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Flower Pollination Algorithm to Tune PID Controller of TCP/AQM Wireless Networks TCP/AQM无线网络中PID控制器调优的花授粉算法
Pub Date : 2023-04-01 DOI: 10.18196/jrc.v4i2.17533
Suad Ali Eissa, S. W. Shneen, Ekbal Hussain Ali
The current study aims to conduct a simulation that is useful in developing an appropriate design that addresses the problem of congestion in the Internet network through controlling the queue of the router. The simulation is conducted through the proposed model for simulation with different control systems that help in raising the quality of performance such as traditional Proportional Integral Derivative (PID) and advanced optimal by Flower Pollination Algorithm  (FPA). It depends for Transmission Control Protocol/ Active Queue Management( TCP/AQM )simulation model for a linear system and another non-linear system. To adjust the network work and raise the level of performance, different control systems were chosen, taking into account all the things that appear through conducting experiments and for different purposes. One of the most important things that must be taken into consideration is the system disturbances as a result of the volume and values of the data, causing congestion . It was shown through the results of the experiments that were conducted considering the cases of the linear and nonlinear system to pass data traffic in the network and by adopting the different techniques of the control units, the preference of optimizasion systems over the traditional ones, as well as the preference of the traditional over  without control in close loop, is the improvement of the performance of linear systems compared to the open and closed system without control. The simulation results showed that very clear the superiority of the optimization by FPA-PID controller over the conventional system (PID)  , as well as very clear the superiority of  the traditional system (PID)over closed system without control and open loop system.
本研究的目的是进行一个模拟,该模拟有助于开发一个适当的设计,通过控制路由器的队列来解决互联网网络中的拥塞问题。通过所提出的模型对不同的控制系统进行仿真,如传统的比例积分导数(PID)和花卉授粉算法(FPA)的高级优化,有助于提高性能质量。它取决于传输控制协议/主动队列管理(TCP/AQM)仿真模型对一个线性系统和另一个非线性系统。为了调整网络工作和提高性能水平,考虑到通过进行实验和不同目的出现的所有事情,选择了不同的控制系统。必须考虑的最重要的事情之一是由于数据量和数据值引起的系统干扰,从而导致拥塞。实验结果表明,在考虑线性和非线性系统在网络中传递数据流量的情况下,通过采用不同的控制单元技术,优化系统优于传统系统,以及传统系统优于无控制的闭环系统,是线性系统优于无控制的开放和封闭系统的性能。仿真结果表明,FPA-PID控制器的优化优于传统系统(PID),也明显优于传统系统(PID),优于无控制的封闭系统和开环系统。
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引用次数: 1
Synthesis of Hybrid Fuzzy Logic Law for Stable Control of Magnetic Levitation System 磁悬浮系统稳定控制的混合模糊逻辑律综合
Pub Date : 2023-04-01 DOI: 10.18196/jrc.v4i2.17537
N. X. Chiem, Le Tran Thang
In this paper, we present a method to design a hybrid fuzzy logic controller (FLC) for a magnetic levitation system (MLS) based on the linear feedforward control method combined with FLC. MLS has many applications in industry, transportation, but the system is strongly nonlinear and unstable at equilibrium. The fast response linear control law ensures that the ball is kept at the desired point, but does not remain stable at that point in the presence of noise or deviation from the desired position. The controller that combines linear feedforward control and FLC is designed to ensure ball stability and increase the system's fast-response when deviating from equilibrium and improve control quality. Simulation results in the presence of noise show that the proposed control law has a fast and stable effect on external noise. The advantages of the proposed controller are shown through the comparison results with conventional PID and FLC control laws.
