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Estimation of Liquid Level in a Harsh Environment Using Chaotic Observer 基于混沌观测器的恶劣环境下的液位估计
Pub Date : 2022-09-01 DOI: 10.18196/jrc.v3i5.16183
Vighnesh Shenoy, Santhosh Krishnan Vekata
The increased demand for liquid level measurement has been a key factor in designing accurate and reliable control systems. Here, a study was carried out to calculate the liquid level in a tank using a pressure sensor for changes in inlet liquid parameters like temperature, density and velocity. Prediction of their variables for the long term is essential due to the randomness present in the input and measurement. Hence, observer design for state estimation of a non-linear dynamic system with uncertainties in the measurement and process becomes important. This work provides a feedback observer solution for a system with multiple inputs and single measurable output. A full state observer model is developed to estimate a system’s states with a sensor placed at a definite position from the pipe’s input point through which the liquid flows at different densities and temperatures. Using the observability properties, Luenberger full state observer is designed by various methods, verified using MATLAB and SIMULINK for the system state estimation. To incorporate process noise and measurement noise, the Kalman estimator is integrated with the system. Chaotic systems are susceptible to initial conditions, variations in parameters and are complex dynamic systems. However, providing consistently precise measurements through particular meters necessitates time-consuming computations that can be reduced by employing machine learning approaches that make use of optimizers. The results obtained are compared with the prediction models obtained using Artificial Neural Networks and are validated through the readings obtained from the experimental setup.
对液位测量需求的不断增加已成为设计精确可靠的控制系统的关键因素。本研究利用压力传感器计算储罐内的液位,以了解入口液体的温度、密度和流速等参数的变化。由于输入和测量中的随机性,对其变量的长期预测是必不可少的。因此,对测量和过程中存在不确定性的非线性动态系统进行状态估计的观测器设计变得十分重要。这项工作为具有多个输入和单个可测量输出的系统提供了一个反馈观测器解决方案。建立了一个全状态观测器模型来估计系统的状态,将传感器放置在距离管道输入点(液体以不同密度和温度流过该输入点)的特定位置。利用可观测性特性,采用多种方法设计了Luenberger全状态观测器,并利用MATLAB和SIMULINK对系统状态估计进行了验证。为了吸收过程噪声和测量噪声,在系统中集成了卡尔曼估计器。混沌系统易受初始条件、参数变化的影响,是复杂的动态系统。然而,通过特定仪表提供一致的精确测量需要耗时的计算,可以通过使用优化器的机器学习方法来减少计算。将所得结果与人工神经网络预测模型进行了比较,并通过实验装置的读数进行了验证。
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引用次数: 1
Synchronous Reluctance Motor Performance Improvement Using MTPA Control Strategy and Five-Level Inverter Topology 基于MTPA控制策略和五电平逆变器拓扑的同步磁阻电机性能改进
Pub Date : 2022-09-01 DOI: 10.18196/jrc.v3i5.15326
Yassine Zahraoui, M. Moutchou, S. Tayane, Chaymae Fahassa, Sara Elbadaoui, A. Ma’arif
An improved vector control method is presented in this study to enhance synchronous reluctance motor (SynRM) performance. The maximum torque per ampere (MTPA) technique has demonstrated good dynamic properties since the torque control is closely tied to the current control. The selection of the control approach is primarily influenced by how the reference current values will be defined. Additionally, a five-level neutral-point-clamped (NPC) inverter replaces the traditional two-level inverter. Only eight voltage vectors can be produced by a two-level inverter, whereas one hundred twenty-five voltage vectors can be generated by a five-level inverter. The goal is to produce an output voltage vector that closely resembles the reference voltage vector in order to ensure a quick response on the one hand and enhance dynamic performance on the other. An exact comparison of the suggested vector control strategy's properties is made once it has been simulated in MATLAB/Simulink. The acquired findings are satisfactory and high performance is attained in terms of response time, torque ripple reduction, and current waveform improvement.
