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Experimental Studies on Solar Panel Cleaning Task by a Foldable Robot Arm of a Drone 无人机可折叠机械臂清洁太阳能电池板的实验研究
Q3 Mathematics Pub Date : 2023-11-30 DOI: 10.5302/j.icros.2023.23.0076
Ye-Jin Choi, Seul Jung
This paper presents experimental studies of a solar panel cleaning task using a drone manipulator. The drone arm is designed to be foldable and lightweight for easy transport by the drone. A flexure mechanism was used to suppress vibration in a cleaning device attached to the end-effector of the drone arm. The foldable robot arm of the drone was implemented and uses hybrid force control to regulate contact force on a solar panel for the efficient cleaning task. Clustering algorithms were used to classify the groups to be cleaned for the efficient cleaning. Experimental studies of the cleaning solar panel with the foldable arm with a flexure system were conducted.
本文介绍了利用无人机机械手进行太阳能电池板清洁任务的实验研究。无人机臂的设计是可折叠的,重量轻,便于无人机运输。采用柔性机构抑制无人机臂末端执行器清洗装置的振动。实现了无人机的可折叠机械臂,并使用混合力控制来调节太阳能电池板上的接触力,以实现高效的清洁任务。采用聚类算法对待清理组进行分类,实现高效清理。对具有柔性系统的可折叠臂清洁太阳能电池板进行了实验研究。
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引用次数: 0
A Linear Matrix Inequality-based Relaxed Time-delay Platooning Controller Design for Multiple Autonomous Vehicles 基于线性矩阵不等式的多自动驾驶车辆松弛时滞队列控制器设计
Q3 Mathematics Pub Date : 2023-11-30 DOI: 10.5302/j.icros.2023.23.0118
Seunghoon Lee, Han-Sol Kim
This study presents a method for designing a platooning controller for multiple autonomous vehicles, including time delay. The platooning control system under consideration is represented as a linear state space equation with a time-delayed state variable. Subsequently, we derived stabilization conditions for the platooning control system to ensure string stability, in terms of linear matrix inequalities. When deriving stabilization conditions, we used two types of integral inequalities and compared their application. Finally, we verified and compared the performance of the designed platooning controller using simulation examples.
提出了一种考虑时间延迟的多自动驾驶车辆队列控制器设计方法。将所考虑的队列控制系统表示为具有时滞状态变量的线性状态空间方程。在此基础上,利用线性矩阵不等式推导出了保证串稳定的队列控制系统的稳定条件。在导出镇定条件时,我们使用了两种类型的积分不等式,并比较了它们的应用。最后,通过仿真算例对所设计的队列控制器的性能进行了验证和比较。
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引用次数: 0
A Base Station Placement Method For High-precision Positioning Using Reinforcement Learning 一种基于强化学习的高精度定位基站放置方法
Q3 Mathematics Pub Date : 2023-11-30 DOI: 10.5302/j.icros.2023.23.0113
Jun-Gyu Hwang, Joon-Goo Park
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引用次数: 0
Absolute Position and Orientation Recognition Technology Using an RFID for Mobile Robots 基于RFID的移动机器人绝对位置和方向识别技术
Q3 Mathematics Pub Date : 2023-10-31 DOI: 10.5302/j.icros.2023.23.0049
Hyun-Jeong Lee, Min-Cheol Lee, Moon-Sik Kim
Localization is one of the most important technologies of indoor service robots. The accumulated position error due to long-time driving makes it difficult to perform the location based service. In this paper, we propose a radio frequency identification (RFID) absolute positioning system that measures the position and direction of movement of the robot using only RFID information. When the robot is moving, the position error increases while the position measurement algorithm is updated, so in this paper, the position error is estimated and corrected to improve position accuracy.
