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2021 21st International Conference on Control, Automation and Systems (ICCAS)最新文献

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Nonimaging Optical Irradiance Optimization for Enhanced ROI of Mobile Robot LiDAR 提高移动机器人激光雷达ROI的非成像光辐照度优化
Pub Date : 2021-10-12 DOI: 10.23919/ICCAS52745.2021.9649904
I. Jeong, Youngbin Son, Junwoo Jason Son, Byeongho Song, Soohee Han
In this paper, the design method of illumination optics for solid-state AMCW (Amplitude Modulated Continuous Wave) LiDAR (Light Detection And Ranging) is suggested. To satisfy the horizontally long and vertically narrow atypical ROI (Region of Interest) of LiDAR, the concept of etendue is applied. For light sources placed in a rectangle shape, the short side of the source corresponds to the slow axis and the long side corresponds to the fast axis. In order to cover a light source placed in a rectangle, a translational design in which the cross section of the lens is extended in the axial direction is adopted. The refractive surface of the lens is modeled with two parametric curves, and parameters are adjusted to satisfy the given radiance criteria. In the design example, the design of a primary lens composed of one circular arc and a secondary lens formed by connecting circular arcs was derived. The designed optical system showed an efficiency of about 65% and a uniformity of 12%.
本文提出了固态调幅连续波激光雷达照明光学器件的设计方法。为了满足激光雷达的横向长和纵向窄的非典型感兴趣区域(ROI),应用了终端的概念。对于矩形光源,光源的短边对应慢轴,长边对应快轴。为了覆盖放置在矩形中的光源,采用平移设计,其中透镜的横截面在轴向上扩展。用两条参数曲线对透镜的折射曲面进行建模,并调整参数以满足给定的辐射准则。在设计实例中,推导了由一个圆弧组成的主透镜和由圆弧连接而成的副透镜的设计。设计的光学系统效率约为65%,均匀度为12%。
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引用次数: 0
24/7 Elderly Guard Robot: Emergency Detecting, Reacting, and Reporting 24/7老年警卫机器人:紧急情况探测、反应和报告
Pub Date : 2021-10-12 DOI: 10.23919/ICCAS52745.2021.9649813
Deok-Won Lee, A. Elsharkawy, Kooksung Jun, Yundong Lee, Seungjun Kim, M. Kim
As the number of elderly persons increases, greater attention must be given to how they or their caregivers deal with emergency situations. This paper describes an automated tracking, fall detection, and emergency recovery system for elderly persons, and shows that efficient a Socially Assistive Robot (SAR) can resolve emergency situations and abnormal behaviors for at-risk populations. Our assistant robot uses position data provided by Ultra-WideBand (UWB) wireless network and motion sensor information to detect potentially dangerous situations for elderly persons. In this context, a deep neural network-based double-check method has been developed to detect and confirm fall situation with high accuracy using in-house developed sensory hardware. We then simulated four typical emergency scenarios using SILBOT-3 robot. Interaction scenarios were demonstrated to 28 caregivers, who were then invited to complete a short questionnaire regarding benefits and improvements for our system. Caregivers responded positively to our system's performance and stated that they would accept an assistant robot that could notify them quickly about a dangerous situation or possibly resolve the situation autonomously.
随着老年人人数的增加,必须更加注意他们或他们的照顾者如何处理紧急情况。本文介绍了一种用于老年人的自动跟踪、跌倒检测和紧急恢复系统,并表明社会辅助机器人(SAR)可以有效地解决高危人群的紧急情况和异常行为。我们的助手机器人使用超宽带无线网络提供的位置数据和运动传感器信息来检测老年人潜在的危险情况。在这种情况下,我们开发了一种基于深度神经网络的双重检查方法,利用内部开发的传感器硬件,高精度地检测和确认坠落情况。然后,我们使用SILBOT-3机器人模拟了四种典型的紧急情况。我们向28名护理人员展示了互动场景,然后邀请他们完成一份关于我们系统的好处和改进的简短问卷。护理人员对我们系统的表现反应积极,并表示他们会接受一个能够快速通知他们危险情况或可能自主解决情况的助理机器人。
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引用次数: 0
Controller design for a level control system with valve stiction: A data-driven approach 具有阀栓的液位控制系统的控制器设计:数据驱动方法
Pub Date : 2021-10-12 DOI: 10.23919/ICCAS52745.2021.9649769
Jakkarawut Khamkaew, Krittapas Phannachet, Tanagorn Jennawasin
We propose a simple controller design method for a level control system subject to valve stiction. The proposed method is based on fictitious reference iterative tuning (FRIT) technique which can be adopted to tune parameters of simple controllers such as PID controllers by using a one-shot experimental data. In our framework, a simple model of the valve stiction is constructed using a piecewise-linear function, whose inverse model is easily obtained and used as a stiction compensator. The proposed method is applied to a double-tank liquid level system with several types of PID controllers. Numerical simulation is performed to verify effectiveness of the proposed approach.
