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Hybrid Model for Metal Temperature Control during Hot Dip Galvanizing of Steel Strip 带钢热镀锌过程中金属温度控制的混合模型
Q4 Engineering Pub Date : 2023-08-09 DOI: 10.17587/mau.24.421-432
M. Ryabchikov, E. Ryabchikova, V. S. Novak
The paper proposes a hybrid model for predictive control under step disturbances that lead to a sharp jump in the state of the process. Similar changes occur when controlling the temperature of the steel strip on continuous hot-dip galvanizing units. Periodic changes in strip gauge or strip speed result in abrupt changes in the temperature of the steel at the outlet of the annealing furnace. During such periods deviation control is difficult requiring introduction of tolerances that limit productivity and leading to excessive heating of the metal. The paper shows that the existing proposals for controlling the temperature of the steel strip are not effective enough with a sharp change in the state of the process. The reasons for this are unknown disturbances operating in a wide frequency range and having low-frequency and trend components, as well as many influencing factors. It is shown that the problems of representativeness of the initial accumulated data make it difficult to create complex empirical models, and the level of uncertainty of the processes in the furnace makes it difficult to create complex interpretable models. The proposed hybrid model involves combining two types of simplified interpretable process models, as well as an empirical model based on an artificial neural network. The errors of the interpreted models are shown to be effectively predicted by a neural network in the presence of an additional signal from an observer of unknown disturbances. Computational experiments carried out on the data of one of the units of MMK PJSC in Russia showed that the hybrid model provides high accuracy of steel strip temperature prediction during technological disturbances and does not require frequent reconfiguration.
本文提出了一种阶跃扰动下的混合预测控制模型。在连续热镀锌装置上控制钢带温度时也会发生类似的变化。带钢厚度或带钢速度的周期性变化会导致退火炉出口钢的温度突然变化。在此期间,偏差控制是困难的,需要引入限制生产率和导致金属过度加热的公差。研究表明,现有的控制钢带温度的方法不够有效,工艺状态发生了急剧变化。其原因是工作在宽频率范围内且具有低频和趋势分量的未知干扰,以及许多影响因素。结果表明,初始积累数据的代表性问题使得难以建立复杂的经验模型,而炉内过程的不确定性水平使得难以建立复杂的可解释模型。该混合模型包括两种简化的可解释过程模型,以及基于人工神经网络的经验模型。结果表明,在存在未知干扰观测器的附加信号的情况下,神经网络可以有效地预测解释模型的误差。在俄罗斯MMK PJSC某机组的数据上进行的计算实验表明,混合模型在工艺扰动下具有较高的带钢温度预测精度,且不需要频繁的重新配置。
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引用次数: 0
Method for Increasing the Accuracy of a Gyroscope with a Spherical Ball Bearing Suspension 提高球面球轴承悬架陀螺仪精度的方法
Q4 Engineering Pub Date : 2023-08-09 DOI: 10.17587/mau.24.440-447
D. M. Malyutin, V. Raspopov, Yu. V. Ivanov
The article is devoted to the development of a method for improving the accuracy of a gyro with a spherical ball bearing suspension operating in the mode of a deflection angle meter of the base on which it is installed. When operating a gyroscope as part of an information-measuring and control system, such an operational characteristic as the accuracy of readings, depending on the noise component of the gyroscope output signal, is of decisive importance. The purpose of the article is to solve the problem of reducing the noise component of the output signal while maintaining a wide bandwidth of the device and a minimum phase delay of the output signal in relation to the measured value. The paper provides an overview of the existing device construction schemes. A mathematical description of the functioning of the gyroscope is presented, on the basis of which the transfer functions for the moment (disturbing, controlling or total) along the direct and cross channels are obtained. Transfer functions are also obtained, which are the ratio of the output signal to the measured value through direct and cross channels. It is noted that the predominant frequencies of the noise component of the output signal correspond to the rotational frequency of the gyroscope rotor, the rotation frequency of the gyroscope rotor and the multiple rotation frequencies of the gyroscope rotor. The structure of the system is proposed in which the signal