本文提出了一种基于线性前馈控制与模糊控制器相结合的磁悬浮系统混合模糊控制器的设计方法。MLS系统在工业、交通等领域有广泛的应用,但系统具有强非线性和平衡不稳定性。快速响应线性控制律确保球保持在期望的点上,但在存在噪声或偏离期望位置的情况下,在该点上不保持稳定。将线性前馈控制与FLC相结合的控制器保证了球的稳定性,增加了系统偏离平衡时的快速响应,提高了控制质量。仿真结果表明,在存在噪声的情况下,所提出的控制律对外部噪声具有快速稳定的控制效果。通过与传统PID和FLC控制律的比较,证明了所提控制器的优越性。
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引用次数: 0
A New Self-Tuning Nonlinear PID Motion Control for One-Axis Servomechanism with Uncertainty Consideration 考虑不确定性的单轴伺服机构非线性自整定PID运动控制
Pub Date : 2023-03-31 DOI: 10.18196/jrc.v4i2.17433
Mohamed A. Shamseldin, Mohamed A. Abdelghany
This paper introduces a new study for one-axis servomechanism with consideration the parameter variation and system uncertainty. Also, a new approach for high-performance self-tuning nonlinear PID control was developed to track a preselected profile with high accuracy. Moreover, a comparison study between the proposed control technique and the well-known controllers (PID and Nonlinear PID). The optimal control parameters were determined based on the COVID-19 optimization technique. The parameters of the servomechanism system changed randomly at a preselected range through the online simulation. The change of these parameters acts as the nonlinearity resources (friction, backlash, environmental effects) and system uncertainty. A comparative study between the linear and nonlinear models had been accomplished and investigated. The results show that the proposed controller can track several operating points with high accuracy, low rise time, and small overshoot.
介绍了一种考虑参数变化和系统不确定性的单轴伺服机构的新研究方法。同时,提出了一种高性能自整定非线性PID控制方法,实现了对预选轮廓的高精度跟踪。并将所提出的控制方法与常用的PID和非线性PID进行了比较研究。基于COVID-19优化技术确定了最优控制参数。通过在线仿真,伺服机构系统参数在预先选定的范围内随机变化。这些参数的变化作为非线性资源(摩擦、间隙、环境效应)和系统不确定性。对线性模型和非线性模型进行了比较研究。结果表明,所提出的控制器能够跟踪多个工作点,精度高,上升时间短,超调量小。
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引用次数: 1
Optimizing Membership Function Tuning for Fuzzy Control of Robotic Manipulators Using PID-Driven Data Techniques 基于pid驱动数据技术的机器人模糊控制优化隶属函数整定
Pub Date : 2023-03-30 DOI: 10.18196/jrc.v4i2.18108
Phichitphon Chotikunnan, Rawiphon Chotikunnan, Anuchit Nirapai, Anantasak Wongkamhang, Pariwat Imura, M. Sangworasil
In this study, a method for optimizing membership function tuning for fuzzy control of robotic manipulators using PID-driven data techniques is presented. Traditional approaches for designing membership functions in fuzzy control systems often rely on the experience and knowledge of the system designer, which can lead to suboptimal performance. By utilizing data collected from a PID control system, the proposed method aims to enhance the precision and controllability of robotic manipulators through improved fuzzy logic control. A Mamdani-type fuzzy logic controller was developed and its performance was simulated in Simulink, demonstrating the effectiveness of the proposed optimization technique. The results indicate that the method can outperform conventional P control systems in terms of overshoot reduction while maintaining comparable transient response specifications. This research highlights the potential of the PID-driven data-based approach for optimizing membership function tuning in fuzzy control systems and offers valuable insights for the development and evaluation of fuzzy logic control in robotic manipulators. Future work may focus on further optimization of the tuning process, evaluation of system robustness under various operating conditions, and exploring the integration of other artificial intelligence techniques for improved control performance.
