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Design, Multiperspective Investigations, and Performance Analysis of Multirotor Unmanned Aerial Vehicle for Precision Farming 用于精准农业的多旋翼无人机的设计、多视角调查和性能分析
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2024-02-23 DOI: 10.1155/2024/8703004
Darshan Kumar Jayaram, Vijayanandh Raja, Beena Stanislaus Arputharaj, Hussein A. Z. AL-bonsrulah
Farming and agriculture are the oldest professions, but they are adapting to the technology revolution to accommodate the world’s growing population. UAV technology is part of the agriculture revolution, which aims to boost crop yields, properly monitor fields, and handle manpower shortages and resource efficiency. Rural India’s tiny farmers cannot afford UAV technology; therefore, it has not yet spread. Payload capacity, endurance, and selective spraying are other considerations. Thus, a low-cost, long-lasting UAV is necessary. This study modified the arm assembly to create a cheap hexacopter UAV. The endurance increased by 10% when 1.5 kg was lost. ABS plastic was used to make the modular arm. For working loads of 9 kg and 10 kg, pesticide/fertilizer spraying saves time, money, and manpower. Thus, a pressure-area coverage-cone angle connection is needed. This study examined spray patterns at different pressures and heights by varying flat fan nozzle and complete cone nozzle orifice diameters. These factors were linked, helping farmers choose the right nozzle. This nozzle was installed in the UAV and field-tested for paddy crops, showing a significant production improvement and lower operational cost. Chemical use pollutes and leaves traces in produce. Precision farming with artificial intelligence (AI) has solved this problem. In this experiment, AI algorithms were used to lemon leaves. Three AI systems were tested on different datasets to forecast plant stress by analyzing leaves due to technical constraints. CNN’s accuracy and computing speed make it ideal for precision farming. This work’s UAV was 30% cheaper than commercial UAVs and had more durability. Farmers will also benefit from the flat fan and complete cone nozzles’ pressure-area coverage connection.
农耕和农业是最古老的职业,但它们正在适应技术革命,以适应全球不断增长的人口。无人机技术是农业革命的一部分,旨在提高作物产量、适当监控田地、解决人力短缺和资源效率问题。印度农村的小农户负担不起无人机技术,因此该技术尚未普及。有效载荷能力、续航能力和选择性喷洒是其他考虑因素。因此,需要一种低成本、长寿命的无人机。本研究通过改装机械臂组件,制造出一种廉价的六旋翼无人机。当损失 1.5 千克时,续航时间增加了 10%。模块化机械臂采用 ABS 塑料制造。工作载荷为 9 千克和 10 千克时,喷洒农药/肥料可节省时间、金钱和人力。因此,需要一种压力-面积覆盖-锥角连接方式。本研究通过改变扁平扇形喷嘴和完整锥形喷嘴的孔径,研究了不同压力和高度下的喷洒模式。这些因素相互关联,有助于农民选择合适的喷嘴。这种喷嘴被安装在无人机上,并对水稻作物进行了实地测试,结果显示产量显著提高,运营成本降低。化学品的使用会造成污染,并在农产品中留下痕迹。利用人工智能(AI)进行的精准农业解决了这一问题。在这项实验中,人工智能算法被用于柠檬叶。由于技术限制,三个人工智能系统在不同的数据集上进行了测试,通过分析叶片来预测植物的压力。CNN 的准确性和计算速度使其成为精准农业的理想选择。这项工作的无人机比商用无人机便宜 30%,而且更耐用。扁平风扇和完整锥形喷嘴的压力-面积覆盖连接也将使农民受益。
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引用次数: 0
Numerical Investigation on the Effect of Fuel-Rich Degree in the RBCC Engine under the Ejector Mode 喷射器模式下 RBCC 发动机富燃料度影响的数值研究
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2024-02-06 DOI: 10.1155/2024/4340688
Yizhi Yao, Mingbo Sun, Menglei Li, Peibo Li, An Bin, Rui Gu, Jiaoru Wang, Feng Wei, Taiyu Wang, Jikai Chen
The ejector mode of the Rocket-Based Combined-Cycle (RBCC) engine is characterized by high fuel consumption. This study is aimed at investigating the influence of the rocket fuel-rich degree on the RBCC engine’s performance under the ejector mode combined with simultaneous mixing and combustion (SMC). Numerical simulations were conducted for various rocket mixing ratios () under subsonic () and supersonic (
火箭联合循环(RBCC)发动机的喷射器模式具有高燃料消耗的特点。本研究旨在探讨火箭燃料富集程度对 RBCC 发动机在喷射器模式下结合同步混合和燃烧(SMC)性能的影响。在亚音速()和超音速()飞行条件下,对不同火箭混合比()进行了数值模拟。结果表明,在所有条件下,火箭羽流中的高燃料富集度都会对喷射性能产生负面影响。然而,在高飞行马赫数()时,它能改善整体性能()。在超音速条件下,增加燃料富集度会促进更多燃料参与燃烧,从而提高 RBCC 发动机的性能。然而,亚音速-超音速混合层的演化程度较低,导致反应效率从 29.2% 下降到 12.0%,马赫数从 3.2 下降到 1.6。因此,燃料的利用效率很低。为了优化 RBCC 发动机的性能,可以适当提高火箭燃料的富集度。但是,这种增加应受到限制,以防止因反应效率低而造成燃料浪费。在亚音速条件下(),捕获空气的低动能会导致 "负推力面 "和 "撞壁 "现象的出现,从而阻碍 RBCC 发动机的高效稳定运行。因此,仅调整燃料富余度无法提高比冲(),而低燃料富余度被认为是与可调喷嘴技术相结合的理想策略。
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引用次数: 0
VGESO-Based Finite-Time Fault-Tolerant Tracking Control for Quadrotor Unmanned Aerial Vehicle 基于 VGESO 的四旋翼无人飞行器有限时间容错跟踪控制
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2024-02-02 DOI: 10.1155/2024/2541698
Haidong Shen, Jiwei Du, Kun Yan, Yanbin Liu, Jinbao Chen
Based on the variable gain extended state observer, a finite-time fault-tolerant control strategy is developed for the quadrotor unmanned aerial vehicle with actuator faults and external disturbances. Firstly, a novel variable gain extended state observer is designed to estimate the unknown external disturbances, which mitigates the initial peaking phenomenon existing in traditional extended state observer-based methods. Meanwhile, the neural networks are applied to accurately approximate unknown couplings online. Moreover, with the help of the projection operator technique, the unknown actuator faults are observed in real time. Combined with the backstepping framework, the finite-time robust fault-tolerant control scheme is constructed and the stability is strictly proved via Lyapunov’s theory. Finally, the validity of the developed control scheme is demonstrated through numerical simulations.