from the gyroscope angle sensor with a spherical ball bearing suspension is summed up with the output signal of an additional angular velocity sensor according to the corresponding coordinate and then the total signal is smoothed using an aperiodic link of the first order. The results are obtained for determining the parameters of the channel of the angular velocity meter, at which it is possible to compensate for the bandwidth limitations in the channel of the angle measurement due to the time constant of the smoothing filter and at the same time ensure effective suppression of the noise component of the output signal. The proposed construction scheme of the meter provides attenuation of noise components in the output signal of a gyroscope with a spherical ball bearing suspension at a rotation frequency of the gyroscope rotor 250 Hz by 156 times, at a frequency of nutation oscillations of the gyroscope rotor 404 Hz by 256 times, at a frequency of 500 Hz by 316 times, at a frequency of 750 Hz by 474 times, at a frequency of 1000 Hz by 630 times, at a frequency of 1250 Hz by 785 times while maintaining a wide bandwidth of 285 Hz when measuring an angle with a phase lag of the output signal from the measured one close to zero degrees in the bandwidth.
本文研究了一种提高球面球轴承悬置陀螺在其底座的偏转角计模式下工作精度的方法。当将陀螺仪作为信息测量和控制系统的一部分操作时,诸如读数精度这样的操作特性(取决于陀螺仪输出信号的噪声成分)具有决定性的重要性。本文的目的是解决在降低输出信号的噪声成分的同时,保持器件的宽带宽和输出信号相对于测量值的最小相位延迟的问题。本文概述了现有的器件建设方案。给出了陀螺仪功能的数学描述,并在此基础上得到了沿正通道和交叉通道的力矩(扰动、控制或总力矩)传递函数。传递函数是输出信号与测量值通过直接通道和交叉通道的比值。注意到,输出信号噪声分量的主导频率对应于陀螺仪转子的旋转频率、陀螺仪转子的旋转频率和陀螺仪转子的多个旋转频率。提出了将球面球轴承悬架陀螺仪角度传感器的信号与附加角速度传感器的输出信号按相应坐标相加,然后利用一阶非周期链路对总信号进行平滑处理的系统结构。计算结果可用于确定角速度计的通道参数,在此条件下可以补偿由于平滑滤波器的时间常数而导致的角度测量通道带宽限制,同时保证有效抑制输出信号的噪声成分。所提出的仪表结构方案是:在陀螺仪转子250 Hz旋转频率下,将陀螺仪输出信号中的噪声分量衰减156倍,在陀螺仪转子404 Hz张动振荡频率下,将陀螺仪输出信号中的噪声分量衰减256倍,在500 Hz频率下,将陀螺仪输出信号中的噪声分量衰减316倍,在750 Hz频率下,将陀螺仪输出信号中的噪声分量衰减474倍,在1000 Hz频率下,将陀螺仪输出信号中的噪声分量衰减630倍。当测量一个角时,从被测角输出信号的相位滞后在带宽中接近零度,则保持285 Hz的宽带宽。
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引用次数: 0
Optimization of Stabilization of the Lateral Motion of an Aircraft Using the Decomposition Method of Modal Synthesis 基于模态综合分解方法的飞机横向运动镇定优化
Q4 Engineering Pub Date : 2023-08-09 DOI: 10.17587/mau.24.433-439
N. Zubov, V. Ryabchenko
For the fourth-order model of the lateral motion of an aircraft with two controls, analytical expressions for the laws of stabilization control are obtained, which ensure the optimal placement of the poles. The synthesis is based on a two-level decomposition of the control object and the method of modal control of MIMO systems developed earlier by the authors with the optimal placement of the poles of a closed control system. The method is based on the features of quadratic control obtained by solving the nonlinear Lurie-Riccati matrix equation. In this case, for the optimal controller, it is necessary that the closed control object be asymptotically stable, and the matrix obtained by the product of the matrix of feedback coefficients by the control matrix of the dynamic plant must be positive-definite symmetric. Using this approach, final analytical expressions for the matrix of feedback coefficients are obtained and, accordingly, they can be used for any aircraft that has the same structure of its own dynamics and control matrices. The results of modeling the stabilization of the lateral motion of an aircraft using the obtained analytical control laws that ensure the optimal placement of the poles and, accordingly, the control laws using the decomposition method of synthesis with the same dynamic properties in the form of the value of the poles of a closed control system are presented. These properties correspond, as in the first case, to the optimal values of the placed poles. A comparison of transient processes by components of the maximum deviation of the controls shows that with optimal control, the maximum deviation of the rudder is 1.5 times less than with control using the standard decomposition method. All other parameters of the transient process, both in terms of the components of the state vector and the control vector, are approximately the same.