提出了一种基于pid驱动数据技术的机器人模糊控制的隶属度函数优化整定方法。在模糊控制系统中设计隶属函数的传统方法通常依赖于系统设计者的经验和知识,这可能导致次优性能。该方法利用PID控制系统采集的数据,通过改进模糊逻辑控制来提高机械臂的精度和可控性。开发了一种mamdani型模糊控制器,并在Simulink中对其性能进行了仿真,验证了所提优化技术的有效性。结果表明,该方法在保持可比较的瞬态响应规格的同时,在超调减少方面优于传统的P控制系统。本研究强调了pid驱动的基于数据的方法在模糊控制系统中优化隶属函数整定的潜力,并为机器人操纵器模糊逻辑控制的发展和评估提供了有价值的见解。未来的工作可能集中在进一步优化调谐过程,评估系统在各种运行条件下的鲁棒性,以及探索与其他人工智能技术的集成以提高控制性能。
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引用次数: 4
Design of Multivariate PID Controller for Power Networks Using GEA and PSO 基于GEA和粒子群算法的电网多变量PID控制器设计
Pub Date : 2023-03-30 DOI: 10.18196/jrc.v4i1.15682
Mahmoud Zadehbagheri, A. Ma’arif, R. Ildarabadi, Mehdi Ansarifard, Iswanto Suwarno
The issue of proper modeling and control for industrial systems is one of the challenging issues in the industry. In addition, in recent years, PID controller design for linear systems has been widely considered. The topic discussed in some of the articles is mostly speed control in the field of electric machines, where various algorithms have been used to optimize the considered controller, and always one of the most important challenges in this field is designing a controller with a high degree of freedom. In these researches, the focus is more on searching for an algorithm with more optimal results than others in order to estimate the parameters in a more appropriate way. There are many techniques for designing a PID controller. Among these methods, meta-innovative methods have been widely studied. In addition, the effectiveness of these methods in controlling systems has been proven. In this paper, a new method for grid control is discussed. In this method, the PID controller is used to control the power systems, which can be controlled more effectively, so that this controller has four parameters, and to determine these parameters, the optimization method and evolutionary algorithms of genetics (EGA) and PSO are used.  One of the most important advantages of these algorithms is their high speed and accuracy. In this article, these algorithms have been tested on a single-machine system, so that the single-machine system model is presented first, then the PID controller components will be examined. In the following, according to the transformation function matrix and the relative gain matrix, suitable inputs for each of the outputs are determined. At the end, an algorithm for designing PID controller for multivariable MIMO systems is presented. To show the effectiveness of the proposed controller, a simulation was performed in the MATLAB environment and the results of the simulations show the effectiveness of the proposed controller.
工业系统的适当建模和控制问题是工业中具有挑战性的问题之一。此外,近年来,线性系统的PID控制器设计也得到了广泛的研究。在一些文章中讨论的主题主要是电机领域的速度控制,其中各种算法已被用于优化所考虑的控制器,并且始终是该领域最重要的挑战之一是设计具有高自由度的控制器。在这些研究中,更多的是寻找一种比其他算法具有更多最优结果的算法,以便更合适地估计参数。设计PID控制器的技术有很多。其中,元创新方法得到了广泛的研究。此外,这些方法在控制系统中的有效性也得到了证明。本文讨论了一种新的网格控制方法。在该方法中,采用PID控制器对电力系统进行控制,使其具有4个参数,并采用遗传优化方法和进化算法(EGA)和粒子群优化算法确定这些参数。这些算法最重要的优点之一是速度快、精度高。在本文中,这些算法已经在单机系统上进行了测试,因此首先给出了单机系统模型,然后将检查PID控制器组件。下面,根据变换函数矩阵和相对增益矩阵,确定每个输出的合适输入。最后,提出了一种多变量MIMO系统的PID控制器设计算法。为了验证所提控制器的有效性,在MATLAB环境下进行了仿真,仿真结果验证了所提控制器的有效性。
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引用次数: 0
Internet of Things Wearable Healthcare System for Monitoring the Challenges of COVID-19 Pandemic 监测COVID-19大流行挑战的物联网可穿戴医疗系统
Pub Date : 2023-03-13 DOI: 10.18196/jrc.v3i6.16393
Thuria Saad Znad, I. A. A. Sayed, Saif Saad Hameed, I. Al-Barazanchi, P. S. JosephNg, A. Khalaf
