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Role-Based Bayesian Decision Framework for Autonomous Unmanned Systems 基于角色的无人自主系统贝叶斯决策框架
3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-12-01 DOI: 10.23919/JSEE.2023.000114
Weijian Pang;Xinyi Ma;Xueming Liang;Xiaogang Liu;Erwa Dong
In the process of performing a task, autonomous unmanned systems face the problem of scene changing, which requires the ability of real-time decision-making under dynamically changing scenes. Therefore, taking the unmanned system coordinative region control operation as an example, this paper combines knowledge representation with probabilistic decision-making and proposes a role-based Bayesian decision model for autonomous unmanned systems that integrates scene cognition and individual preferences. Firstly, according to utility value decision theory, the role-based utility value decision model is proposed to realize task coordination according to the preference of the role that individual is assigned. Then, multi-entity Bayesian network is introduced for situation assessment, by which scenes and their uncertainty related to the operation are semantically described, so that the unmanned systems can conduct situation awareness in a set of scenes with uncertainty. Finally, the effectiveness of the proposed method is verified in a virtual task scenario. This research has important reference value for realizing scene cognition, improving cooperative decision-making ability under dynamic scenes, and achieving swarm level autonomy of unmanned systems.
在执行任务的过程中,自主无人系统会面临场景变化的问题,这就需要在动态变化的场景下具备实时决策的能力。因此,本文以无人系统协调区域控制操作为例,将知识表示与概率决策相结合,提出了一种融合场景认知与个体偏好的基于角色的自主无人系统贝叶斯决策模型。首先,根据效用值决策理论,提出了基于角色的效用值决策模型,以根据个体被分配角色的偏好实现任务协调。然后,引入多实体贝叶斯网络进行态势评估,通过该网络对与操作相关的场景及其不确定性进行语义描述,从而使无人系统能够在一组具有不确定性的场景中进行态势感知。最后,在虚拟任务场景中验证了所提方法的有效性。该研究对于实现场景认知、提高动态场景下的协同决策能力、实现无人系统的蜂群级自治具有重要的参考价值。
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引用次数: 0
Ambiguity Function Analysis and Side Peaks Suppression of Link16 Signal Based Passive Radar 基于 Link16 信号的无源雷达的模糊函数分析和边峰抑制
3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-12-01 DOI: 10.23919/JSEE.2023.000152
Luyang Bai;Jun Wang;Xiaoling Chen
Link16 data link is the communication standard of the joint tactical information distribution system (JTIDS) used by the U.S. military and North Atlantic Treaty Organization, which is applied as the opportunistic illuminator for passive radar in this paper. The time-domain expression of the Link16 signal is established, and its ambiguity function expression is derived. The time-delay dimension and Doppler dimension side peaks of which lead to the appearance of the false target during target detection. To solve the problem, the time-delay dimension and Doppler dimension side peaks suppression methods are proposed. For the problem that the conventional mismatched filter (MMF) cannot suppress the time-delay dimension side peaks, a neighborhood MMF (NMMF) is proposed. Experimental results demonstrate the effectiveness of the proposed methods.
Link16 数据链是美军和北大西洋公约组织使用的联合战术信息分发系统(JTIDS)的通信标准,本文将其用作无源雷达的机会照射器。本文建立了 Link16 信号的时域表达式,并推导出其模糊函数表达式。在目标探测过程中,时延维度和多普勒维度的侧峰会导致假目标的出现。为解决这一问题,提出了时延维度和多普勒维度侧峰抑制方法。针对传统失配滤波器(MMF)无法抑制时延维度侧峰的问题,提出了邻域 MMF(NMMF)。实验结果证明了所提方法的有效性。
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引用次数: 0
Formal Management-Specifying Approach for Model-Based Safety Assessment 基于模型的安全评估的正式管理规范方法
3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-12-01 DOI: 10.23919/JSEE.2023.000154
Changyi Xu;Yiman Duan;Chao Zhang
In the field of model-based system assessment, mathematical models are used to interpret the system behaviors. However, the industrial systems in this intelligent era will be more manageable. Various management operations will be dynamically set, and the system will be no longer static as it is initially designed. Thus, the static model generated by the traditional model-based safety assessment (MBSA) approach cannot be used to accurately assess the dependability. There mainly exists three problems. Complex: huge and complex behaviors make the modeling to be trivial manual; Dynamic: though there are thousands of states and transitions, the previous model must be resubmitted to assess whenever new management arrives; Unreusable: as for different systems, the model must be resubmitted by reconsidering both the management and the system itself at the same time though the management is the same. Motivated by solving the above problems, this research studies a formal management specifying approach with the advantages of agility modeling, dynamic modeling, and specification design that can be re-suable. Finally, three typical managements are specified in a series-parallel system as a demonstration to show the potential.