对于具有两种控制的飞行器横向运动的四阶模型,得到了稳定控制律的解析表达式,保证了极点的最优放置。该综合是基于控制对象的两级分解和作者先前开发的MIMO系统的模态控制方法,即封闭控制系统极点的最优放置。该方法基于求解非线性Lurie-Riccati矩阵方程得到的二次控制特性。此时,对于最优控制器,要求封闭控制对象渐近稳定,且反馈系数矩阵与动态对象的控制矩阵乘积所得到的矩阵必须是正定对称的。利用这种方法,得到了反馈系数矩阵的最终解析表达式,从而可以用于任何具有相同动力学和控制矩阵结构的飞机。给出了利用所得到的保证极点最优布置的解析控制律对飞机横向运动的稳定化建模的结果,以及利用综合分解法将具有相同动力学性质的控制律以闭环控制系统极点值的形式表示的结果。与第一种情况一样,这些性质对应于所放置的极点的最优值。用最大偏差分量对瞬态过程进行比较,结果表明,采用最优控制时,舵的最大偏差比采用标准分解方法控制时减小1.5倍。瞬态过程的所有其他参数,无论是在状态矢量和控制矢量的分量方面,都是近似相同的。
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引用次数: 0
Synthesis of Adaptive Observer of State Variables for a Linear Stationary Object in the Presence of Measurement Noise 存在测量噪声的线性静止目标状态变量自适应观测器的合成
Q4 Engineering Pub Date : 2023-07-14 DOI: 10.17587/mau.24.339-345
A. Bobtsov, V. S. Vorobyev, N. Nikolaev, A. Pyrkin, R. Ortega
The paper is devoted to the problem of state variables observers synthesis for linear stationary system operating under condition of noise or disturbances in the measurement channel. The paper considers a completely observable linear stationary system with known parameters. It is assumed that the state variables are not measured, and the measured output variable contains a small amplitude (in general, modulo less than one) additive noise or disturbance. It is also assumed that there is no a priori information about the disturbance or noise in the measurement channel (for example, frequency spectrum, covariance, etc.). It is well known that many observer synthesis methods have been obtained for this type of systems, including the Kalman filter, which has proven itself in practice. Under the condition of complete observability and the presence of some a priori information about a random process (which is typical for the case when a disturbance in the measurement channel can be represented as white noise), approaches based on Kalman filtering demonstrate the highest quality estimates of state variables convergence to true values. Without disputing the numerous results obtained using the application of the Kalman filter, an alternative idea of the state variables observer constructing is considered in this paper. The alternative of the new approach is primarily due to the fact that there is no need to use the usual approaches based on the Luenberger observer. The paper proposes an approach based on the estimation of unknown parameters (in this case, an unknown vector of initial conditions of the plant state variables) of a linear regression model. Within the framework of the proposed method, after a simple transformation, a transition is made from a dynamic system to a linear regression model with unknown constant parameters containing noise or disturbing effects. After that, a new nonlinear parametrization of the original regression model and an algorithm for identifying unknown constant parameters using the procedure of dynamic expansion of the regressor and mixing are proposed which ensure reduction the influence of noise. The article presents the results of computer simulations verifying the stated theoretical results.
