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Vibration errors compensation method based on self-feature registration for the 3-D dynamic measurement of metallic sealing ring forming surface 基于自特征配准的金属密封环成形面三维动态测量振动误差补偿方法
4区 计算机科学 Q3 Mathematics Pub Date : 2023-10-31 DOI: 10.1177/00202940231203775
Hao-Nan Pei, Wen-Jing Zhou, Ming Luo
The formed surface quality of metallic sealing ring of aero-engine affects the aircraft service performance directly. However, existing inspection methods, such as the final destructive inspection and the line laser scanner section profile measurement, only evaluate the formed quality from a 2-D view, that is, single or multiple radial formed section profiles. The lack of geometric information of 3-D surface is not conducive to the comprehensive monitoring of forming quality and process planning. Therefore, based on the line laser scanners, this paper mainly proposes a vibration errors compensation method based on self-feature registration. Aiming at the problem of rigid transformation of the measurement profile caused by random vibration during the rotary motion of metallic sealing ring, the feature of measurement profile in stationary scene (MPSS), that is, the medial axis, is used as the reference for the correct pose of measurement profile. The principle of finding the correct pose of measurement profile in rotary motion scene (MPRMS) is to minimize the distance between the medial axes. Next, based on the rotary motion information of metallic sealing ring and the geometric information of measurement system, a 3-D reconstruction matrix is built, so as to convert each measurement profile to the base coordinate system in turn, and finally a 3-D dynamic measurement method for the metallic sealing ring forming surface is built. The effectiveness of the proposed method is verified through simulation experiment and real measurement.
航空发动机金属密封圈的成形表面质量直接影响飞机的使用性能。然而,现有的检测方法,如最终破坏性检测和直线激光扫描仪截面轮廓测量,仅从二维视图,即单个或多个径向成形截面轮廓来评估成形质量。缺乏三维曲面的几何信息,不利于成形质量的全面监控和工艺规划。因此,本文主要针对直线激光扫描仪,提出了一种基于自特征配准的振动误差补偿方法。针对金属密封圈旋转运动中随机振动引起测量轮廓的刚性变换问题,利用静止场景中测量轮廓的中轴线特征作为测量轮廓正确位姿的参考。旋转运动场景(MPRMS)中测量轮廓正确位姿的确定原则是使中间轴之间的距离最小。其次,基于金属密封环的旋转运动信息和测量系统的几何信息,建立三维重建矩阵,将各测量轮廓线依次转换为基坐标系,最后建立金属密封环成形面的三维动态测量方法。通过仿真实验和实际测量验证了该方法的有效性。
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引用次数: 0
Research on imperfect condition-based maintenance strategy based on accelerated degradation process 基于加速退化过程的不完全状态维修策略研究
4区 计算机科学 Q3 Mathematics Pub Date : 2023-10-29 DOI: 10.1177/00202940231207709
Jintao Chen, Lina Ren, Jianhua Li
To address the situation that the degraded system cannot be repaired as new and the degradation is accelerated after repair in engineering practice, an imperfect condition-based maintenance model is proposed based on the Gamma process by introducing the maintenance improvement factor and the accelerated degradation factor. The maintenance improvement factor describes the recovery degree of the degradation amount after imperfect maintenance, then gives a quantitative representation method of the system maintenance improvement effect and the determination method of the maximum number of imperfect maintenance. The accelerated degradation factor is combined with the geometric process to describe the accelerated degradation process of the system after imperfect maintenance. The Monte Carlo method is used to determine the optimal number of imperfect preventive maintenance decisions. Through the demonstration of calculation examples, the influence of accelerated degradation factor and maintenance improvement factor on the long-term operation maintenance rate and the optimal number of imperfect maintenance is analyzed. The results show that the model can more comprehensively describe the degradation and maintenance process of degraded systems, and it can effectively reduce maintenance cost ratio under long-term operation. It provides a certain theoretical support for formulating an economical and reasonable maintenance strategy that is more in line with the actual degradation and maintenance process in engineering practice.