在基于模型的系统评估领域,数学模型被用来解释系统行为。然而,智能时代的工业系统将更具可管理性。各种管理操作将动态设置,系统将不再是最初设计时的静态系统。因此,传统的基于模型的安全评估(MBSA)方法生成的静态模型无法用于准确评估可靠性。主要存在以下三个问题。复杂:庞大而复杂的行为使得建模成为琐碎的手工工作;动态:虽然有成千上万的状态和转换,但每当有新的管理出现时,就必须重新提交以前的模型进行评估;不可重用:对于不同的系统,虽然管理是相同的,但必须同时重新考虑管理和系统本身,重新提交模型。为了解决上述问题,本研究研究了一种具有敏捷建模、动态建模和可重复使用的规范设计等优点的正式管理指定方法。最后,在一个串并联系统中指定了三种典型的管理方法,以展示其潜力。
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引用次数: 0
Nonlinear Direct Data-Driven Control for UAV Formation Flight System 无人机编队飞行系统的非线性直接数据驱动控制
3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-12-01 DOI: 10.23919/JSEE.2023.000140
Jianhong Wang;Ricardo A. Ramirez-Mendoza;Yang Xu
This paper proposes the nonlinear direct data-driven control from theoretical analysis and practical engineering, i.e., unmanned aerial vehicle (UAV) formation flight system. Firstly, from the theoretical point of view, consider one nonlinear closed-loop system with a nonlinear plant and nonlinear feed-forward controller simultaneously. To avoid the complex identification process for that nonlinear plant, a nonlinear direct data-driven control strategy is proposed to design that nonlinear feed-forward controller only through the input-output measured data sequence directly, whose detailed explicit forms are model inverse method and approximated analysis method. Secondly, from the practical point of view, after reviewing the UAV formation flight system, nonlinear direct data-driven control is applied in designing the formation controller, so that the followers can track the leader's desired trajectory during one small time instant only through solving one data fitting problem. Since most natural phenomena have nonlinear properties, the direct method must be the better one. Corresponding system identification and control algorithms are required to be proposed for those nonlinear systems, and the direct nonlinear controller design is the purpose of this paper.
