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2016 2nd IEEE International Symposium on Robotics and Manufacturing Automation (ROMA)最新文献

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Design and control of an upper arm exoskeleton using Fuzzy logic techniques 基于模糊逻辑技术的上臂外骨骼设计与控制
M. Tageldeen, N. Perumal, I. Elamvazuthi, T. Ganesan
Traditional rehabilitation suffers from aplenty downfalls; they are costly and time consuming. Robotic rehabilitation has the potential to be a better substitute. Recent evidence suggests that there is a pressing need to employ the patient muscle effort to control the assistive robot, otherwise the patient may fully depend on the robot, and this leads to slackness and deteriorated muscle functionalities. The development of a non-invasive human-machine interface is challenging, since surface electromyography (sEMG) electrodes are uncertain and noise; hence a model that considers the uncertainty and noise involved seems important. This study aims to contribute to this growing area of research by exploring and comparing the performance of different Fuzzy logic techniques on the estimation of joint torques from relevant muscles electromyography measurements for the accurate control of rehabilitation exoskeletons.
传统的康复遭受了很多挫折;它们既昂贵又耗时。机器人康复有可能成为更好的替代品。最近的证据表明,迫切需要利用患者的肌肉力量来控制辅助机器人,否则患者可能完全依赖机器人,这将导致松弛和肌肉功能恶化。非侵入式人机界面的开发具有挑战性,因为表面肌电图(sEMG)电极是不确定的和噪声的;因此,考虑到不确定性和噪声的模型似乎很重要。本研究旨在通过探索和比较不同模糊逻辑技术在从相关肌肉肌电测量中估计关节扭矩方面的性能,从而为康复外骨骼的精确控制做出贡献。
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引用次数: 7
Facial emotion recognition under partial occlusion using Empirical Mode Decomposition 基于经验模态分解的局部遮挡下面部情绪识别
H. Ali, M. Hariharan, S. Yaacob, A. H. Adom, S. K. Za'ba, M. Elshaikh
One of the challenges in automatic facial emotion recognition nowadays is the ability to handle with complicated environment conditions such as in the presence of partial occlusions of facial images. To address this issue, therefore this paper proposed to investigate the effect of facial emotion recognition in the presence of partially occluded images using empirical mode decomposition (EMD). EMD a multi-resolution technique which is adaptively decomposed non-stationary and nonlinear data into a small set of frequency component known as intrinsic mode functions (IMFs). In this work, the face image is firstly projected into 1D signal using the Radon transform. The projected 1D signal is subjected to EMD to extract the significant features based on IMFs. The obtained IMFs features are further reduced using PCA plus LDA to reduce the dimension of the features. Then, the reduced feature vector is used as input to Support Vector Machines (SVM) classifier for recognizing seven facial emotions. A series of experiments has been conducted on the CK database under four different modes of occlusion such as right face occlusion, left face occlusion, upper face occlusion and lower face occlusion. The experimental results show that the upper face occlusion contributes the highest recognition rate which is 93.91%, thus the proposed method demonstrates the promising results.
目前,人脸情感自动识别面临的挑战之一是如何处理复杂的环境条件,如面部图像的部分遮挡。为了解决这一问题,本文提出利用经验模态分解(EMD)研究部分遮挡图像下面部情绪识别的效果。EMD是一种多分辨率技术,它将非平稳和非线性数据自适应地分解成一组称为内禀模态函数(IMFs)的频率分量。在这项工作中,首先使用Radon变换将人脸图像投影成一维信号。对投影的一维信号进行EMD,提取基于IMFs的显著特征。利用PCA + LDA对得到的imf特征进行降维。然后,将约简后的特征向量作为支持向量机分类器的输入,对7种面部表情进行识别。在CK数据库上进行了右脸遮挡、左脸遮挡、上脸遮挡和下脸遮挡四种不同遮挡模式下的一系列实验。实验结果表明,上面部遮挡对图像的识别率最高,达到93.91%,表明该方法具有良好的效果。
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引用次数: 7
Mobile robot structure design, modeling and simulation for confined space application 密闭空间移动机器人结构设计、建模与仿真
A. A. Razak, A. Abdullah, K. Kamarudin, F. Saad, S. Shukor, H. Mustafa, M. Bakar
The atmospheric hazards that may be present in confined space pose serious threat to human while carrying special task in the respective location. Among the areas that are considered as confined space are utility tunnel, boiler, storage tank, sewage lines, man holes and underground electrical fault. Currently, there is no specific technique to replace worker for task such as collecting air sample in the confined space for monitoring the hazards. A mobile robot integrated with an electronic nose (e-nose) (i.e also called mobile olfaction) can be used to maneuver through the environment and at the same time monitor the hazards. In this paper a mobile robot structure is designed, modeled and simulated for confined space application. The mobile robot is designed to adopt four wheels skid-steering driving mechanism to allow immediate and sharp turning. The mathematical description of the robot is represented by static kinematic model. The robot's rectangular structure is built using hollow rectangular mild steel bars. Simulation is done to analyse the structure's stress and displacement. The analysis of the results indicates that the structure is suitable to be used for the confined space application.