针对工程实践中退化系统不能如新修复、修复后退化加速的情况,通过引入维修改善因子和加速退化因子,提出了一种基于Gamma过程的不完善状态维修模型。维修改善因子描述了不完善维修后退化量的恢复程度,给出了系统维修改善效果的定量表示方法和最大不完善维修次数的确定方法。将加速退化因子与几何过程相结合,描述了系统在不完全维护后的加速退化过程。采用蒙特卡罗方法确定不完善预防性维修决策的最优数量。通过算例论证,分析了加速退化因子和维修改进因子对长期运行维修率和不完善维修次数的影响。结果表明,该模型能较全面地描述退化系统的退化和维护过程,能有效降低长期运行下的维护成本比。为在工程实践中制定更符合实际退化维修过程的经济合理的维修策略提供了一定的理论支持。
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引用次数: 0
A robot path planning method using improved Harris Hawks optimization algorithm 一种基于改进Harris Hawks优化算法的机器人路径规划方法
4区 计算机科学 Q3 Mathematics Pub Date : 2023-10-28 DOI: 10.1177/00202940231204424
Changyong Li, Qing Si, Jianan Zhao, Pengbo Qin
The traditional Harris Hawks optimization algorithm is prone to the local shortest path, slow search speed and poor path accuracy in indoor mobile robot path planning. For the above problems, a multi-strategy improvement of the Harris Hawks optimization algorithm (MIHHO) is proposed. In this study, a Chebyshev chaotic mapping strategy is used to increase the diversity of the Harris Hawk population, improve the global search performance of the Harris Hawk algorithm, and prevent being trapped in the locally optimal path. A fusion exploration mechanism is proposed to fuse the discovery mechanism of the sparrow algorithm with the exploration mechanism of the HHO. Then the influence factor E is improved to improve the algorithm’s search accuracy and search efficiency, and finally, in the design of a dynamic Lévy flight strategy, which accelerates the convergence speed of the algorithm and improves the robot planning speed. Simulation results show that the proposed MIHHO method exhibits better search performance in path planning, improved planning efficiency, and superior quality of planned paths.
传统的Harris Hawks优化算法在室内移动机器人路径规划中容易出现局部最短路径、搜索速度慢、路径精度差的问题。针对上述问题,提出了Harris Hawks优化算法(MIHHO)的多策略改进。在本研究中,采用Chebyshev混沌映射策略来增加Harris Hawk种群的多样性,提高Harris Hawk算法的全局搜索性能,避免陷入局部最优路径。提出了一种融合探索机制,将麻雀算法的发现机制与HHO算法的探索机制融合在一起。然后对影响因子E进行改进,提高算法的搜索精度和搜索效率,最后设计了一种动态lsamvy飞行策略,加快了算法的收敛速度,提高了机器人的规划速度。仿真结果表明,该方法在路径规划中具有更好的搜索性能,提高了规划效率,规划出的路径质量更好。
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引用次数: 0
Super-twisting sliding mode finite time control of power-line inspection robot with external disturbances and input delays 具有外部干扰和输入延迟的电力线巡检机器人超扭转滑模有限时间控制
4区 计算机科学 Q3 Mathematics Pub Date : 2023-10-28 DOI: 10.1177/00202940231199108
Yuhan Cao
An adaptive super-twisting sliding mode control (AST-SMC) is proposed for the power-line inspection (PLI) robot system with two degrees of freedom and single control input underactuated with multiple balances. Firstly, the nonlinear dynamic equation of PLI robot is established, and the model is linearized at the nominal equilibrium point. Secondly, a special transformation is introduced to transform the original input delay system into a delay-free model, and an equilibrium manifold linearization (EML) model is established by using scheduling variables to expand the operating range of the controlled system, as a result of which the disturbance observer control (DOC) is designed to estimate the external disturbance. Thirdly, in order to achieve fast convergence and continuous control, the super-twisting sliding mode control(ST-SMC) method is proposed to decrease chattering in the control law. Finally, it can be verified by Lyapunov stability theory that the system reaches the sliding mode surface in finite time and the trajectory tracking error converges to zero in finite time. The simulation results verify that the combination of DOC and AST-SMC has a optimal disturbance approximation and control convergence ability, clarifying the effectiveness and robustness of the proposed control scheme.