本文从理论分析和实际工程中提出了非线性直接数据驱动控制,即无人机编队飞行系统。首先,从理论角度出发,考虑一个非线性闭环系统,同时具有非线性工厂和非线性前馈控制器。为了避免对该非线性植物进行复杂的识别过程,提出了一种非线性直接数据驱动控制策略,即仅通过输入输出测量数据序列直接设计该非线性前馈控制器,其具体的显式形式为模型逆方法和近似分析方法。其次,从实用角度出发,在考察了无人机编队飞行系统后,将非线性直接数据驱动控制应用于编队控制器的设计,使跟随者只需解决一个数据拟合问题,就能在一个小的时间瞬间跟踪领导者的期望轨迹。由于大多数自然现象都具有非线性特性,因此直接方法一定是更好的方法。需要针对这些非线性系统提出相应的系统识别和控制算法,而直接非线性控制器设计正是本文的目的所在。
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引用次数: 0
Multicriteria Game Approach to Air-to-Air Combat Tactical Decisions for Multiple UAVs 多架无人机空对空作战战术决策的多标准博弈方法
3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-12-01 DOI: 10.23919/JSEE.2023.000115
Ruhao Jiang;He Luo;Yingying Ma;Guoqiang Wang
Air-to-air combat tactical decisions for multiple unmanned aerial vehicles (ACTDMU) are a key decision-making step in beyond visual range combat. Complex influencing factors, strong antagonism and real-time requirements need to be considered in the ACTDMU problem. In this paper, we propose a multicriteria game approach to ACTDMU. This approach consists of a multicriteria game model and a Pareto Nash equilibrium algorithm. In this model, we form the strategy profiles for the integration of air-to-air combat tactics and weapon target assignment strategies by considering the correlation between them, and we design the vector payoff functions based on predominance factors. We propose a algorithm of Pareto Nash equilibrium based on preference relations using threshold constraints (PNE-PRTC), and we prove that the solutions obtained by this algorithm are refinements of Pareto Nash equilibrium solutions. The numerical experiments indicate that PNE-PRTC algorithm is considerably faster than the baseline algorithms and the performance is better. Especially on large-scale instances, the Pareto Nash equilibrium solutions can be calculated by PNE-PRTC algorithm at the second level. The simulation experiments show that the multicriteria game approach is more effective than one-side decision approaches such as multiple-attribute decision-making and randomly chosen decisions.
多无人飞行器空对空作战战术决策(ACTDMU)是超视距作战中的关键决策步骤。在 ACTDMU 问题中,需要考虑复杂的影响因素、强烈的对抗性和实时性要求。本文提出了一种针对 ACTDMU 的多标准博弈方法。该方法包括一个多标准博弈模型和一个帕累托纳什均衡算法。在该模型中,我们通过考虑空对空作战战术和武器目标分配策略之间的相关性,形成了空对空作战战术和武器目标分配策略整合的策略剖面图,并根据主导因素设计了向量报酬函数。我们提出了一种基于偏好关系的帕累托-纳什均衡算法(PNE-PRTC),并证明该算法得到的解是帕累托-纳什均衡解的细化。数值实验表明,PNE-PRTC 算法比基准算法快得多,性能也更好。特别是在大规模实例中,PNE-PRTC 算法可以在第二层计算出帕累托-纳什均衡解。仿真实验表明,多标准博弈方法比多属性决策和随机选择决策等单边决策方法更有效。
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引用次数: 0
Minimum-Energy Leader-Following Formation of Distributed Multi-Agent Systems with Communication Constraints 具有通信约束条件的分布式多行动者系统的最小能量领导-跟随编队
3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-12-01 DOI: 10.23919/JSEE.2023.000141
Donghao Qin;Le Wang;Jiuan Gao;Jianxiang Xi
This paper concerns minimum-energy leader-following formation design and analysis problems of distributed multi-agent systems (DMASs) subjected to randomly switching topologies and aperiodic communication pauses. The critical feature of this paper is that the energy consumption during the formation control process is restricted by the minimum-energy constraint in the sense of the linear matrix inequality. Firstly, the leader-following formation control protocol is proposed based on the relative state information of neighboring agents, where the total energy consumption is considered. Then, minimum-energy leader-following formation design and analysis criteria are presented in the form of the linear matrix inequality, which can be checked by the generalized eigenvalue method. Especially, the value of the minimum-energy constraint is determined. An illustrative simulation is provided to show the effectiveness of the main results.