During the COVID-19 situation, various application-based work has to be studied and deployed to enable an IoT-based health framework. This work-based study may guide professionals in envisaging solutions to related problems and fighting against the COVID-19 type pandemic. Therefore, it identifies various technologies of IoT-based systems for monitoring pandemic situations. The mechanisms included in IoT like actuators, sensors, and the cloud-based network serves to help people from home rather than visiting the hospital occasionally. It uses optimizers to train the “noise” and “cough” target classes. Mel Frequency Cepstral Coefficients (MFCCs) were initially employed in several speech processing approaches, but as the discipline of Music Information Retrieval (MIR) advanced alongside machine learning, it was discovered that MFCCs could accurately capture timbre. Overall, the study finds different IoT applications for the medical area during the pandemic situation with detailed descriptions. In this present condition, advanced methodologies have given way to innovation in day-to-day life. The IoT-based model provides an enhancement of 98.8% with a minimum training loss of 0.15. The framework depicts the excellent working of the proposed framework, and a true positive value of around 96.6% is shown in the confusion matrix and a true negative rate of around 97% was illustrated using this model. By making it possible for the cost-effective fabrication of wearable sensors through printing on a variety of flexible polymeric substrates, the rapid advancements in solution-based nanomaterials presented a hopeful viewpoint to the field of wearable sensors. This review focuses on the most recent significant advancements in the field of wearable sensors, including novel nanomaterials, manufacturing techniques, substrates, sensor types, sensing mechanisms, and readout circuits. It concludes with difficulties in the subject's future application.
在2019冠状病毒病疫情期间,必须研究和部署各种基于应用的工作,以实现基于物联网的健康框架。这项基于工作的研究可以指导专业人员设想相关问题的解决方案,并与COVID-19型大流行作斗争。因此,它确定了基于物联网的系统的各种技术,以监测大流行情况。物联网中包含的机制,如执行器、传感器和基于云的网络,可以帮助人们在家,而不是偶尔去医院。它使用优化器来训练“噪音”和“咳嗽”目标类。Mel频率倒谱系数(mfcc)最初用于几种语音处理方法,但随着音乐信息检索(MIR)学科与机器学习一起发展,人们发现mfcc可以准确捕获音色。总体而言,该研究发现了疫情期间医疗领域的不同物联网应用,并进行了详细描述。在这种情况下,先进的方法已经让位于日常生活中的创新。基于物联网的模型提供了98.8%的增强,最小训练损失为0.15。该框架描述了所提出框架的出色工作,并且在混淆矩阵中显示了约96.6%的真正值,并且使用该模型说明了约97%的真负率。溶液基纳米材料的快速发展为可穿戴传感器领域的发展带来了希望,通过在各种柔性聚合物衬底上印刷,使成本效益高的可穿戴传感器制造成为可能。本文综述了可穿戴传感器领域的最新重大进展,包括新型纳米材料、制造技术、衬底、传感器类型、传感机制和读出电路。最后指出了该学科未来应用的难点。
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引用次数: 0
Modelling and Simulation of a Redundant Agricultural Manipulator with Virtual Prototyping 基于虚拟样机的冗余农业机械臂建模与仿真
Pub Date : 2023-03-08 DOI: 10.18196/jrc.v4i1.17121
A. Reddy, V. V. M. J. S. Chembuly, V. Rao
The development of autonomous robots for agricultural applications includes motion planning, fruit picking, and collision avoidance with surrounding environments, and these become challenging tasks. For harvesting applications, robust control of the manipulator is needed for the effective motion of the robot. Several combinations of Proportional(P)- Integrative(I)- Derivative(D) controllers are modelled and a simulation study was performed for trajectory tracking of a redundant manipulator in virtual agricultural environments. The article presents a comprehensive study on kinematic modelling and dynamic control of redundant manipulator for fruit-picking applications in virtual environments. The collisions with surrounding environment were eliminated using ‘bounding box technique’. The joint variables are obtained by constructing Inverse Kinematics (IK) problem and are determined using a classical optimization technique. Different controllers are modelled in the ‘Simulink’ environment and are tuned to generate error-free trajectory tracking during harvesting. The task space locations (TSLs) are considered as via-points, and joint variables at each TSLs are obtained by Sequential Quadratic Programming (SQP) technique. Joint-level trajectories are generated using Quintic and B-spline polynomials. For effective trajectory tracking, torque variations are controlled using the PID and Feedforward (FF) controller. The dynamic simulations of the robot manipulator are performed in Simscape Multibody software. Results show that the during the trajectory tracking of the manipulator, the Feed-forward controller performs best with Quintic polynomial trajectory.