提出了一种改进的矢量控制方法来提高同步磁阻电机的性能。由于转矩控制与电流控制紧密相关,最大转矩/安培(MTPA)技术具有良好的动态特性。控制方法的选择主要受如何定义参考电流值的影响。此外,五电平中性点箝位(NPC)逆变器取代了传统的两电平逆变器。二电平逆变器只能产生8个电压矢量,而五电平逆变器可以产生125个电压矢量。目标是产生与参考电压矢量非常相似的输出电压矢量,以确保一方面快速响应,另一方面增强动态性能。在MATLAB/Simulink中对所提出的矢量控制策略进行了仿真,并对其性能进行了精确比较。实验结果令人满意,在响应时间、转矩脉动减小和电流波形改善方面取得了良好的性能。
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引用次数: 2
Establishing Self-Healing and Seamless Connectivity among IoT Networks Using Kalman Filter 利用卡尔曼滤波建立物联网网络之间的自愈和无缝连接
Pub Date : 2022-09-01 DOI: 10.18196/jrc.v3i5.11622
N. Srinidhi, J. Shreyas, E. Naresh
The Internet of Things (IoT) is the extension of Internet connectivity into physical devices and to everyday objects. Efficient mobility support in IoT provides seamless connectivity to mobile nodes having restrained resources in terms of energy, memory and link capacity. Existing routing algorithms have less reactivity to mobility. So, in this work, a new proactive mobility support algorithm based on the Kalman Filter has been proposed. Mobile nodes are provided with a seamless connectivity by minimizing the switching numbers between point of attachment which helps in reducing signaling overhead and power consumption. The handoff trigger scheme which makes use of mobility information in order to predict handoff event occurrence is used.  Mobile nodes new attachment points and its trajectory is predicted using the Kalman-Filter. Kalman-Filter is a predictor-estimator method used for movement prediction is used in this approach. Kalman Filtering is carried out in two steps: i) Predicting and ii) Updating. Each step is investigated and coded as a function with matrix input and output. Self-healing characteristics is being considered in the proposed algorithm to prevent the network from failing and to help in efficient routing of data. Proposed approach achieves high efficiency in terms of movement prediction, energy efficiency, handoff delay and fault tolerance when compared to existing approach.
物联网(IoT)是将互联网连接扩展到物理设备和日常物品。物联网中的高效移动性支持为在能源、内存和链路容量方面资源有限的移动节点提供无缝连接。现有的路由算法对机动性的响应性较差。为此,本文提出了一种基于卡尔曼滤波的主动移动支持算法。移动节点通过最小化连接点之间的切换数量来提供无缝连接,这有助于减少信令开销和功耗。采用了利用移动性信息预测切换事件发生的切换触发方案。利用卡尔曼滤波器预测移动节点的新附着点及其轨迹。卡尔曼滤波是一种用于运动预测的预测估计方法。卡尔曼滤波分两步进行:i)预测和ii)更新。每个步骤都被研究并编码为具有矩阵输入和输出的函数。该算法考虑了自愈特性,以防止网络故障,并有助于有效地路由数据。与现有方法相比,该方法在运动预测、能量效率、切换延迟和容错性等方面具有较高的效率。
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引用次数: 0
Electric Wheelchair Hybrid Operating System Coordinated with Working Range of a Robotic Arm 与机械臂工作范围相协调的电动轮椅混合操作系统
Pub Date : 2022-09-01 DOI: 10.18196/jrc.v3i5.15944
Laijun Yang, Nan Guo, Ryota Sakamoto, N. Kato, K. Yano
Electric wheelchair-mounted robotic arms can help patients with disabilities to perform their activities in daily living (ADL). Joysticks or keypads are commonly used as the operating interface of Wheelchair-mounted robotic arms. Under different scenarios, some patients with upper limb disabilities such as finger contracture cannot operate such interfaces smoothly. Recently, manual interfaces for different symptoms to operate the wheelchair-mounted robotic arms are being developed. However, the stop the wheelchairs in an appropriate position for the robotic arm grasping task is still not easy. To reduce the individual’s burden in operating wheelchair in narrow spaces and to ensure that the chair always stops within the working range of a robotic arm, we propose here an operating system for an electric wheelchair that can automatically drive itself to within the working range of a robotic arm by capturing the position of an AR marker via a chair-mounted camera. Meanwhile, the system includes an error correction model to correct the wheelchair’s moving error. Finally, we demonstrate the effectiveness of the proposed system by running the wheelchair and simulating the robotic arm through several courses.