提出了一种简单的受阀黏滞影响的液位控制系统控制器设计方法。该方法基于虚拟参考迭代整定(FRIT)技术,可以利用单次实验数据对PID控制器等简单控制器的参数进行整定。在我们的框架中,使用分段线性函数构造了简单的阀门粘滞模型,该模型的逆模型易于获得并用作粘滞补偿器。将该方法应用于具有多种PID控制器的双罐液位系统。通过数值仿真验证了该方法的有效性。
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引用次数: 0
Integration of Path Optimization and Obstacle avoidance for Autonomous Precision Immobilization Technique Maneuver 自主精密固定机动中路径优化与避障的集成
Pub Date : 2021-10-12 DOI: 10.23919/ICCAS52745.2021.9649972
Rohit Kumar, Rahul Meel, B. Sandeep Reddy
The PIT (Precision Immobilization Technique) maneuver is a pursuit tactic used by law-enforcement officials to handle dangerous vehicle pursuit situations, wherein a pursuing car can force a fleeing car to turn sideways abruptly, causing the driver to lose control and stop. Such maneuvers have pitfalls, in that they require sufficient skill on the part of the driver to be carried out. Furthermore, given the utilization of electronic stabilizing control systems in modern vehicles' manual PIT maneuvers require more precision to be carried out. However, the previous decades have also undergone significant changes, in particular the development of autonomous driving technologies, which are now available in commercial vehicles. Autonomous PIT maneuvers could be the next step in handling dangerous vehicle pursuits of fugitives. But for autonomous execution of such maneuvers, accurate path planning and obstacle avoidance must be carried out first. This work presents the implementation of path optimization technique along with obstacle avoidance in simulation environment as well as in physical environment for execution of autonomous PIT maneuvering. Path optimization ensures that the bullet vehicle arrives at the specific point where the PIT maneuver is carried out. An important path optimization method has been utilized to accomplish the goal. Furthermore, obstacle avoidance is integrated with path optimization to avoid mid-way stationary obstacles, thereby adding a more realistic scenario for the same. This paper makes a simplifying assumption that the target vehicle is stationary or moving at a constant velocity, which can be extended by future work to a more realistic scenario involving accelerated target vehicle.