农业自主机器人的发展包括运动规划、水果采摘和与周围环境的碰撞避免,这些都成为具有挑战性的任务。在收获应用中,为了保证机器人的有效运动,需要对机械手进行鲁棒控制。对比例(P)-积分(I)-导数(D)控制器的几种组合进行了建模,并对虚拟农业环境中冗余机械手的轨迹跟踪进行了仿真研究。本文对虚拟环境中用于水果采摘的冗余机械手的运动学建模和动态控制进行了全面的研究。使用“边界盒技术”消除了与周围环境的碰撞。通过构造逆运动学问题得到关节变量,并用经典的优化方法确定关节变量。不同的控制器在“Simulink”环境中建模,并在收获过程中进行调整以产生无错误的轨迹跟踪。将任务空间位置(TSLs)视为中点,利用序列二次规划(SQP)技术得到每个TSLs上的联合变量。利用五次多项式和b样条多项式生成关节级轨迹。为了实现有效的轨迹跟踪,利用PID和前馈(FF)控制器控制转矩变化。在Simscape Multibody软件中对该机械手进行了动力学仿真。结果表明,在机械臂的轨迹跟踪过程中,前馈控制器对五次多项式轨迹的跟踪效果最好。
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引用次数: 0
Design and Construction of Electric Wheelchair with Mecanum Wheel 机械轮电动轮椅的设计与制造
Pub Date : 2023-03-08 DOI: 10.18196/jrc.v4i1.17095
N. Thongpance, Phichitphon Chotikunnan
This research aimed to design and construct an electric wheelchair with mecanum wheels that can move in any desired direction and speed based on the joystick controller. This represents a significant improvement over traditional electric wheelchairs, which are limited to linear movement in a single direction. The research contribution of this study is the development of an electric wheelchair with mecanum wheels that allows for improved mobility and independence for wheelchair users. The design includes a joystick controller and the use of an average filter to improve the processing of the joystick. This represents a significant improvement over traditional electric wheelchairs, which are limited to linear movement in a single direction. The design and construction of the electric wheelchair followed the ISO 2570-2555 guidelines and utilized Arduino DUE as the main processor for controlling the rotation of the wheels. The gain of speed and angle of the analog joystick were determined using the technique of finding the resultant vector to control the direction and speed of the wheels. The resulting electric wheelchair had a standard structure and was able to move in the desired direction and speed based on the movement of the joystick controller, demonstrating the success of the design and construction in achieving its objective. In conclusion, the development of joystick control for electric wheelchairs is important and allows for the creation of significantly novel and improved designs such as the electric wheelchair with mecanum wheels presented in this research. 