研究了测量信道中存在噪声或干扰的线性平稳系统状态变量观测器的合成问题。研究一类参数已知的完全可观测线性平稳系统。假设状态变量没有被测量,并且被测量的输出变量包含一个小幅度(通常,模小于1)的加性噪声或干扰。同时假定测量通道中没有关于干扰或噪声的先验信息(如频谱、协方差等)。众所周知,针对这类系统已经获得了许多观测器综合方法,其中包括卡尔曼滤波,并在实践中得到了证明。在完全可观察性和随机过程存在一些先验信息的情况下(这是测量通道中的干扰可以表示为白噪声的典型情况),基于卡尔曼滤波的方法证明了状态变量收敛到真值的最高质量估计。在不质疑应用卡尔曼滤波器得到的众多结果的基础上,本文考虑了构造状态变量观测器的另一种思想。新方法的替代方案主要是由于不需要使用基于Luenberger观察者的通常方法。本文提出了一种基于线性回归模型的未知参数估计的方法(在这种情况下,是植物状态变量初始条件的未知向量)。在提出的方法框架内,经过简单的转换,从一个动态系统过渡到一个包含噪声或干扰效应的未知常数参数的线性回归模型。在此基础上,提出了一种新的非线性参数化回归模型和一种利用回归量的动态展开和混合过程识别未知常数参数的算法,以保证降低噪声的影响。本文给出了计算机仿真结果,验证了所述理论结果。
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引用次数: 1
Survey of Relative Navigation Methods for Multi-Agent Unmanned Aerial Vehicle Systems 多智能体无人机系统相关导航方法研究
Q4 Engineering Pub Date : 2023-07-09 DOI: 10.17587/mau.24.364-373
A. R. Abdrashitov
Multi-agent Unmanned Aerial Vehicle (UAV) systems require stable and high-precision navigation. The existing navigation solutions, such as global navigation satellite systems (GNSS) and inertial navigation systems, may perform inefficiently in some application scenarios. The relative navigation methods can help solve this problem. Relative navigation enables UAVs to precisely estimate their positions relative to each other, as opposed to absolute navigation, which calculates the UAVs’ position relative to the Earth. Despite the abundance of relative navigation articles, there are no systematic reviews of relative navigation methods. Additionally, various articles on relative navigation use a variety of terms for comparable concepts, which makes it more difficult to understand the subject. Therefore, this review comprehensively studies systematizes relative navigation methods, and analyzes their strengths and weaknesses. We categorize relative navigation methods appropriate for multi-UAV systems, compare them, and make conclusions based on our findings. The relative navigation methods discussed in this review include differential GNSS, radio-frequency-based, visual, and their combinations. We evaluate the achievable accuracy and range for each type of method according to related studies. We also describe the limitations and vulnerabilities of each method. As a result, we outline relative navigation’s primary capabilities and assess its condition now.