安装在电动轮椅上的机械臂可以帮助残疾患者进行日常生活活动。操纵杆或键盘通常用作轮椅机器人手臂的操作界面。在不同的场景下,一些上肢残疾的患者,如手指挛缩,不能顺利地操作这些界面。最近,针对不同症状操作轮椅机械臂的手动界面正在开发中。然而,将轮椅停在一个合适的位置上完成机械臂抓取任务仍然不是一件容易的事。为了减轻个人在狭窄空间操作轮椅的负担,并确保轮椅始终停在机械臂的工作范围内,我们提出了一种电动轮椅的操作系统,该系统通过安装在椅子上的摄像头捕捉AR标记的位置,自动驾驶到机械臂的工作范围内。同时,该系统还包括一个误差修正模型来修正轮椅的运动误差。最后,我们通过运行轮椅和模拟机械臂的几个课程来验证所提出系统的有效性。
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引用次数: 2
Optimizing the Dynamic Performance of a Wind Driven Standalone DFIG Using an Advanced Control Algorithm 利用先进的控制算法优化风力独立DFIG的动态性能
Pub Date : 2022-09-01 DOI: 10.18196/jrc.v3i5.16046
M. Abdelhamid, Mahmoud A. Mossa, Ahmed Hassan
The article seeks to improve the dynamic performance of a standalone doubly fed induction generator (DFIG) which driven by a wind turbine, with the help of an effective control approach. The superiority of the designed predictive controller can be confirmed through evaluating the performance of the DFIG under other control algorithm, which is the model predictive direct torque control (MPDTC), model predictive current control (MPCC) as classic types of control. Firstly, the operating principles of the two controllers are described in details. After that, a comprehensive comparison is performed among the dynamic performances of the designed MPDTC, MPCC techniques and the predictive control strategy, so we can easily present the merits and deficiencies of each control scheme to be able to easily select the most appropriate algorithm to be utilized with the DFIG. The comparison is carried out in terms of system simplicity, dynamic response, ripples’ content, number of performed commutations and total harmonic distortion (THD). The results of the comparison prove the effectiveness and validation of our proposed predictive controller; as it achieves the system simplicity, its dynamic response is faster than that of MPDTC and MPCC, it presents a lower content of ripples compared to MPDTC and MPCC. Moreover, it can minimize the computational burden, remarkably. Furthermore, the numerical results are showing a marked reduction in the THD with a percentage of 2.23 % compared to MPDTC and 1.8 % compared to MPCC. For these reasons, it can be said that the formulated controller is the most convenient to be used with the DFIG to achieve the best dynamic performance.