针对两自由度、单控制输入、多平衡欠驱动的电力线检测机器人系统,提出了一种自适应超扭转滑模控制方法。首先,建立PLI机器人的非线性动力学方程,并在标称平衡点处对模型进行线性化处理。其次,引入特殊变换将原输入时滞系统转化为无时滞模型,利用调度变量扩大被控系统的工作范围,建立平衡流形线性化(EML)模型,并设计干扰观测器控制(DOC)来估计外部干扰;第三,为了实现快速收敛和连续控制,提出了超扭转滑模控制(ST-SMC)方法来降低控制律中的抖振。最后,通过Lyapunov稳定性理论验证了系统在有限时间内到达滑模表面,轨迹跟踪误差在有限时间内收敛于零。仿真结果验证了DOC和AST-SMC组合具有最优的扰动逼近和控制收敛能力,阐明了所提控制方案的有效性和鲁棒性。
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引用次数: 0
Research on a novel fault diagnosis method for gearbox based on matrix distance feature 基于矩阵距离特征的齿轮箱故障诊断方法研究
4区 计算机科学 Q3 Mathematics Pub Date : 2023-10-14 DOI: 10.1177/00202940231202531
Jiangcheng Li, Limin Dong, Xiaotao Zhang, Fulong Liu, Wei Chen, Zehao Wu
Aiming at the problem of fault diagnosis and classification of rolling bearing and gear of gearboxes, a novel method based on matrix distance features of Gramian angular field (GAF) image is proposed based on sliding window compressible GAF transformation. The method converts the one-dimensional fault signal into a two-dimensional feature matrix and constructs the discrimination matrix of each fault category by establishing the mean value of the feature matrix of a priori samples. For the new sampled signal, after converting it into a two-dimensional feature matrix, the feature matrix is obtained. The fault classification is carried out by using the matrix distance between feature matrix and the discrimination matrix of each category. The method is validated by the test data of Case Western Reserve University and the acoustic emission data from a gearbox test bench. The classification accuracy is 99.17% and 95.71%, which presented the feasibility and effectiveness of the novel method proposed in this paper.
针对齿轮箱滚动轴承和齿轮的故障诊断与分类问题,提出了一种基于滑动窗口可压缩角场变换的格拉曼角场图像矩阵距离特征的故障诊断与分类方法。该方法将一维故障信号转换为二维特征矩阵,通过建立先验样本特征矩阵的均值来构造各故障类别的判别矩阵。对于新的采样信号,将其转换成二维特征矩阵,得到特征矩阵。利用特征矩阵与各类别判别矩阵之间的矩阵距离进行故障分类。通过美国凯斯西储大学的试验数据和某齿轮箱试验台的声发射数据对该方法进行了验证。分类准确率分别为99.17%和95.71%,表明了本文提出的新方法的可行性和有效性。
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引用次数: 0
Design and simulation of small-sized antenna in microwave transmission method for water content measurement instrument 小型天线微波传输法含水量测量仪的设计与仿真
4区 计算机科学 Q3 Mathematics Pub Date : 2023-10-14 DOI: 10.1177/00202940231199133
huiqin jia, dan-dan Wan, Jia-Cheng Zhou, Yi Wei
Herein, the microwave transmission method is proposed that demonstrates such advantages as non-invasiveness, excellent penetration performance, and fast detection. As a key component of the microwave method water content measurement instrument, the antenna is required to have a smaller radiation size than the inner diameter of the oil pipe. To address this technical challenge, a small-sized microwave projection method based on water content measurement antenna is designed in this study for the water content measurement of oil-water mixtures in downhole pipelines. Also, the half-cut antenna with a size of [Formula: see text] is proposed to operate in the frequency band of 2–6 GHz (The measured gain of the antenna varies from 2.48 dBi to 4.98 dBi). Then, the designed half-cut antenna is applied to the established water-content test environment for analysis as to the relationship between water content and the variation in transmission coefficient of the half-cut antenna. According to the test results, the relative water content error is about 0.31% between the simulation and measured results for the transmission coefficient [Formula: see text] in the range of 0%–30%, while that is about 0.16% for the transmission coefficient [Formula: see text] in the range of 40%–100%. The experimental results can be extended to the measurement of the part with high water content of the oil-water mixture in the pipeline, which provides a practical reference for field tests and basic research.