多智能体无人机(UAV)系统需要稳定、高精度的导航。现有的导航解决方案,如全球卫星导航系统(GNSS)和惯性导航系统,在某些应用场景下可能存在效率低下的问题。相关的导航方法可以帮助解决这个问题。相对导航使无人机能够精确地估计其相对于彼此的位置,而不是绝对导航,计算无人机相对于地球的位置。尽管有大量的相对导航文章,但还没有对相对导航方法进行系统的综述。此外,关于相对导航的各种文章使用各种术语来描述可比较的概念,这使得理解主题变得更加困难。因此,本文对相关导航方法进行了全面系统的研究,并对其优缺点进行了分析。我们对适合多无人机系统的相关导航方法进行了分类,并对它们进行了比较,并根据我们的发现得出结论。本文讨论的相关导航方法包括差分GNSS、基于射频的导航、视觉导航以及它们的组合。根据相关研究,对每种方法的可实现精度和量程进行了评价。我们还描述了每种方法的局限性和漏洞。因此,我们概述了相关导航的主要功能,并对其现状进行了评估。
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引用次数: 0
Planning of UAV Flight Routes in the Problems of Group Patrolling of the Extended Territories 无人机扩展区域群巡问题中的航路规划
Q4 Engineering Pub Date : 2023-07-09 DOI: 10.17587/mau.24.374-381
A. Filimonov, N. Filimonov, Т. К. Nguyen, Q. P. Pham
Currently one of the promising areas of joint use of unmanned aerial vehicles (UAVs) is group air patrolling of large territories. Here the organization of patrolling assumes the solving the planning problem of routes flight of UAV group. The paper considers the problem of optimal planning of flight routes of the same type of UAVs during group patrolling of large territories. The territorial waters or narrow border areas of any State may serve as an example of such territories. It is suggested that the patrolled area has an elongated shape and is divided into a chain of adjacent patrol zones prescribed by a separate UAV. The drone’s flight route passes through adjacent zones. The flight task performed periodically by each drone consists in moving it to a given flight zone, collecting operational data and transmitting this data to a control point (center, station). The optimization aspect of UAV flight route planning is to minimize the maximum time required to complete flight tasks. The considered problem of group patrolling reduced to the multiple traveling salesman problem — one of the classic intractable combinatorial optimization problems. A brief analysis of modern methods for solving the multiple traveling salesman problem is given. Due to the lack of effective exact methods for solving this problem, it is natural to use approximate heuristic and metaheuristic methods focused on solving NP-hard optimization problems, reducing the full search and giving a solution close to the exact one. The multiple traveling salesman problem considered in this paper is reduced to the problem of integer linear programming, for the solution of which a genetic algorithm implemented in MATLAB based on the mathematical package Global Optimization Toolbox is proposed. An illustrative example of patrolling by three UAVs of an extended territory with 11 adjacent zones is considered. Computational experiments confirm the effectiveness of the algorithmic solutions proposed in the work.
目前,无人机联合应用的一个很有前途的领域是大范围的空中巡逻。在此,组织巡逻承担了解决无人机群航线飞行规划问题的任务。研究了同类型无人机在大区域群巡逻时的航路优化规划问题。任何国家的领水或狭窄的边界地区都可作为这种领土的一个例子。建议巡逻区域有一个细长的形状,并由一个单独的无人机划分成一个相邻的巡逻区域链。无人机的飞行路线会经过邻近区域。每架无人机定期执行的飞行任务包括将其移动到给定的飞行区域,收集操作数据并将这些数据传输到控制点(中心,站)。无人机航路规划的优化方面是使完成飞行任务所需的最大时间最小化。将考虑的群体巡逻问题简化为经典的难解组合优化问题之一的多个旅行商问题。简要分析了求解多重旅行商问题的现代方法。由于缺乏有效的精确方法来解决这一问题,因此很自然地使用近似启发式和元启发式方法来解决NP-hard优化问题,减少全搜索并给出接近精确的解。本文将多旅行商问题简化为整数线性规划问题,提出了一种基于数学包全局优化工具箱的MATLAB遗传算法。考虑了一个由3架无人机在具有11个相邻区域的扩展领土上巡逻的说明性示例。计算实验验证了所提算法解的有效性。
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引用次数: 1
Overview of Models and Methods for Control of Stepper Motors 步进电机控制模型与方法综述
Q4 Engineering Pub Date : 2023-07-09 DOI: 10.17587/mau.24.352-363
I. Furtat, Y. Zhukov, N. Slobodzyan
A review of models and algorithms for control of a stepper motor (SM) is presented. Due to high accuracy, improved power density, economy and reliability compared to other synchronous motors, stepper motors are widely used in various practical applications and scientific equipment. In aviation and space technology, step motors are actively used in actuating systems, such as drives for the movement of elements of large-sized structures, guidance, and stabilization systems, etc. The article describes some existing stepper motor control algorithms, which are both based on the knowledge of the parameters of the stepper motor model, and on the absence of this or that information. Of the many described algorithms, four were selected (PID controller, exact feedback linearization algorithm, adaptive control with partially unknown parameters and adaptive control with completely unknown parameters), which showed the best results of transient processes in tracking the angle of the rotor of the SM behind the reference value. A comparative numerical analysis among these four algorithms is also given, which showed that the best results of transients are demonstrated by adaptive controllers (in the sense of the smallest error in steady state), while the worst results are demonstrated by the PID controller. It is noted that the studied PID controller contains much fewer feedback loops compared to other algorithms, which simplifies the choice of adjustable parameters and reduces the dynamic order of the closed system, however, the design is based on knowing the exact parameters of the drive and is also sensitive to external disturbances. On the contrary, adaptive approaches successfully solve the problem of estimating parametric and functional perturbations, but their implementation is associated with significant difficulties.