PIT(精确制动技术)机动是执法人员用来处理危险车辆追击情况的一种追击战术,在这种情况下,追击的汽车可以迫使逃跑的汽车突然转向,导致司机失去控制并停车。这样的动作有陷阱,因为它们需要司机有足够的技巧才能完成。此外,考虑到现代车辆手动PIT机动中电子稳定控制系统的使用,需要进行更精确的操作。然而,过去几十年也发生了重大变化,特别是自动驾驶技术的发展,现在可以在商用车上使用。自动坑机动可能是处理危险车辆追捕逃犯的下一步。但要实现这种机动的自主执行,首先必须进行精确的路径规划和避障。本文提出了在仿真环境和物理环境中实现路径优化技术以及避障技术来执行自主PIT机动。路径优化保证了弹丸车到达进行PIT机动的特定点。为了实现这一目标,采用了一种重要的路径优化方法。此外,将避障与路径优化相结合,避开中途的静止障碍物,从而增加了更现实的场景。本文简化了目标车辆静止或匀速运动的假设,可以在今后的工作中推广到更现实的目标车辆加速的情况。
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引用次数: 0
Development of a Human-Like Learning Frame for Data-Driven Adaptive Control Algorithm of Automated Driving 基于数据驱动的自动驾驶自适应控制算法的类人学习框架研究
Pub Date : 2021-10-12 DOI: 10.23919/ICCAS52745.2021.9649954
K. Oh, Sechan Oh, Jongmin Lee, K. Yi
This paper proposes a human-like learning frame for data-driven adaptive control algorithm of automated driving. Generally, driving control algorithms for automated vehicles need environment information and relatively accurate system information like mathematical model and system parameters. Because there are unexpected uncertainties and changes in environment and system dynamic, derivation of relatively accurate mathematical model or dynamic parameters information is not easy in real world and it can have a negative impact on driving control performance. Therefore, this study proposes data-driven feedback control method for automated driving based on human-like learning frame in order to address the aforementioned limitation. The human-like learning frame is based on finite-memory like human and is divided into two parts such as control and decision parts. In the control part, it is designed that feedback gains are derived based on least squares method using saved error states and gains in finite-memory. And the control input has been computed using the derived feedback gains. After control input is used for driving control, it is designed that current error states and the used feedback gains are saved in the finite-memory real-time in the decision part if the time-derivative of cost function has a negative value. If the time-derivative of the cost function has greater than or equal to zero, it is designed that the feedback gains are updated using gradient descent method with sensitivity estimation and the used error states and gains are saved in the memory as a new data. The performance evaluation has been conducted using the Matlab/Simulink and CarMaker software for reasonable evaluation.
本文提出了一种用于自动驾驶数据驱动自适应控制算法的类人学习框架。自动驾驶汽车的驾驶控制算法通常需要环境信息以及数学模型、系统参数等相对准确的系统信息。由于环境和系统动态存在着不可预期的不确定性和变化,在现实世界中很难推导出相对精确的数学模型或动态参数信息,从而对驱动控制性能产生不利影响。因此,本研究提出了基于类人学习框架的自动驾驶数据驱动反馈控制方法,以解决上述局限性。类人学习框架是基于人的有限记忆,分为控制部分和决策部分两部分。在控制部分,设计了基于最小二乘法的反馈增益,利用保存的误差状态和有限内存下的增益。并利用得到的反馈增益计算控制输入。将控制输入用于驱动控制后,设计当代价函数的时间导数为负值时,将当前的错误状态和使用的反馈增益实时保存在决策部分的有限内存中。当代价函数的时间导数大于等于零时,采用梯度下降法对反馈增益进行灵敏度估计更新,并将使用过的误差状态和增益作为新数据保存在存储器中。利用Matlab/Simulink和maker软件进行了性能评价,进行了合理的评价。
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引用次数: 1
Neuro-evolutionary based controller design for linear and non-linear systems 基于神经进化的线性和非线性系统控制器设计
Pub Date : 2021-10-12 DOI: 10.23919/ICCAS52745.2021.9649985
Samarth Singh, K. Kishore, S. A. Akbar
In the present work a Neuro-Evolution based approach has been used to train a neural network for control of some sample systems. This method makes use of Genetic algorithm, here it is generating a population of neural networks and introduces mutation for producing better off-springs for the next generation. The approach is kind of black box optimization and do not require any back propagation for training. It makes use of fitness function to evaluate performance of off-springs, this fitness function is based on a novel reward function which allows for quick and smooth settling of the sample system towards set point. In order to address dynamics of the system's time sequenced error has been taken as exogenous input for the neural network. The method has been tested on a linear first order system and a system having non linearity.