本文提出的微波传输方法具有非侵入性、穿透性好、检测速度快等优点。天线作为微波法含水量测量仪的关键部件,要求其辐射尺寸小于油管内径。为了解决这一技术难题,本研究设计了一种基于含水量测量天线的小型微波投影方法,用于测量井下管道中油水混合物的含水量。提出尺寸为[公式:见文]的半切天线,工作在2-6 GHz频段(天线的实测增益在2.48 dBi ~ 4.98 dBi之间)。然后,将所设计的半切天线应用于所建立的含水量测试环境中,分析了含水量与半切天线透射系数变化的关系。试验结果表明,在0% ~ 30%的传输系数[公式:见文]范围内,模拟结果与实测结果的相对含水量误差约为0.31%,在40% ~ 100%的传输系数[公式:见文]范围内,模拟结果与实测结果的相对含水量误差约为0.16%。实验结果可推广到管道中油水混合物含水较高部分的测量,为现场试验和基础研究提供了实用参考。
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引用次数: 0
Adaptive and robust fractional gain based interpolatory cubature Kalman filter 自适应鲁棒分数增益插值培养卡尔曼滤波器
4区 计算机科学 Q3 Mathematics Pub Date : 2023-10-14 DOI: 10.1177/00202940231200954
Jing Mu, Feng Tian, Jianlian Cheng
In this study, we put forward the robust fractional gain based interpolatory cubature Kalman filter (FGBICKF) and the adaptive FGBICKF (AFGBICKF) for the development of the state estimators for stochastic nonlinear dynamics system. FGBICKF introduces a fractional gain to interpolatory cubature Kalman filter to increase the robustness of state estimation. AFGBICKF is developed to enhance the state estimation adaptive to stochastic nonlinear dynamics system with unknown process noise covariance through recursive estimation. The simulations on re-entry target tracking system have shown that the performance of FGBICKF is superior to that of cubature Kalman filter and interpolatory cubature Kalman filter, and standard deviation of FGBICKF is closer to posterior Cramér-Rao lower bound. Moreover, our simulations have also demonstrated that AFGBICKF remains stable even when the initial process noise covariance increase, proving its adaptiveness, robustness, and effectiveness on state estimation.
在本研究中,我们提出了基于分数增益的鲁棒插值稳态卡尔曼滤波器(FGBICKF)和自适应卡尔曼滤波器(AFGBICKF)用于发展随机非线性动力学系统的状态估计器。FGBICKF在插值培养卡尔曼滤波器中引入分数增益,提高了状态估计的鲁棒性。AFGBICKF通过递归估计,提高了系统状态估计对过程噪声协方差未知的随机非线性动力学系统的自适应能力。对再入目标跟踪系统的仿真表明,FGBICKF的性能优于常规卡尔曼滤波和插值式常规卡尔曼滤波,其标准差更接近后验cram - rao下界。此外,我们的仿真还表明,即使初始过程噪声协方差增加,AFGBICKF仍然保持稳定,证明了其自适应、鲁棒性和状态估计的有效性。
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引用次数: 0
Obstacle avoidance USV in multi-static obstacle environments based on a deep reinforcement learning approach 基于深度强化学习方法的多静态障碍物环境下的USV避障
4区 计算机科学 Q3 Mathematics Pub Date : 2023-10-12 DOI: 10.1177/00202940231195937
Dengyao Jiang, Mingzhe Yuan, Junfeng Xiong, Jinchao Xiao, Yong Duan
Unmanned surface vehicles (USVs) are intelligent platforms for unmanned surface navigation based on artificial intelligence, motion control, environmental awareness, and other professional technologies. Obstacle avoidance is an important part of its autonomous navigation. Although the USV works in the water environment (e.g. monitoring and tracking, search and rescue scenarios), the dynamic and complex operating environment makes the traditional methods not suitable for solving the obstacle avoidance problem of the USV. In this paper, to address the issue of poor convergence of the Twin Delayed Deep Deterministic policy gradient (TD3) algorithm of Deep Reinforcement Learning (DRL) in an unstructured environment and wave current interference, random walk policy is proposed to deposit the pre-exploration policy of the algorithm into the experience pool to accelerate the convergence of the algorithm and thus achieve USV obstacle avoidance, which can achieve collision-free navigation from any start point to a given end point in a dynamic and complex environment without offline trajectory and track point generation. We design a pre-exploration policy for the environment and a virtual simulation environment for training and testing the algorithm and give the reward function and training method. The simulation results show that our proposed algorithm is more manageable to converge than the original algorithm and can perform better in complex environments in terms of obstacle avoidance behavior, reflecting the algorithm’s feasibility and effectiveness.