密闭空间中可能存在的大气危害对在相应场所执行特殊任务的人员构成严重威胁。被认为是密闭空间的区域包括公用隧道、锅炉、储罐、污水管道、人孔和地下电气故障。目前,还没有专门的技术来代替工人在密闭空间中采集空气样本来监测危害。集成电子鼻(e-nose)(即也称为移动嗅觉)的移动机器人可用于在环境中机动,同时监测危险。本文设计了一种适用于密闭空间的移动机器人结构,并对其进行了建模和仿真。移动机器人采用四轮滑转向驱动机构,实现快速急转弯。机器人的数学描述由静态运动学模型表示。机器人的矩形结构由中空的矩形低碳钢条构成。对结构的应力和位移进行了仿真分析。分析结果表明,该结构适合于密闭空间的应用。
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引用次数: 6
Potential use of Social Assistive Robot based rehabilitation for children with Cerebral Palsy 社交辅助机器人在脑瘫儿童康复中的潜在应用
Norjasween Abdul Malik, H. Yussof, F. A. Hanapiah
Socially Assistive Robotics (SAR) is an emerging field of research focused on assisting people through social interaction. Nowadays, attention has been paid on socially assistive robots that mediate communication and social exchange, especially for people with disabilities. Cerebral palsy (CP) is a common neurological disorder among children that impairs motor function and may involve cognitive dysfunction. The use of social assistive robotic technology has created potential approach in CP rehabilitation. The objective of this paper is to compare the study methodology three published articles regarding the SAR in rehabilitation for children with CP and to study the feasibility of using SAR to improve physical and cognitive function of children with CP. This paper also includes methodology description of our current study that has been done to fulfil the research gap found from the previous studies.
社会辅助机器人(SAR)是一个新兴的研究领域,专注于通过社会互动来帮助人们。目前,社会辅助机器人已成为人们关注的焦点,特别是为残疾人提供沟通和社会交流的辅助机器人。脑瘫(CP)是一种常见的儿童神经系统疾病,损害运动功能并可能涉及认知功能障碍。社会辅助机器人技术的使用为脑瘫康复创造了潜在的途径。本文的目的是比较三篇已发表的关于SAR在CP儿童康复中的研究方法,并研究使用SAR改善CP儿童身体和认知功能的可行性。本文还包括我们目前研究的方法描述,以弥补以往研究中发现的研究空白。
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引用次数: 7
HRI observation with My Keepon robot using Kansei Engineering approach 使用感性工学方法观察My Keepon机器人的HRI
A. Azmin, S. Shamsuddin, H. Yussof
Human-robot interaction (HRI) is an interaction technology which breaks the communication boundaries between humans and robots. HRI research is usually carried out using expensive robots. This has become a limitation in this research area. This study developed a programmed interaction by hacking My Keepon, a toy like-robot to interact with kindergarten children. Feedback on My Keepon features that are attractive to the children during HRI are analysed using Kansei Engineering method to investigate whether the children are attracted towards a simple robot. Four children aged 4 and 5 years old were selected for the HRI observation. The children interacted with My Keepon by touching and responding to sounds from the robot. Video records of the interaction will be analysed by giving scores on eight Kansei emotions. Interview session after the experiment will show how the children emotionally perceive My Keepon. Results will conclude the suitability of My Keepon as a robotic play companion for use in kindergartens.
