrial Robot Based on Digital Twin 基于数字双胞胎的工业机器人抛光钛合金制动器壳体的表面性能
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-01-08 DOI: 10.1155/2024/6130930
Haijun Zhang, Shengwei Chen, Hui Wang, Yan Qin
The titanium alloy brake shell is an important component used in aviation, but its surface polishing is mostly done manually, making it difficult to ensure surface quality and consistency. As a result, an industrial robot polishing system based on digital twin is proposed, which can realize the interaction between physical and virtual platforms by using digital twin technology, acquire various parameters in real time, and monitor the polishing process. Based on this system, a removal depth model was established, and the polishing parameters to be analyzed were determined by combining the removal depth model. On this basis, the influence law of polishing parameters on surface roughness is analyzed through physical tests, and orthogonal experiments are used to optimize the polishing parameters. The results show that the surface roughness is reduced to 0.171 μm after optimization. Finally, the reliability of the polishing system is verified through the polishing machining test, and the surface quality of titanium alloy brake shell is significantly improved.
钛合金刹车壳是航空领域使用的重要部件,但其表面抛光多由人工完成,难以保证表面质量和一致性。因此,本文提出了一种基于数字孪生的工业机器人抛光系统,利用数字孪生技术实现物理平台与虚拟平台的交互,实时获取各种参数,监控抛光过程。基于该系统,建立了去除深度模型,并结合去除深度模型确定了待分析的抛光参数。在此基础上,通过物理试验分析抛光参数对表面粗糙度的影响规律,并采用正交实验对抛光参数进行优化。结果表明,优化后表面粗糙度降至 0.171 μm。最后,通过抛光加工试验验证了抛光系统的可靠性,钛合金制动器壳体的表面质量得到明显改善。
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引用次数: 0
Vibration Response Analysis of a Tethered Unmanned Aerial Vehicle System under Transient Wind Field 系留式无人飞行器系统在瞬态风场下的振动响应分析
IF 1.4 4区 工程技术 Q3 ENGINEERING, AEROSPACE Pub Date : 2024-01-04 DOI: 10.1155/2024/4982665
Wei He, Suxia Zhang
The transient wind is one of the dangerous conditions encountered by tethered UAVs operating at the ocean, making the cable and the UAV generate complex nonlinear vibration responses threatening normal operation, even safe flight. There is a lack of research on the nonlinear vibration of the tethered UAV in a transient wind field environment. This study analyzes the vibration response of a tethered quadrotor UAV under a transient wind field, which helps to boost the tethered UAV applications, providing engineering suggestions to design these systems. Considering both cable and UAV motions, the coupled dynamic equations of the tethered UAV system are established based on the Hamilton principle. The variation law of the cable vibration amplitudes with wind field and position is analyzed through a one-minus-cosine gust profile to describe the transient wind field, which can evaluate the dynamic behavior of systems in the actual flight. Moreover, the positions of maximum vibration amplitude in tangential and normal directions are found to be approximately 9/10 and 9/20 from the lower end of the cable. Furthermore, the tethered UAV system vibrations are investigated under different structural parameters. The results indicate that the UAV can maintain a stable single-period motion by increasing the length or elastic modulus or selecting the appropriate diameters of the cable. Finally, an experiment is implemented on the vibration response of the tethered UAV system in a wind tunnel. The theoretical result is compatible with the experimental one, demonstrating the theoretical method’s accuracy.
瞬态风是系留无人机在海洋上运行时遇到的危险条件之一,会使缆绳和无人机产生复杂的非线性振动响应,威胁到无人机的正常运行,甚至安全飞行。目前还缺乏对瞬态风场环境下系留无人机非线性振动的研究。本研究分析了系留四旋翼无人机在瞬态风场下的振动响应,有助于促进系留无人机的应用,为这些系统的设计提供工程建议。考虑到缆索和无人机的运动,基于汉密尔顿原理建立了系留无人机系统的耦合动力学方程。通过描述瞬态风场的一减余弦阵风剖面,分析了缆索振幅随风场和位置的变化规律,从而评估了系统在实际飞行中的动态行为。此外,还发现切线方向和法线方向的最大振动振幅位置距缆绳下端分别约为 9/10 和 9/20。此外,还研究了不同结构参数下的系留无人机系统振动。结果表明,通过增加缆绳的长度、弹性模量或选择适当的直径,无人机可以保持稳定的单周期运动。最后,在风洞中对系留无人机系统的振动响应进行了实验。理论结果与实验结果一致,证明了理论方法的准确性。
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引用次数: 0
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International Journal of Aerospace Engineering
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