定位是室内服务机器人的重要技术之一。由于长时间驾驶造成的累积位置误差给定位服务带来困难。在本文中,我们提出了一种射频识别(RFID)绝对定位系统,该系统仅使用RFID信息来测量机器人的位置和运动方向。机器人在运动过程中,随着位置测量算法的更新,位置误差会增大,因此本文对位置误差进行估计和修正,以提高位置精度。
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引用次数: 0
Control System Development and Demonstration to Improve Heat Storage Efficiency for Optimizing Steam Boiler Operation 控制系统的开发和演示,以提高储热效率,优化蒸汽锅炉运行
Q3 Mathematics Pub Date : 2023-10-31 DOI: 10.5302/j.icros.2023.23.0021
Myung-Sung Park, Joung-Han Lee
To ensure competitive advantage in the steelworks industry, the operation of the steam boiler used during the production process must be optimized. The by-product gas generated in a steel mill is used as a raw material for the steam boiler. As the amount of heat generated by the boiler depends on the process and raw materials used, the varying properties of the by-product gas lead to significant fluctuations in the amount of steam produced. This study proposes a method for correcting the calorific value of the raw material input to the boiler for stable steam production through an equation; further, the effectiveness of the method is verified by applying the correction equation to actual boiler operation.
为了确保钢铁行业的竞争优势,必须优化生产过程中使用的蒸汽锅炉的运行。炼钢厂产生的副产气体作为蒸汽锅炉的原料。由于锅炉产生的热量取决于所使用的工艺和原材料,副产品气体的不同性质导致产生的蒸汽量有很大的波动。本文提出了一种通过方程修正输入锅炉的原料热值以稳定产汽的方法;将修正方程应用于锅炉实际运行,验证了该方法的有效性。
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引用次数: 0
A Method of Mapping Between Information Model and ROS 一种信息模型与ROS的映射方法
Q3 Mathematics Pub Date : 2023-10-31 DOI: 10.5302/j.icros.2023.23.0105
Donguk Yu, Hong-Seong Park
This paper proposes a mapping method between ROS (Robot Operating System) and the ISO TC299 WG6"s software information model standard for robot modules, providing interoperability, reusability, and interchangeability. To achieve this, this paper addresses issues such as the representation of data types for IO variables class and role relationships and data types in Services class, which are present in the current version of the information model, and provides solutions to complement them. It proposes mapping methods between the names, type structures, and type names of topics and services, which are used in ROS nodes, and IO variables class and Services class of the information model. To validate the proposed methods, an XML example for the IO variables and the Services classes for the information model is provided. Based on this example, related skeleton codes are generated for ROS nodes with topics and services. The generated skeleton codes are built and executed, and the information specified in the information model is compared to the results obtained from the execution of the generated codes, validating the proposed method.
本文提出了机器人操作系统(ROS)与ISO TC299 WG6机器人模块软件信息模型标准之间的映射方法,提供了互操作性、可重用性和互换性。为了实现这一点,本文解决了诸如IO变量类和角色关系的数据类型的表示以及服务类中的数据类型等问题,这些问题存在于当前版本的信息模型中,并提供了解决方案来补充它们。提出了ROS节点中使用的主题和服务的名称、类型结构和类型名称与信息模型的IO变量类和services类之间的映射方法。为了验证所建议的方法,提供了用于IO变量和用于信息模型的Services类的XML示例。基于此示例,为具有主题和服务的ROS节点生成相关的骨架代码。构建并执行生成的骨架代码,并将信息模型中指定的信息与从生成代码的执行中获得的结果进行比较,从而验证所建议的方法。
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引用次数: 0
A Study on Performance Evaluation of MWIR Image Detection Based on YOLO Model Using RGB Channel Image 基于RGB通道图像的YOLO模型MWIR图像检测性能评价研究
Q3 Mathematics Pub Date : 2023-10-31 DOI: 10.5302/j.icros.2023.23.0095
Byung-Jin Kang, Jaehyun Bae, Daehyeon Kim, Kyunghoon Baek
Recently, artificial intelligence is being used in many business fields. In the field of image, it is used in many different forms, starting with simple object detection, tracking, synthetic image generation, and style conversion. In particular, the object detection field has already been applied and used in many fields such as national defense, product defect detection, and security thanks to tremendous development. However, current object detection models are mainly performed with RGB images. Due to this direction of research, a separate study is underway for a model for IR image. Because of this, the development of deep learning models for IR images is much slower than RGB images. In addition, due to the lack of IR image data, research on IR image deep learning models is becoming more and more laggy compared to other deep learning studies. This paper proposes that the model trained on RGB images shows excellent performance in IR images. The object detection deep learning model learns shape information by using feature extraction. Our results show that IR images showing the shape of an object and images learned as RGB images can be sufficiently inferred. As a result, the model trained with RGB images shows robustness even in IR images.