人机交互(HRI)是一种打破人与机器人之间通信界限的交互技术。人力资源研究通常使用昂贵的机器人进行。这已成为本研究领域的一个局限。这项研究开发了一个程序化的互动,通过黑客My Keepon,一个类似机器人的玩具,与幼儿园的孩子互动。在HRI期间,使用感性工程学方法分析了对儿童有吸引力的My Keepon功能的反馈,以调查儿童是否被简单的机器人所吸引。选取4名年龄分别为4岁和5岁的儿童进行HRI观察。孩子们通过触摸和回应机器人发出的声音来与My Keepon互动。互动的视频记录将通过对八种感性情绪进行评分来分析。实验后的访谈将显示儿童在情感上如何看待《我的Keepon》。结果将得出My Keepon作为机器人玩伴在幼儿园使用的适用性。
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引用次数: 9
Development of a 3D virtual platform for an upper arm robotic exoskeleton 上臂机器人外骨骼三维虚拟平台的开发
M. Tageldeen, Irraivan Elamvazuthi, N. Perumal, Timothy Ganesan, A. Borboni
Robotic rehabilitation is overtaking traditional rehabilitation, since it ensures exercises are practiced accurately with flexibility in the degree of assistance that the patients require. Nevertheless, robotics rehabilitation is automatic and can become monotonous, hence, disengage the patient. Although Serious Games are an excellent approach to engaging the patients in robotics rehabilitation with exoskeletons, the lack of a specialty development platform leads game developer to invest a significant amount of time to produce the basic software functionalities of interfacing the hardware and controlling the communication between the different system components. This paper presents a set of interfacial nodes that makes up virtual 3D gaming environment that is based on but not limited to upper limb exoskeletons. The nodes use a combination of accelerometer, gyro, compass and a variable resistance to measure the joints kinematics and interpolates the dynamics, the framework provides functions that models the sensors input and simplify object generation in 3D Serious Games engines.
机器人康复正在超越传统的康复,因为它确保了练习的准确性和病人需要的辅助程度的灵活性。然而,机器人康复是自动的,可能会变得单调,因此,脱离病人。虽然Serious Games是一种很好的方法,让患者参与外骨骼机器人康复,但缺乏专业开发平台导致游戏开发者投入大量时间来制作硬件接口的基本软件功能,并控制不同系统组件之间的通信。本文提出了一组基于但不限于上肢外骨骼的虚拟3D游戏环境的接口节点。节点使用加速度计、陀螺仪、指南针和可变阻力的组合来测量关节的运动学和动态插值,该框架提供了建模传感器输入的功能,简化了3D严肃游戏引擎中的对象生成。
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引用次数: 3
Neural network architecture selection for efficient prediction model of gas metering system 燃气计量系统高效预测模型的神经网络结构选择
N. Rosli, R. Ibrahim, I. Ismail, S. Hassan, Tran Duc Chung
This paper presents a comparative study and analysis of different neural network architectures of which one will be recommended towards adoption for developing a prediction model for gas metering system. Thus, the focus of this paper is to select the most suitable neural network architecture for gas metering system prediction model. A few neural networks architecture are modeled and simulated; Radial basis Function (RBF), Multilayer Perceptron (MLP), Elman Network, Generalized Regression Neural Networks (GRNN) and Elman Neural Network. In order to select the best architecture, the performance of the various networks considered are compared. From the results obtained, the network architecture that results in the best performance is the RBF network structure. Hence recommended for adoption for the design.
本文对不同的神经网络结构进行了比较研究和分析,并将推荐一种神经网络结构用于燃气计量系统的预测模型。因此,本文的重点是为燃气计量系统的预测模型选择最合适的神经网络结构。对几种神经网络结构进行了建模和仿真;径向基函数(RBF)、多层感知器(MLP)、Elman网络、广义回归神经网络(GRNN)和Elman神经网络。为了选择最佳的体系结构,对各种网络的性能进行了比较。从得到的结果来看,性能最好的网络结构是RBF网络结构。因此推荐采用该设计。
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引用次数: 3
Design of automatic phase-controlled converter based on temperature for microwave drying system 微波干燥系统中基于温度的自动控相转换器的设计
S. Korkua, S. Chandhaket, Kamon Thinsurat, Komon Pornbandit
Owing to various advantages over conventional drying systems, microwave drying technology has been widely applied to vast industrial applications. During microwave drying especially in high moisture content products such as fruits and vegetables, temperature will increase dramatically since they are very responsive to microwave absorption. The characteristics of materials may change with the uncontrolled temperature and result in thermal burning and non-uniform temperature distribution in treated materials. To ensure the effective control without the material degradation, in this paper we propose the automatic phase-controlled of magnetron driver based on temperature detection. The low cost and non-contact infrared temperature measurement is implemented and evaluated in microwave environment. The objective of this proposed control is to automatically control the power output of the magnetron according to the actual product temperature. The hardware component selections and software flowchart are described. The feedback control algorithm based on microcontroller Arduino Mega 2560 is also presented in details. Experimental results of the proposed automatic temperature control of microwave drying system are investigated and verified the effectiveness of the proposed control system.