在本工作中,基于神经进化的方法被用于训练神经网络来控制一些样本系统。这种方法利用遗传算法,在这里它产生一个神经网络群体,并引入突变,为下一代产生更好的后代。这种方法是一种黑盒优化,不需要任何反向传播来进行训练。它利用适应度函数来评价后代的性能,该适应度函数基于一种新颖的奖励函数,允许样本系统快速平稳地向设定点沉降。为了解决系统的动力学问题,将时间序列误差作为神经网络的外源输入。该方法已在线性一阶系统和非线性系统上进行了试验。
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引用次数: 2
Design of Supervisory Model Predictive Control for Building HVAC System with Time-Varying Coefficient of Performance 时变性能系数建筑暖通空调系统监控模型预测控制设计
Pub Date : 2021-10-12 DOI: 10.23919/ICCAS52745.2021.9649947
Chanthawit Anuntasethakul, Kantapong Leungrungwason, D. Banjerdpongchai
This paper presents a design of supervisory model predictive control (SMPC) for a building heating-ventilation-air-conditioning (HVAC) system. The control objectives are to minimize the total operating cost (TOC) and the thermal comfort cost (TCC). According to practical realization, a coefficient of performance (COP) is a time-varying parameter of HVAC system and depends on environment conditions. Therefore, we employ an artificial neural network (ANN) with k-means clustering to predict the COP. We design the SMPC to determine the optimal set-point temperature for the HVAC system which serves our control objectives. We utilize the predicted mean vote (PMV) to handle thermal comfort of occupants and to indicate an acceptable bound of the optimal set-point temperature. We formulate the SMPC with the predicted COP integration as two quadratic programs. The first quadratic program is a supervisory control problem for optimal set-point searching problem and the other is an MPC problem for optimal control input searching problem. Our results reveal that the root-mean-square error (RMSE) of the predicted COP is reduced by 34% using the clustered-ANN. When the SMPC is applied to the time-varying HVAC system, the TOC decreases by 14.53% compared to that of the nominal operation. Moreover, the maximum electrical power of the HVAC system is reduced by 15.66% resulting from smoothly shaved electrical power profile.
本文提出了一种建筑暖通空调系统的监控模型预测控制(SMPC)设计。控制目标是最小化总运行成本(TOC)和热舒适成本(TCC)。从实际实现来看,空调系统的性能系数是一个时变参数,与环境条件有关。因此,我们采用一种具有k-means聚类的人工神经网络(ANN)来预测COP。我们设计SMPC来确定HVAC系统的最佳设定点温度,以满足我们的控制目标。我们利用预测的平均投票(PMV)来处理乘员的热舒适性,并指出最佳设定点温度的可接受范围。我们将预测的COP积分用两个二次规划来表示SMPC。第一个二次规划是最优设点搜索问题的监督控制问题,另一个二次规划是最优控制输入搜索问题的MPC问题。我们的研究结果表明,使用聚类神经网络预测COP的均方根误差(RMSE)降低了34%。当SMPC应用于时变暖通空调系统时,TOC比标称运行时降低了14.53%。此外,由于平滑的电力剖面,HVAC系统的最大电力减少了15.66%。
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引用次数: 1
ROSSi A Graphical Programming Interface for ROS 2 ros2的图形化编程界面
Pub Date : 2021-10-12 DOI: 10.23919/ICCAS52745.2021.9649736
Constantin Wanninger, Sebastian Rossi, Martin Schörner, A. Hoffmann, Alexander Poeppel, Christian Eymueller, W. Reif
The Robot Operating System (ROS) offers developers a large number of ready-made packages for developing robot programs. The multitude of packages and the different interfaces or adapters is also the reason why ROS projects often tend to become confusing. Concepts of model-driven software development using a domain-specific modeling language could counteract this and at the same time speed up the development process of such projects. This is investigated in this paper by transferring the core concepts from ROS 2 into a graphical programming interface. Elements of established graphical programming tools are compared and approaches from modeling languages such as UML are used to create a novel approach for graphical development of ROS projects. The resulting interface is evaluated through the development of a project built on ROS, and the approach shows promise towards facilitating work with the Robot Operating System.