对步进电机的控制模型和算法进行了综述。与其他同步电机相比,步进电机由于精度高、功率密度高、经济可靠,被广泛应用于各种实际应用和科学设备中。在航空航天技术中,步进电机被广泛应用于驱动系统,如大型结构元件的运动驱动、制导和稳定系统等。本文描述了一些现有的步进电机控制算法,这些算法既基于步进电机模型参数的知识,也基于缺乏这个或那个信息。在所描述的算法中,选取了PID控制器、精确反馈线性化算法、部分未知参数的自适应控制和完全未知参数的自适应控制4种算法,这4种算法在跟踪SM转子角度偏离参考值后的瞬态过程中效果最好。对四种算法进行了数值对比分析,结果表明,自适应控制器的暂态控制效果最好(稳态误差最小),而PID控制器的暂态控制效果最差。值得注意的是,与其他算法相比,所研究的PID控制器包含的反馈回路要少得多,这简化了可调参数的选择,降低了封闭系统的动态阶数,但是,该设计是建立在知道驱动器的确切参数的基础上的,并且对外部干扰也很敏感。相反,自适应方法成功地解决了估计参数和函数扰动的问题,但它们的实现有很大的困难。
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引用次数: 0
Kinematic Model for Stabilization and Orientation Control of the Suspended Equipment of an Unmanned Aerial Vehicle 无人机悬吊装置的稳定与定向控制运动学模型
Q4 Engineering Pub Date : 2023-07-09 DOI: 10.17587/mau.24.382-390
A. Korikov, V. Tran
The article is devoted to the development and research of a kinematic model of stabilization and orientation control of the suspended equipment of an unmanned aerial vehicle (UAV). The created model is based on the kinematic model of a three-axis gimbal (TAG): the structure of the TAG for the UAV, the mathematical description of the TAG of the UAV and the derivation of kinematic equations for the problems of stabilizing and controlling the orientation of the UAV suspension equipment. In the general case, the derivation of the kinematic equations of the TAG on the UAV is a complex process and is similar to the derivation of a kinematic model of a robotic arm with six degrees of freedom. The TAG is considered as a manipulative mechanism with six degrees of freedom: three degrees of freedom are determined by the UAV rotations around the axes of the coordinate system attached to the UAV, and three degrees of freedom are set by the frames of the TAG along the channels of yaw, roll and pitch during rotational movements of these frames around the corresponding axes of the coordinate systems attached to the frames of the TAG. Such a statement in the general case does not have an unambiguous solution for the tasks of stabilization and orientation control of the suspended equipment of UAV. To eliminate this ambiguity, optimization is used in the process of designing the TAG and installing the TAG in such positions on the UAV that reduce the computational complexity of the tasks being solved. The kinematic model is presented in the article by kinematic equations, the solution of which ensures the stabilization of the suspended equipment of UAV, and kinematic equations, the solution of which allows you to control the equipment (camera) of the UAV when tracking moving objects (moving targets) in space. The simulation of the TAG in the MATLAB Simulink software environment was performed. The simulation results in the MATLAB Simulink software environment prove the adequacy of the developed kinematic model of the TAG and its effectiveness for solving the problems of stabilization and orientation control of the suspended equipment of UAV.