微波干燥技术由于具有传统干燥系统所没有的种种优点,在工业上得到了广泛的应用。在微波干燥过程中,特别是在水果和蔬菜等高水分产品中,温度会急剧升高,因为它们对微波吸收非常敏感。材料的特性会随着温度的不控制而发生变化,从而导致被处理材料的热燃烧和温度分布不均匀。为了保证有效控制而不导致材料退化,本文提出了一种基于温度检测的磁控管驱动自动控相方法。在微波环境下实现了低成本、非接触式红外测温方法,并对其进行了评价。该控制的目标是根据实际产品温度自动控制磁控管的功率输出。描述了硬件元件的选择和软件流程图。详细介绍了基于Arduino Mega 2560单片机的反馈控制算法。对所提出的微波干燥系统温度自动控制的实验结果进行了研究,验证了所提出的控制系统的有效性。
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引用次数: 6
Enhanced vision algorithm for concurrent assessment of Identification Marks for glass manufacturing 玻璃制造识别标志并行评估的增强视觉算法
C. Vázquez, Anel Garza, Miguel Arroyo
The aim of this paper is to present a robust and a reliable methodology based on concurrent evaluation of Identification Marks for Automotive Glass. The proposed methodology is modeled using Petri Nets and a test implementation of the algorithm was successfully achieved to evaluate a set of samples.
本文的目的是提出一种基于汽车玻璃识别标志并行评估的稳健可靠的方法。提出的方法使用Petri网建模,并成功实现了该算法的测试实现,以评估一组样本。
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引用次数: 0
Plantar pressure distribution and gait stability: Normal VS high heel 足底压力分布和步态稳定性:正常VS高跟鞋
Sharvindsing Karia, S. Parasuraman, M.K.A.Ahmed Khan, I. Elamvazuthi, Niranjan Debnath, S. Ali
In this paper, the plantar pressure distribution and the center of pressure movement were studied and gait stability of high heels versus normal heels was observed. A group of ten young female participants without any previous lower limbs injuries were asked to wear shoes of different heel heights, namely, 0cm, 2cm and 4cm and walk at a speed of 3km/hr on a treadmill. The pressure that their body exerts on the ground was recorded and analyzed. A statistical analysis was conducted and observed for the center of pressure (p<0.05), peak pressure (p<0.05) and the gait stability. The center of pressure moved from the heel to toe as heel height was increased and the peak pressure moved to the forefoot region. Tukey post-hoc analysis was performed in order to observe the differences in peak pressure in the forefoot, mid-foot and rear foot region. It was found that as the subjects wore a 4cm heel height shoes, the peak pressure was increased in the rear foot regions of the right foot. This resulted from the fact that they tend to lean on their right foot owing to instability during gait.
本文研究了高跟鞋与正常跟的足底压力分布和压力中心运动,并观察了高跟鞋与正常跟的步态稳定性。一组10名年轻的女性参与者之前没有任何下肢损伤,他们被要求穿着不同鞋跟高度的鞋子,分别是0厘米、2厘米和4厘米,在跑步机上以每小时3公里的速度行走。他们的身体对地面施加的压力被记录和分析。对压力中心(p<0.05)、压力峰值(p<0.05)和步态稳定性进行统计分析。随着鞋跟高度的增加,压力中心从脚跟向脚趾移动,压力峰值向前足区域移动。为了观察前足、中足和后足区域的峰值压力差异,进行了Tukey事后分析。结果发现,当受试者穿着鞋跟高度为4cm的鞋子时,右脚后足区的峰值压力增加。这是由于他们倾向于依靠他们的右脚,由于不稳定的步态。
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引用次数: 5
期刊
2016 2nd IEEE International Symposium on Robotics and Manufacturing Automation (ROMA)
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