本文试图通过一种有效的控制方法来改善由风力发电机驱动的独立双馈感应发电机(DFIG)的动态性能。通过对模型预测直接转矩控制(MPDTC)、模型预测电流控制(MPCC)等控制算法下DFIG的性能评价,可以证实所设计的预测控制器的优越性。首先,详细介绍了两种控制器的工作原理。然后,对所设计的MPDTC、MPCC技术和预测控制策略的动态性能进行了全面的比较,从而可以很容易地指出每种控制方案的优缺点,以便于选择最合适的算法用于DFIG。从系统简便性、动态响应、波纹量、换流次数和总谐波失真(THD)等方面进行了比较。对比结果证明了所提预测控制器的有效性和有效性;由于实现了系统的简单性,其动态响应速度比MPDTC和MPCC快,波纹含量比MPDTC和MPCC低。此外,它可以显著地减少计算负担。此外,数值结果显示,与MPDTC相比,THD显著降低了2.23%,与MPCC相比降低了1.8%。基于这些原因,可以说所制定的控制器最便于与DFIG配合使用,以达到最佳的动态性能。
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引用次数: 0
Optimization of Humanoid Robot Leg Movement Using Open CM 9.04 基于Open CM 9.04的仿人机器人腿部运动优化
Pub Date : 2022-09-01 DOI: 10.18196/jrc.v3i5.15071
Agusma Wajiansyah, R. Malani, S. Supriadi, A. F. O. Gaffar
The Indonesian Robot Dance Contest (KRSTI) is a branch of the Indonesian Robot Contest (KRI) with the theme of dance. The robot used is a humanoid robot that can dance. Every year at the event, the provisions for robots constantly change, both the type of dance being demonstrated and the requirements for the robot's height. The taller the robot, the more difficult it is to control its walking movements because of the load it carries. This study uses a suitable algorithm to make the walking movement more natural and minimize the robot's falling. Human ROM data is used as a parameter for the range of motion of the servos that act as joints in the robot's legs. The algorithm created serves to determine the initial position of the angle on the servo to avoid the wrong initial movement position between one servo and another. The robot used is the Bioloid Robot’s leg Type A and uses OpenCM 9.04-A as the controller. The results showed that ROM on human feet could not be fully implemented on robot legs due to the robot's structure and the need for a robot that only relies on an algorithm to find the correct fulcrum to maintain balance. The comparison results show that the movement when walking on the ankle (ID servo 15) ranges from 749-567, while the ROM range is only between 580-512. When walking (servo ID 16), movement ranges from 460-291, while the ROM range ranges from 580-512.
印尼机器人舞蹈大赛(KRSTI)是以舞蹈为主题的印尼机器人大赛(KRI)的分支。使用的机器人是一个会跳舞的人形机器人。在每年的活动中,对机器人的规定都在不断变化,无论是展示的舞蹈类型还是对机器人高度的要求。机器人越高,就越难以控制其行走动作,因为它所携带的载荷。本研究采用合适的算法,使行走动作更加自然,最大限度地减少机器人的跌倒。人类ROM数据被用作伺服器运动范围的参数,这些伺服器是机器人腿上的关节。所创建的算法用于确定角度在伺服系统上的初始位置,以避免伺服系统与另一个伺服系统之间的初始运动位置错误。使用的机器人是Bioloid robot的A型腿,使用OpenCM 9.04-A作为控制器。研究结果表明,由于机器人自身结构的原因,需要机器人仅依靠算法寻找正确的支点来保持平衡,因此不能完全实现人脚上的ROM。对比结果表明,踝关节(ID servo 15)行走时的运动范围为749-567,而ROM范围仅为580-512。行走时(伺服ID 16),运动范围从460-291,而ROM范围从580-512。
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引用次数: 1
Active Disturbance Rejection Control for Robot Manipulator 机器人机械手的自抗扰控制
Pub Date : 2022-09-01 DOI: 10.18196/jrc.v3i5.14791
Carlos E. Martínez-Ochoa, I. Benítez-González, Ariel O. Cepero-Díaz, J. R. Núñez-Álvarez, Carlos G. Miguélez-Machado, Y. Llosas-Albuerne
Active Disturbance Rejection Control (ADRC) is a control methodology used in chemical processes, aircraft, motors, and other systems. This paper compares the results of an ADRC controller to a Proportional Integral Derivative controller (PID), applied to two degrees of freedom robots. A Linear Extended State Observer (LESO) is used to reconstruct the state variables and unknown parameters needed to control the position of each link. The ADRC can achieve the tracking position and estimate the velocity of each link. The results of the simulation program are shown.