本文涉及分布式多代理系统(DMAS)在随机切换拓扑和非周期性通信暂停条件下的最小能量领队-跟队编队设计与分析问题。本文的关键特征是编队控制过程中的能量消耗受到线性矩阵不等式意义上的最小能量约束的限制。首先,基于相邻代理的相对状态信息提出了领导者-跟随者编队控制协议,其中考虑了总能耗。然后,以线性矩阵不等式的形式提出了最小能量领队-跟队编队设计和分析标准,并可通过广义特征值法进行检验。特别是确定了最小能量约束的值。还提供了一个模拟示例,以显示主要结果的有效性。
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引用次数: 0
Improved Spatio-Temporal Alignment Measurement Method for Hull Deformation 改进的船体变形时空对齐测量方法
IF 2.1 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-22 DOI: 10.23919/jsee.2023.000139
Dongsheng Xu, Yuanjin Yu, Xiaoli Zhang, Xiafu Peng
In this paper, an improved spatio-temporal alignment measurement method is presented to address the inertial matching measurement of hull deformation under the coexistence of time delay and large misalignment angle. Large misalignment angle and time delay often occur simultaneously and bring great challenges to the accurate measurement of hull deformation in space and time. The proposed method utilizes coarse alignment with large misalignment angle and time delay estimation of inertial measurement unit modeling to establish a brand-new spatio-temporal aligned hull deformation measurement model. In addition, two-step loop control is designed to ensure the accurate description of dynamic deformation angle and static deformation angle by the time-space alignment method of hull deformation. The experiments illustrate that the proposed method can effectively measure the hull deformation angle when time delay and large misalignment angle coexist.
本文提出了一种改进的时空配准测量方法,以解决时延和大错位角并存情况下的船体变形惯性匹配测量问题。大不对准角和时间延迟往往同时出现,给船体变形的时空精确测量带来巨大挑战。本文提出的方法利用惯性测量单元建模的大不对中角粗对中和时延估计,建立了全新的时空对中船体变形测量模型。此外,还设计了两步环路控制,以确保通过时空配准方法准确描述船体变形的动态变形角和静态变形角。实验表明,当时间延迟和大错位角同时存在时,所提出的方法能有效测量船体变形角。
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引用次数: 0
Multiple Model PHD filter for Tracking Sharply Maneuvering Targets Using Recursive Ransac Based Adaptive Birth Estimation 利用基于递归 Ransac 的自适应出生估计法跟踪急剧移动目标的多模型 PHD 滤波器
IF 2.1 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-22 DOI: 10.23919/jsee.2023.000134
Changwen Ding, Di Zhou, Xinguang Zou, Runle Du, Jiaqi Liu
An algorithm to track multiple sharply maneuvering targets without prior knowledge about new target birth is proposed. These targets are capable of achieving sharp maneuvers within a short period of time, such as drones and agile missiles. The probability hypothesis density (PHD) filter, which propagates only the first-order statistical moment of the full target posterior, has been shown to be a computationally efficient solution to multitarget tracking problems. However, the standard PHD filter operates on the single dynamic model and requires prior information about target birth distribution, which leads to many limitations in terms of practical applications. In this paper, we introduce a nonzero mean, white noise turn rate dynamic model and generalize jump Markov systems to multitarget case to accommodate sharply maneuvering dynamics. Moreover, to adaptively estimate newborn targets' information, a measurement-driven method based on the recursive random sampling consensus (RANSAC) algorithm is proposed. Simulation results demonstrate that the proposed method achieves significant improvement in tracking multiple sharply maneuvering targets with adaptive birth estimation.