基于可变增益扩展状态观测器,为具有致动器故障和外部干扰的四旋翼无人飞行器开发了一种有限时间容错控制策略。首先,设计了一种新颖的可变增益扩展状态观测器来估计未知的外部干扰,从而缓解了传统的基于扩展状态观测器的方法中存在的初始峰值现象。同时,应用神经网络对未知耦合进行在线精确近似。此外,在投影算子技术的帮助下,还能实时观测未知执行器故障。结合反步态框架,构建了有限时间鲁棒容错控制方案,并通过 Lyapunov 理论严格证明了其稳定性。最后,通过数值模拟证明了所开发控制方案的有效性。
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引用次数: 0
Numerical Investigation of Supercooled Large Droplets Impingement Characteristics of the Rotating Spinner 旋转旋转器的过冷大液滴撞击特性的数值研究
IF 1.4 4区 工程技术 Q2 Engineering Pub Date : 2024-02-02 DOI: 10.1155/2024/1683744
Wei Jia, Feng Zhang
Aircraft engine icing caused by supercooled large droplets (SLD) poses a significant threat to flight safety. In this paper, the SLD impingement characteristics of the rotating spinner were investigated using FLUENT UDS and the governing equations for water droplet motion were solved based on the Eulerian method. The droplet breakup was simulated using the number density equation, while the droplet rebound and splashing were simulated using a semiempirical model. The effects of rotational speed, droplet diameter, and inflow velocity on the SLD impingement characteristics of the rotating spinner were studied. Some new valuable insights have been found for the SLD impingement. The results indicated that as the rotational speed increases, the local collection efficiency of the rotating spinner decreases. Higher rotational speed results in reduced droplet impingement angle and stronger droplet rebound and splashing. For the droplets with diameters smaller than 111 μm, the local collection efficiency increases with the increase of the droplet diameter. However, when the droplet diameter exceeds 111 μm, the local collection efficiency decreases near the leading edge of the rotating spinner. Additionally, the local collection efficiency decreases as the inflow velocity increases near the leading edge of the rotating spinner. However, higher inflow velocities lead to larger droplet impingement angles, resulting in higher local collection efficiency near the tail of the rotating spinner. The critical impingement angle increases with the increase of the inflow velocity, leading to a more pronounced rebound and splashing of SLD. The research in this paper provides useful help for ice shape prediction and anti-icing system design of rotating spinner in SLD environment.
由过冷大水滴(SLD)引起的飞机发动机结冰对飞行安全构成重大威胁。本文使用 FLUENT UDS 研究了旋转旋翼的 SLD 撞击特性,并基于欧拉法求解了水滴运动的支配方程。水滴破裂采用数量密度方程进行模拟,水滴反弹和飞溅采用半经验模型进行模拟。研究了旋转速度、液滴直径和流入速度对旋转喷丝器 SLD 撞击特性的影响。对 SLD 撞击有了一些新的有价值的认识。结果表明,随着旋转速度的增加,旋转喷丝器的局部收集效率会降低。转速越高,液滴撞击角度越小,液滴反弹和飞溅越强。对于直径小于 111 μm 的液滴,局部收集效率随着液滴直径的增大而提高。然而,当液滴直径超过 111 μm 时,旋转喷丝器前缘附近的局部收集效率会降低。此外,在旋转喷丝器前缘附近,随着流入速度的增加,局部收集效率也会降低。然而,较高的流入速度会导致液滴撞击角增大,从而提高旋转喷丝器尾部附近的局部收集效率。临界撞击角随着流入速度的增加而增大,导致 SLD 的反弹和飞溅更加明显。本文的研究为 SLD 环境下旋转喷管的冰形预测和防冰系统设计提供了有益的帮助。
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引用次数: 0
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 Q2 Engineering 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 Q2 Engineering 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 Q2 Engineering 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 Q2 Engineering 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 Q2 Engineering 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 Q2 Engineering 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
期刊
International Journal of Aerospace Engineering
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