最近,人工智能在许多商业领域得到了应用。在图像领域,它以许多不同的形式被使用,从简单的对象检测、跟踪、合成图像生成和样式转换开始。特别是目标检测领域,已经在国防、产品缺陷检测、安全等诸多领域得到了巨大的发展和应用。然而,目前的目标检测模型主要是对RGB图像进行检测。由于这个方向的研究,一个独立的研究正在进行模型的红外图像。因此,红外图像的深度学习模型的开发要比RGB图像慢得多。此外,由于红外图像数据的缺乏,相对于其他深度学习研究,红外图像深度学习模型的研究越来越滞后。本文提出在RGB图像上训练的模型在红外图像上表现出优异的性能。目标检测深度学习模型通过特征提取来学习形状信息。我们的结果表明,显示物体形状的红外图像和作为RGB图像学习的图像可以得到充分的推断。结果表明,用RGB图像训练的模型即使在红外图像中也具有鲁棒性。
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引用次数: 0
Vehicle Dynamic Model Based Navigation Algorithm Requirement Analysis for Improving High Precision Inertial Navigation System 基于车辆动态模型的导航算法改进高精度惯性导航系统需求分析
Q3 Mathematics Pub Date : 2023-10-31 DOI: 10.5302/j.icros.2023.23.0112
Bo-Sung Ko, Yong-Hun Kim, Joo-Han Lee, So-Jin Park, Seung Hyo Park, Jin Woo Song
We propose an idea of using VDM (Vehicle Dynamic Model) as a constraint of INS (Inertial Navigation System) for improving the long term navigation performance. In order to suppress long term INS error, a constrained Kalman filter is applied. Before developing the high precision INS with various sensors and techniques, M&S (Modeling & Simulation) step is performed to define and validate the necessary requirements of the development, which here in this research, the requirement of VDM quality is analyzed. M&S is constructed using a 6-DOF submarine dynamic model and a guidance-navigation control model. It is assumed that the navigation sensor is consisted with an inertial measurement unit, EM-Log (Electromagnetic Log), and DM (Depth Module). Monte-Carlo simulation results confirm the effectiveness of the VDM employed by the constrained Kalman filter and requirements for VDM error are also analyzed.