本文提出了一种在不预先知道新目标诞生的情况下跟踪多个急剧机动目标的算法。这些目标能够在短时间内实现急剧机动,如无人机和敏捷导弹。概率假设密度(PHD)滤波器只传播完整目标后验的一阶统计矩,已被证明是多目标跟踪问题的高效计算解决方案。然而,标准的 PHD 滤波器是在单一动态模型上运行的,需要关于目标出生分布的先验信息,这导致了实际应用中的许多限制。在本文中,我们引入了一个非零均值、白噪声转向率动态模型,并将跃迁马尔可夫系统推广到多目标情况下,以适应急剧的机动动态。此外,为了自适应地估计新生目标的信息,我们提出了一种基于递归随机抽样共识(RANSAC)算法的测量驱动方法。仿真结果表明,所提出的方法在利用自适应出生估计跟踪多个急剧机动目标方面取得了显著的改进。
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引用次数: 0
Contact Detumbling Toward a Nutating Target Through Deformable Effectors and Prescribed Performance Controller 通过可变形效应器和预设性能控制器,实现向营养目标的接触式滚落
IF 2.1 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-22 DOI: 10.23919/jsee.2023.000121
Yue Zang, Yao Zhang, Quan Hu, Mou Li, Yujun Chen
Detumbling operation toward a rotating target with nutation is meaningful for debris removal but challenging. In this study, a deformable end-effector is first designed based on the requirements for contacting the nutating target. A dual-arm robotic system installed with the deformable end-effectors is modeled and the movement of the end-tips is analyzed. The complex operation of the contact toward a nutating target places strict requirements on control accuracy and controller robustness. Thus, an improvement of the tracking error transformation is proposed and an adaptive sliding mode controller with prescribed performance is designed to guarantee the fast and precise motion of the effector during the contact detumbling. Finally, by employing the proposed effector and the controller, numerical simulations are carried out to verify the effectiveness and efficiency of the contact detumbling toward a nutating target.
在旋转目标的转动过程中,向旋转目标的滚动操作对碎片清除很有意义,但也很有挑战性。在本研究中,首先根据接触旋转目标的要求设计了可变形末端执行器。对安装了可变形末端执行器的双臂机器人系统进行了建模,并分析了末端执行器的运动。接触螺母目标的复杂操作对控制精度和控制器的鲁棒性提出了严格要求。因此,我们提出了一种跟踪误差变换的改进方法,并设计了一种具有规定性能的自适应滑动模式控制器,以保证在触头拆卸过程中效应器的快速和精确运动。最后,通过使用所提出的效应器和控制器,进行了数值模拟,以验证接触式弹射对螺母目标的有效性和效率。
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引用次数: 0
Accurately Tracking Hypersonic Gliding Vehicles via an LEO Mega-Constellation in Relay Tracking Mode 在中继跟踪模式下通过低地球轨道巨型星座精确跟踪高超音速滑翔飞行器
IF 2.1 3区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS Pub Date : 2023-11-22 DOI: 10.23919/jsee.2023.000078
Zhao Li, Yidi Wang, Wei Zheng
In order to effectively defend against the threats of the hypersonic gliding vehicles (HGVs), HGVs should be tracked as early as possible, which is beyond the capability of the ground-based radars. Being benefited by the developing mega-constellations in low-Earth orbit, this paper proposes a relay tracking mode to track HGVs to overcome the above problem. The whole tracking mission is composed of several tracking intervals with the same duration. Within each tracking interval, several appropriate satellites are dispatched to track the HGV. Satellites that are planned to take part in the tracking mission are selected by a new derived observability criterion. The tracking performances of the proposed tracking mode and the other two traditional tracking modes, including the stare and track-rate modes, are compared by simulation. The results show that the relay tracking mode can track the whole trajectory of a HGV, while the stare mode can only provide a very short tracking arc. Moreover, the relay tracking mode achieve higher tracking accuracy with fewer attitude controls than the track-rate mode.
为了有效抵御高超音速滑翔飞行器(HGVs)的威胁,应尽早跟踪 HGVs,这超出了地面雷达的能力范围。得益于低地轨道超大型星群的发展,本文提出了一种中继跟踪模式来跟踪高超音速滑翔飞行器,以克服上述问题。整个跟踪任务由若干个持续时间相同的跟踪间隔组成。在每个跟踪间隔内,派遣几颗合适的卫星跟踪 HGV。计划参与跟踪任务的卫星是根据新推导的可观测性准则选出的。通过仿真比较了拟议跟踪模式和其他两种传统跟踪模式(包括盯梢模式和跟踪速率模式)的跟踪性能。结果表明,中继跟踪模式可以跟踪 HGV 的整个轨迹,而凝视模式只能提供很短的跟踪弧。此外,与跟踪速率模式相比,中继跟踪模式能以更少的姿态控制实现更高的跟踪精度。
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引用次数: 0
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Journal of Systems Engineering and Electronics
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