本文致力于开发和研究无人机悬吊装置的稳定与定向控制的运动学模型。建立的模型以三轴云台(TAG)的运动学模型为基础:UAV三轴云台的结构、UAV三轴云台的数学描述以及UAV悬架设备姿态稳定和控制问题的运动学方程推导。在一般情况下,无人机上TAG的运动学方程推导是一个复杂的过程,类似于六自由度机械臂的运动学模型推导。将TAG视为具有6个自由度的操纵机构,其中3个自由度由无人机围绕附着在无人机上的坐标系的轴线进行旋转决定,3个自由度由TAG的框架在这些框架围绕附着在TAG的坐标系的相应轴线进行旋转运动时沿偏航、滚转和俯仰通道设置。这种说法在一般情况下,对于无人机悬架设备的稳定和定向控制任务并没有一个明确的解决方案。为了消除这种模糊性,在设计TAG和将TAG安装在无人机上的过程中进行了优化,从而降低了待解任务的计算复杂度。本文通过运动学方程和运动学方程提出了无人机的运动学模型,运动学方程的求解保证了无人机悬吊设备的稳定性;运动学方程的求解使无人机在空间中跟踪运动物体(运动目标)时能够控制无人机的设备(摄像机)。在MATLAB Simulink软件环境下对TAG进行了仿真。在MATLAB Simulink软件环境下的仿真结果证明了所建立的TAG运动模型的充分性,以及该模型对解决无人机悬吊设备的稳定和定向控制问题的有效性。
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引用次数: 0
Cognitive Tools for Abstract Thinking Autonomous Intelligent Mobile Systems 抽象思维自主智能移动系统的认知工具
Q4 Engineering Pub Date : 2023-06-14 DOI: 10.17587/mau.24.317-326
V. Melekhin, M. Khachumov
The actual problems of artificial intelligence related to the development of tools for abstract thinking of autonomous intelligent mobile systems are being solved, which allow planning purposeful behavior in hard-to-reach and aggressive environments for humans. Cognitive tools are proposed that provide intelligent systems with the ability to organize purposeful multi-stage activities related to solving complex problems, when a behavior plan is automatically built in some conditions of a problematic environment, and a given behavior goal is achieved in other operating conditions that are beyond the resolution of technical vision. An important feature of the proposed typical elements of knowledge representation and processing is that they allow intelligent systems to organize the output of solving complex problems, relying only on the data stored in the knowledge representation model and coming from the current operating conditions. In the general case, the developed knowledge model of intelligent systems for various purposes consists of declarative and procedural typical elements of their representation. For a formal description of typical elements of declarative knowledge representation, traditional semantic networks and various sets of restrictions are used, reflecting additional conditions for the future functioning of autonomous mobile intelligent systems. As for the formal description of the typical elements of the representation of procedural knowledge, regardless of a specific subject area, fuzzy semantic networks are used for this. This allows autonomous intelligent mobile systems to adapt to specific operating conditions in underdetermined problematic environments and perform complex tasks formulated by them on this basis. The practical significance of the results obtained lies in the effectiveness of their use for the development of intelligent problem solvers that provide autonomous intelligent mobile systems for various purposes with the ability to perform complex tasks in a priori underdetermined problematic environments by adapting the purposeful activity plan formed in general form to specific current operating conditions.