机器人操作系统(ROS)为开发人员提供了大量用于开发机器人程序的现成软件包。大量的包和不同的接口或适配器也是ROS项目经常变得令人困惑的原因。使用特定于领域的建模语言的模型驱动软件开发的概念可以抵消这一点,同时加速此类项目的开发过程。本文通过将ROS 2的核心概念转换为图形编程界面来研究这一点。对已建立的图形编程工具的元素进行比较,并使用来自建模语言(如UML)的方法来创建ROS项目的图形化开发的新方法。通过开发基于ROS的项目来评估生成的接口,该方法有望促进机器人操作系统的工作。
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引用次数: 0
Optimal Design Parameters of Exhaust Valve Spring in IC Engines Using Metaheuristic Algorithms 基于元启发式算法的内燃机排气门弹簧参数优化设计
Pub Date : 2021-10-12 DOI: 10.23919/ICCAS52745.2021.9649977
A. Arabí, H. Osman
The exhaust valve is responsible for the engine's smooth operation. Exhaust gases are directed from the combustion chamber to the exhaust manifold via the exhaust valve. Valve springs are subjected to tensile strains as a result of gas pressure fluctuations, fluctuating loads, and elasticity loosening as the IC engine runs. Excessive valve noise and internal engine damage can be caused by weak or cracked exhaust valve springs in an IC engine. Recent Metaheuristic Algorithms, such as Sin-Cos, PSO, GPSO, Cukoo, and ABC, are utilized in this study to find the best design parameters for the exhaust valve spring while keeping the spring's deflection, shear stresses, and fatigue in mind. The PSO and Sin-Cos algorithms outperform the others in terms of speed of convergence, while the GPSO achieves a helical spring weight of 2.1N.
排气阀负责发动机的平稳运转。废气通过排气阀从燃烧室引导到排气歧管。由于气体压力波动、负载波动和内燃机运行时的弹性松动,气门弹簧受到拉伸应变的影响。过度的气门噪音和发动机内部损坏可能是由弱或破裂的排气门弹簧在一个集成电路发动机。本研究采用了Sin-Cos、PSO、GPSO、Cukoo和ABC等最新的元启发式算法,在考虑弹簧挠度、剪切应力和疲劳的情况下,为排气阀弹簧找到最佳设计参数。PSO和Sin-Cos算法在收敛速度方面优于其他算法,而GPSO实现了2.1N的螺旋弹簧权。
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引用次数: 0
Control of ankle joint motion change induced by vibration stimulation on the Gastrocnemius muscle during continuous joint motion 连续关节运动中腓肠肌振动刺激引起的踝关节运动变化的控制
Pub Date : 2021-10-12 DOI: 10.23919/ICCAS52745.2021.9649798
Danwen Li, Satoshi Nishikawa, K. Kiguchi
It has been shown that changes in movement caused by reflex phenomena and kinesthetic illusion can be induced by giving vibratory stimulation on specific muscles during limb movements. By using this phenomenon, there is a possibility that the lower-limb perception-assist, in which inappropriate motion is automatically modified, is realized. In this study, change of ankle joint motion by giving the vibration stimulation on the gastrocnemius muscle in the lower-limb is studied by performing the experiment of adding vibration stimulation to the gastrocnemius muscle during the movement of ankle joint dorsiflexion and plantar flexion under several frequency ranges. The results indicate that the amount of motion change varies depending on the frequency of the vibration stimulation. Based on the characteristics of motion change with respect to vibration stimulation, a method to control the change of the user's ankle joint dorsiflexion motion by adjusting the frequency of the vibration stimulation to achieve the target motion, which is different from the user's intended motion, is evaluated. It is confirmed that there is a possibility that the vibration stimulation can be applicable to modify the human ankle joint motion for the perception-assist using frequency change.
已有研究表明,在肢体运动过程中,对特定肌肉进行振动刺激可以引起反射现象和动觉错觉引起的运动变化。利用这一现象,有可能实现自动修正不适当动作的下肢感知辅助。本研究通过在不同频率范围的踝关节背屈和足底屈运动中对腓肠肌进行振动刺激的实验,研究对下肢腓肠肌进行振动刺激对踝关节运动的影响。结果表明,振动刺激的频率不同,运动变化的量也不同。根据振动刺激下运动变化的特点,评估了一种通过调节振动刺激频率来控制用户踝关节背屈运动变化的方法,从而达到不同于用户预期运动的目标运动。验证了振动刺激可以应用于通过频率变化来改变人体踝关节运动以辅助感知的可能性。
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引用次数: 0
期刊
2021 21st International Conference on Control, Automation and Systems (ICCAS)
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