本研究旨在设计和制造一种带有机械轮的电动轮椅,该轮椅可以根据操纵杆控制器以任何预期的方向和速度移动。这是对传统电动轮椅的重大改进,传统电动轮椅只能在单一方向上进行直线运动。本研究的研究贡献是开发一种带机械轮的电动轮椅,使轮椅使用者的行动能力和独立性得到改善。本设计包括一个操纵杆控制器和使用平均滤波器来改进操纵杆的处理。这是对传统电动轮椅的重大改进,传统电动轮椅只能在单一方向上进行直线运动。电动轮椅的设计和构造遵循ISO 2570-2555指南,并使用Arduino DUE作为主处理器来控制车轮的旋转。利用求合成矢量的方法确定了模拟操纵杆的速度增益和角度增益,以控制车轮的方向和速度。由此产生的电动轮椅具有标准的结构,并且能够根据操纵杆控制器的运动以所需的方向和速度移动,这表明设计和构造在实现其目标方面取得了成功。总之,电动轮椅操纵杆控制的发展是重要的,并允许创造显着新颖和改进的设计,如本研究中提出的机械轮电动轮椅。
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引用次数: 2
IoT-Based Smart Air Conditioner as a Preventive in the Post-COVID-19 Era: A Review 后新冠肺炎时代的物联网智能空调预防研究综述
Pub Date : 2023-02-22 DOI: 10.18196/jrc.v4i1.17090
Dhanar Intan, Surya Saputra, Putu Dody Suarnatha, Fajar Mahardika, Andik Wijanarko, Sitaresmi Wahyu Handani
The Internet of Things (IoT) refers to physical objects with sensors, computing power, software, and other technologies that communicate and exchange data with other devices, platforms, and systems over the Internet or other communication networks. Remarkable developments in IoT have paved the way for new possibilities, enabling the creation and automation of innovative services and advanced applications and constituting a collection of crucial enabling technologies for smart homes. In this New-Normal Era, the concept of an IoT-based Smart Air Conditioner (AC) as a Preventive Effort against COVID-19 is a proposed innovation and application. The Smart AC is designed based on the analysis of existing problems and is equipped with literature obtained in the study. The purpose of this study is to review the research literature on IoT-enabled Smart AC to emphasize the main trends and open problems of integrating IoT technology to create sustainable and efficient Smart homes. The IoT-based Smart AC was designed and equipped with air quality filter features, human sensors, temperature control, voice control, Cloud Storage, and Solar Panel services that can be controlled via smartphone devices. From the framework and study results, the IoT offers many benefits. The IoT-based Smart AC concept is one step ahead of existing AC products.
物联网(Internet of Things, IoT)是指具有传感器、计算能力、软件和其他技术的物理对象,通过互联网或其他通信网络与其他设备、平台和系统进行通信和交换数据。物联网的显著发展为新的可能性铺平了道路,使创新服务和先进应用的创建和自动化成为可能,并为智能家居构成了一系列关键的使能技术。在新常态下,以物联网为基础的智能空调概念是一种创新和应用。智能空调是在分析现有问题的基础上设计的,并配备了研究中获得的文献。本研究的目的是回顾有关物联网智能空调的研究文献,以强调整合物联网技术以创建可持续和高效的智能家居的主要趋势和开放问题。基于物联网的智能空调设计并配备了空气质量过滤器功能、人体传感器、温度控制、语音控制、云存储和太阳能电池板服务,可以通过智能手机设备进行控制。从框架和研究结果来看,物联网提供了许多好处。基于物联网的智能空调概念比现有的空调产品领先一步。
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引用次数: 1
Simulation Model of PID Controller for DC Servo Motor at Variable and Constant Speed by Using MATLAB 基于MATLAB的直流伺服电机变、恒转速PID控制器仿真模型
Pub Date : 2023-02-22 DOI: 10.18196/jrc.v4i1.15866
Z. Abdullah, S. W. Shneen, Hashmia S. Dakheel
The current simulation is conducted in order to develop an appropriate design for the control systems and control the speed of the electric motor. To obtain the appropriate and required design, work is carried out for two cases, a constant speed and the other case at variable speed in different conditions for operation of dc servo motor, these conditions include rotating in a clockwise direction, break and returns rotating in the opposite clockwise direction. Through the proposed working conditions, it is possible to obtain the best values for the parameters of the control unit that improve the working performance of dc servo motor, which were shown by the simulation results and their values were kp =5, ki=3 and kd=5 for PID controller. Which changed the system response speed, rise time and the upper and lower bypass ratio at acceptable rates and ratios to prove an improvement procedure in the work of the electric motor.
为了设计合适的控制系统和控制电动机的速度,进行了电流仿真。为了得到合适的和需要的设计,对直流伺服电机在顺时针方向旋转、顺时针方向反向旋转、断路和回转两种不同工况下的恒转速和变速工况进行了工作。通过提出的工况,可以得到改善直流伺服电机工作性能的控制单元参数的最佳值,仿真结果表明,其值为PID控制器kp =5, ki=3, kd=5。将系统的响应速度、上升时间和上下涵道比改变为可接受的速率和比率,证明了电动机工作的改进程序。
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引用次数: 1
期刊
Journal of Robotics and Control (JRC)
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