为了提高惯性导航系统的长期导航性能,提出了一种利用车辆动态模型(Vehicle Dynamic Model, VDM)约束惯性导航系统的思想。为了抑制惯导系统的长期误差,采用了约束卡尔曼滤波器。在开发采用各种传感器和技术的高精度惯导系统之前,首先进行建模与仿真(M&S)步骤,以定义和验证开发的必要要求,在本研究中,分析了对VDM质量的要求。采用六自由度潜艇动力学模型和制导导航控制模型构建了M&S系统。假设导航传感器由惯性测量单元、EM-Log(电磁日志)和DM(深度模块)组成。蒙特卡罗仿真结果证实了约束卡尔曼滤波器所采用的VDM的有效性,并分析了对VDM误差的要求。
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引用次数: 0
Research on the Optimization of Local Node Connectivity Computation Using GPGPU 基于GPGPU的本地节点连通性计算优化研究
Q3 Mathematics Pub Date : 2023-10-31 DOI: 10.5302/j.icros.2023.23.0102
Soo-Ho Jang, Sookwang Lee, Jaehwan Lee
The local node connectivity of a graph indicates its stability and robustness as well as the importance of its vertices. This study presents the process and results of designing local node connectivity computation algorithms for graphs using parallel processing in GPGPU (General-Purpose computing on Graphics Processing Units). These algorithms focus on reducing latency by optimizing the computation for finding the shortest paths. Here, the algorithms “Variable Threads” and “Fixed Threads” are proposed and compared with a CPU-based baseline algorithm. Experimental results show that the GPU-based approach achieved latency reductions of up to 37% and 15% in sparse and dense graphs, respectively. These findings elucidate the effectiveness of parallel processing on GPUs for improving the efficiency of local node connectivity computations.
图的局部节点连通性表明图的稳定性和鲁棒性,以及图中顶点的重要性。本文介绍了在GPGPU (General-Purpose computing on Graphics processing Units)中使用并行处理设计图形局部节点连通性计算算法的过程和结果。这些算法的重点是通过优化寻找最短路径的计算来减少延迟。本文提出了“可变线程”和“固定线程”算法,并与基于cpu的基准算法进行了比较。实验结果表明,基于gpu的方法在稀疏图和密集图上的延迟分别减少了37%和15%。这些发现阐明了gpu并行处理对于提高本地节点连通性计算效率的有效性。
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引用次数: 0
Divide Cleaning Area Method for Multi-cleaning Robots Using Manufacturing Execution Systems Based on Contamination-level Estimation 基于污染等级估计的多清洗机器人制造执行系统清洗区域划分方法
Q3 Mathematics Pub Date : 2023-10-31 DOI: 10.5302/j.icros.2023.23.0117
Jeonghoon Kwak, Heeseok Shin, Hyewon Yoon, Jangseok Oh, Kap-Ho Seo, Kyungsook Lee
The Agricultural Products processing Center (APC) in Korea performs various tasks such as pre-cooling, sorting, packaging, and storage during the production of agricultural goods. To address the issue of dust occurring during the production processes at the APC, cleaning robots are employed. These robots are equipped to recognize the APC environment and perform cleaning tasks according to a specified pattern. However, variations in dust levels may lead to differences in cleaning effectiveness. Manufacturing Execution Systems (MES) can record the flow of agricultural products during production processes; this information can be utilized to predict dust areas and levels. The present study proposes a method based on MES to efficiently address the issue of dust at the APC. By setting the locations of the equipment within the APC and their respective discharge capacities for contaminants, and by considering the discrepancy between the input and output quantities of raw materials, the dust levels at various locations can be predicted. Based on the prediction, specific cleaning areas can be assigned to multiple cleaning robots. The utilization of MES can thus significantly increase the efficiency of multiple cleaning robots, ranging from 3% to as high as 22%.
韩国的农产品加工中心(APC)在农产品生产过程中负责预冷、分拣、包装、储存等各种工作。为了解决APC生产过程中产生的灰尘问题,使用了清洁机器人。这些机器人配备了识别APC环境并根据指定模式执行清洁任务的设备。然而,灰尘水平的变化可能导致清洁效果的差异。制造执行系统(MES)可以在生产过程中记录农产品的流动;这些信息可以用来预测尘埃的范围和水平。本研究提出了一种基于MES的高效解决APC粉尘问题的方法。通过设置APC内设备的位置和各自的污染物排放能力,并考虑原料输入量和输出量之间的差异,可以预测各个位置的粉尘水平。基于预测,可以将特定的清洁区域分配给多个清洁机器人。利用MES可以显著提高多个清洁机器人的效率,从3%到高达22%不等。
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引用次数: 0
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Journal of Institute of Control, Robotics and Systems
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