无人水面车辆(usv)是基于人工智能、运动控制、环境感知等专业技术的无人水面导航智能平台。避障是其自主导航的重要组成部分。虽然无人潜航器工作在水中环境(如监测跟踪、搜救等场景),但其运行环境的动态性和复杂性使得传统方法无法解决无人潜航器的避障问题。本文针对深度强化学习(Deep Reinforcement Learning, DRL)的双延迟深度确定性策略梯度(Twin Delayed Deep Deterministic policy gradient, TD3)算法在非结构化环境下收敛性差以及波浪电流干扰的问题,提出随机行走策略,将算法的预探索策略存入经验池中,加速算法收敛,从而实现USV避障。在动态复杂环境下,无需离线轨迹和轨迹点生成,即可实现从任意起点到给定终点的无碰撞导航。设计了环境预探索策略和算法训练测试的虚拟仿真环境,并给出了奖励函数和训练方法。仿真结果表明,本文提出的算法比原算法更易于收敛,在复杂环境下避障行为表现更好,体现了算法的可行性和有效性。
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引用次数: 0
A enhanced control strategy for capacitance voltage equalization in modular multilevel converter 模块化多电平变换器中电容电压均衡的改进控制策略
4区 计算机科学 Q3 Mathematics Pub Date : 2023-10-11 DOI: 10.1177/00202940231191773
Chao Ding, Jinqi Zhang, Yanming Cheng, Mahmoud AM Al Shurafa, Yulian Zhao, Peilin Liu, Ilkyoo Lee
In searching for the optimal control strategy of sub-module capacitance voltage equalization of Modular Multilevel Converter (MMC), the most important issue is how to address the significant increase in computing time of the controller, switching frequency of the sub-module, device switching loss and MMC fault rate led by the increase in the number of sub-modules of the upper/lower bridge arm of the MMC. Therefore, this paper proposes a control strategy based on the retaining factor method + improved quick sort, namely, an improved quick sort algorithm is used to sort the sub-module capacitance voltages to reduce the amount of computation of the MMC controller; at the same time, a retaining factor is introduced to participate in the improved quick sort to significantly reduce the switching frequency of the sub-module. MMC of large ship grid-connected photovoltaic power system is taken as a research object in this paper, a 31-level MMC model is built in Matlab/Simulink. Simulation results verify that the improved quick sort has a good rapidity compared to the algorithms of bubble sort, quick sort, bidirectional bubble sort, and improved merge sort, that the retention factor method has a good frequency reduction effect, and that the proposed retention factor + improved quick sort can provide a good performance compared to improved quick sort and retention factor + improved merge sort under conditions of the normal operation and introducing disturbance.
在寻找模块化多电平变换器(MMC)子模块电容电压均衡的最优控制策略时,最重要的问题是如何解决由于MMC上下桥臂子模块数量的增加而导致控制器计算时间、子模块开关频率、器件开关损耗和MMC故障率显著增加的问题。因此,本文提出了一种基于保留因子法+改进快速排序的控制策略,即采用改进快速排序算法对子模块电容电压进行排序,以减少MMC控制器的计算量;同时,在改进的快速排序中引入保留因子,显著降低了子模块的开关频率。本文以大型船舶光伏并网发电系统MMC为研究对象,在Matlab/Simulink中建立了31级MMC模型。仿真结果验证了改进的快速排序算法与泡排、快速排序、双向泡排、改进归并排序算法相比具有良好的快速性,保留因子法具有良好的降频效果,并且在正常运行和引入干扰的情况下,所提出的保留因子+改进的快速排序算法与改进的快速排序和保留因子+改进的归并排序算法相比具有良好的性能。
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引用次数: 0
Leader-following cluster-delay consensus control for first-order nonlinear multi-agent systems based on event-triggered mechanism 基于事件触发机制的一阶非线性多智能体系统的leader -follow集群-delay共识控制
4区 计算机科学 Q3 Mathematics Pub Date : 2023-10-11 DOI: 10.1177/00202940231203197
Yan Li, Kewen Li, Yongming Li
In this paper, the event-triggered-based cluster-delay consensus control problem is investigated for leader-following nonlinear multi-agent systems (MASs). In control design, both state triggering in the agents’ network and constant time-delay in the leaders’ communication network are considered. Under the framework of Lyapunov function stability theory, the Lipschitz condition is used to overcome the influence caused by time-delay. In order to further effectively utilize data transmission resources, and reduce the communication load of the topology network between each agent, an event-triggered mechanism is established. Subsequently, a robust cluster consensus control strategy is proposed based on event-triggered mechanism, which can ensure all signals of the controlled system are bounded, and the tracking errors converge to zero. In addition, it can also effectively avoid the Zeno behavior. Finally, the effectiveness of the presented control method and theory is verified by a simulation example.
研究了一类基于事件触发的非线性多智能体系统的群延迟一致性控制问题。在控制设计中,既考虑了agent网络中的状态触发,又考虑了leader通信网络中的恒定时延。在李雅普诺夫函数稳定性理论的框架下,利用Lipschitz条件克服了时滞的影响。为了进一步有效地利用数据传输资源,降低各agent之间拓扑网络的通信负荷,建立了事件触发机制。随后,提出了一种基于事件触发机制的鲁棒集群共识控制策略,该策略能保证被控系统的所有信号都是有界的,并且跟踪误差收敛于零。此外,它还可以有效地避免芝诺行为。最后,通过仿真实例验证了所提控制方法和理论的有效性。
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引用次数: 0
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Measurement & Control
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