与自主智能移动系统抽象思维工具开发相关的人工智能实际问题正在得到解决,这些工具允许人类在难以到达的侵略性环境中规划有目的的行为。提出了认知工具,为智能系统提供组织有目的的多阶段活动的能力,这些活动与解决复杂问题有关,当在有问题的环境的某些条件下自动构建行为计划时,并且在超出技术愿景解决的其他操作条件下实现给定的行为目标。所提出的知识表示和处理的典型元素的一个重要特征是,它们允许智能系统组织解决复杂问题的输出,仅依赖于存储在知识表示模型中的数据和来自当前运行条件。在一般情况下,为各种目的开发的智能系统的知识模型由其表示的声明性和程序性典型元素组成。对于声明性知识表示的典型元素的正式描述,使用了传统的语义网络和各种限制集,反映了自主移动智能系统未来功能的附加条件。对于程序性知识表示的典型要素的形式化描述,无论具体的学科领域如何,都使用模糊语义网络。这使得自主智能移动系统能够在不确定的问题环境中适应特定的操作条件,并在此基础上执行由它们制定的复杂任务。所获得的结果的实际意义在于,它们有效地用于开发智能问题解决器,通过将一般形式形成的有目的的活动计划适应特定的当前操作条件,为各种目的提供自主智能移动系统,这些系统具有在先验的不确定问题环境中执行复杂任务的能力。
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引用次数: 0
Distributed Trajectory Planning for a Group of UGVs Carrying a Load Considerting Terrain Properties 考虑地形特性的一组载货ugv分布式轨迹规划
Q4 Engineering Pub Date : 2023-06-14 DOI: 10.17587/mau.24.327-334
I. Ermolov, B. S. Lapin
The article studies a trajectory planning task for a group of UGVs with a consideration of wheels-terrain adhesion variation. Within this paper a brief analysis devoted to existing trajectory planning is done. It outcomes with a conclusion of a necessity to produce additional research within this topic. This paper suggests to use a Sampling-based method to solve this trajectory planning task. An algorithm of rapidly exploring random tree (RRT) is used as a basic algorithm. An advantage of this method (typical for Sampling-based methods) is a simplicity of various non-linear restrictions introduction (e.g. obstacles, differential restrictions etc.). In addition we should mention good potential for algorithm parallelization, because of tree structure of the algorithm. However there exists a shortage of the proposed methods — a high consumption of computational resources, and as an outcome a long calculus duration. This paper proposes to overcome this shortage via distributing of computation among UGVs — actors of a group. This is followed by a comparative analysis of distributed and centralized methods. Analysis shows that the main advantage of proposed method is that it can use almost all models of interaction between wheel and terrain. The latter can act a component for calculation of restrictions for motion acceleration over certain types of terrain. Within this paper we did not study models of interaction between wheel and terrain, but instead used empirical data of allowed values of tangential and normal accelerations for specific UGVs in particular conditions. In final part we present results of simulation witch confirm effectiveness of proposed methods.
研究了考虑车轮-地形附着变化的一组ugv的轨迹规划问题。本文对现有的弹道规划进行了简要分析。它的结果是有必要在这个主题内进行额外的研究。本文建议采用基于采样的方法来解决这一轨迹规划问题。采用快速探索随机树(RRT)算法作为基本算法。这种方法的一个优点(典型的基于采样的方法)是各种非线性限制的简单引入(如障碍,微分限制等)。此外,由于算法的树形结构,我们应该提到算法并行化的良好潜力。然而,所提出的方法存在着计算资源消耗大、计算时间长等缺点。为了克服这一不足,本文提出了一种方法,即将计算量分配给ugv——一组参与者。然后对分布式和集中式方法进行比较分析。分析表明,该方法的主要优点是可以使用几乎所有的车轮与地形相互作用模型。后者可以作为计算特定类型地形上运动加速度限制的组件。在本文中,我们没有研究车轮与地形之间相互作用的模型,而是使用了特定ugv在特定条件下的切向和法向加速度允许值的经验数据。最后给出了仿真结果,验证了所提方法的有效性。
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Mekhatronika, Avtomatizatsiya, Upravlenie
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