自抗扰控制(ADRC)是一种用于化学过程、飞机、电机和其他系统的控制方法。本文比较了应用于二自由度机器人的自抗扰控制器和比例积分导数控制器(PID)的结果。利用线性扩展状态观测器(LESO)重构控制各链路位置所需的状态变量和未知参数。该自抗扰控制器可以实现各链路的跟踪位置和速度估计。最后给出了仿真程序的结果。
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引用次数: 0
Simulation Model of Single-Phase AC-AC Converter by Using MATLAB 基于MATLAB的单相交-交变换器仿真模型
Pub Date : 2022-09-01 DOI: 10.18196/jrc.v3i5.15213
D. H. Shaker, S. W. Shneen, Fatin Nabeel Abdullah, G. Aziz
The current research sheds light on the electronic power devices that work as transformers and are named according to the function. A model of a single-phase transformer AC-AC type with half-wave and full-wave quality has been proposed. Its output is controlled by power, voltage and current, which is considered an input to the load. The fixed input transformer has a variable output according to the required power, voltage and current. Inverters of this type have so many uses that they are used in many different applications, including industrial, induction motor speed control, military, medical and household, including low-light circuits, among others. A simulation involving different types of single-phase AC transformers is proposed. The models were built in two ways, the first using a diode as an electronic switch, and the second using a thyristor. Different values for the load were chosen by adopting three values of 30 ohms, 40 ohms, and 50 ohms. An alternating power supply with an RMS value of 222 volts. Simulation was carried out after modeling to test the performance of the proposed transformer and its various modes of operation. Simulation models confirmed and reinforced the working theories of the proposed structures. From the results, we can reach the possibility of changing the voltage and power values using the electronic transformer by using the frequency of closing and opening the electronic keys within specific periods according to the proposed model, which can be represented or modified.
目前的研究揭示了作为变压器工作的电子电力设备,并根据功能命名。提出了一种具有半波和全波质量的单相交流变压器模型。它的输出由功率、电压和电流控制,这被认为是负载的输入。固定输入变压器根据需要的功率、电压和电流具有可变输出。这种类型的逆变器有如此多的用途,它们被用于许多不同的应用,包括工业,感应电机速度控制,军事,医疗和家庭,包括低光电路等。对不同类型的单相交流变压器进行了仿真。模型以两种方式构建,第一种使用二极管作为电子开关,第二种使用晶闸管。采用30欧姆、40欧姆和50欧姆三种不同的值来选择负载。一种有效值为222伏的交流电源。在建模后进行了仿真,测试了所提出的变压器的性能及其各种运行模式。仿真模型证实并加强了所提出结构的工作理论。从结果来看,我们可以根据提出的模型,利用特定周期内电子钥匙的合闸和开闸频率,达到利用电子变压器改变电压和功率值的可能性,该模型可以表示或修改。
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引用次数: 1
Design and Implementation of Force Sensation and Feedback Systems for Telepresence Robotic Arm 远程呈现机械臂力感与反馈系统的设计与实现
Pub Date : 2022-09-01 DOI: 10.18196/jrc.v3i5.15959
Akhtar Un Nisa, S. Samo, Raheel Ahmed Nizamani, Areesha Irfan, Zuha Anjum, Laveet Kumar
Humans put their own lives aside to save other human’s life and perform risky and dangerous activities. The risk can be reduced by using new technologies. This research study focuses on telepresence and teleoperation systems with motion and force control systems that replace humans in hazardous workspaces. In telepresence, the system helps humans to visualize the environment in real-time. In teleoperation, the system provides sensation to assist human beings in performing out-of-reach and dangerous operations safely as in real, providing a shadow hand to the operator. In this study, a system is developed that consists of a slave robotic arm and a master wearable device with bidirectional communication between the robotic arm and operator (master wearable device). It also presents a gesture-controlled robotic arm that uses sensors to read and translate human arm movements as commands. The slave robotic arm, senses applied force on an object and a master wearable device develops the force according to sensed force, in a result operator senses/feels the same object in the control room at distance. The slave robotic arm also mimics the operator arm to reach the proper position of an object. Several experiments were conducted with untrained personnel and satisfactory results were yielded, which showed that the motion and force replication is 90-95% accurate.
人类把自己的生命放在一边去拯救他人的生命,并进行危险和危险的活动。使用新技术可以降低风险。本研究的重点是远程呈现和远程操作系统与运动和力控制系统,取代人类在危险的工作场所。在远程呈现中,该系统帮助人们实时可视化环境。在远程操作中,该系统提供感觉,帮助人类像在现实中一样安全地进行遥不可及的危险操作,为操作员提供一只影子之手。在本研究中,开发了一个由从机械臂和主可穿戴设备组成的系统,机械臂与操作者(主可穿戴设备)之间实现双向通信。它还展示了一种手势控制的机械臂,该机械臂使用传感器读取并将人类手臂的动作转换为命令。从机械臂感知施加在物体上的力,主可穿戴设备根据感知到的力来发展力,结果操作员在远处的控制室中感知/感觉相同的物体。从机械臂也模仿操作臂,以达到物体的适当位置。未经训练的人员进行了多次实验,取得了满意的结果,表明运动和力的复制精度为90-95%。
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引用次数: 0
Interaction Motion Control on Tri-finger Pneumatic Grasper using Variable Convergence Rate Prescribed Performance Impedance Control with Pressure-based Force Estimator 基于压力力估计的变收敛速率规定性能阻抗控制的三指气动抓手交互运动控制
Pub Date : 2022-09-01 DOI: 10.18196/jrc.v3i5.16316
A. Irawan, M. Azahar, Dwi Pebrianti
Pneumatic robot is a fluid dynamic based robot system which possesses immense uncertainties and nonlinearities over its electrical driven counterpart. Requirement for dynamic motion handling further challenged the implemented control system on both aspects of interaction and compliance control. This study especially set to counter the unstable and inadaptable proportional motions of pneumatic robot grasper towards its environment through the employment of Variable Convergence Rate Prescribed Performance Impedance Control (VPPIC) with pressure-based force estimation (PFE). Impedance control was derived for a single finger of Tri-finger Pneumatic Grasper (TPG) robot, with improvement being subsequently made to the controller’s output by appropriation of formulated finite-time prescribed performance control. Produced responses from exerted pressure of the maneuvered pneumatic piston were then recorded via derived PEE with adherence to both dynamics and geometry of the designated finger. Validation of the proposed method was proceeded on both circumstances of human hand as a blockage and ping-pong ball as methodical representation of a fragile object. Developed findings confirmed relatively uniform force sensing ability for both proposed PEE and load sensor as equipped to the robot’s fingertip with respect to the experimented thrusting and holding of a human hand. Sensing capacity of the estimator has also advanced beyond the fingertip to enclose its finger in entirety. Whereas stable interaction control at negligible oscillation has been exhibited from VPPIC against the standard impedance control towards gentle and compression-free handling of fragile objects. Overall positional tracking of the finger, thus, justified VPPIC as a robust mechanism for smooth operation amid and succeed direct object interaction, notwithstanding its transcendence beyond boundaries of the prescribed performance constraint.     
气动机器人是一种基于流体动力学的机器人系统,与电动机器人相比,气动机器人具有巨大的不确定性和非线性。动态运动处理的要求进一步对控制系统的交互性和顺应性控制提出了挑战。针对气动机器人抓取器对环境的比例运动不稳定和不适应问题,采用基于压力的力估计的变收敛率规定性能阻抗控制(VPPIC)。推导了三指气动抓握器(TPG)机器人单指的阻抗控制,并利用制定的有限时间规定性能控制对控制器输出进行了改进。由机动气动活塞施加的压力产生的响应,然后通过导出的PEE记录,符合指定手指的动力学和几何形状。在人手作为障碍物和乒乓球作为易碎物体的系统表示的两种情况下,对所提出的方法进行了验证。开发的研究结果证实,相对于实验中人类的手的推力和握持,所提出的PEE和负载传感器装备在机器人的指尖上的力感应能力相对均匀。估计器的感知能力也已经超越了指尖,可以将整个手指包裹起来。然而,VPPIC在可忽略振荡下的稳定相互作用控制已经显示出对标准阻抗控制的温和和无压缩易碎物体的处理。因此,手指的整体位置跟踪证明了VPPIC是一种强大的机制,可以在直接对象交互中顺利操作并成功,尽管它超越了规定性能约束的界限。
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引用次数: 2
期刊
Journal of Robotics and Control (JRC)
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