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Design, implementation and evaluation for a high precision prosthetic hand using MyoBand and Random Forest algorithm 基于MyoBand和随机森林算法的高精度假手设计、实现和评估
Pub Date : 2020-09-19 DOI: 10.32508/stdjet.v3isi1.536
Duc Quang Nguyen, T. Pham, T. Quan
A prosthesis is an equipment provided to people who lost one or some parts of their limbs to help them having almost normal behaviors in daily or hard activities. The convenience and intelligence of devices should create easiness and flexibility for users. Artificial devices require interdisciplinary collaboration from neurosurgeons, surgical surgeons, physiotherapists and equipment development. Computer engineering plays a crucial role in the design step, supporting manufacturing, training and recognition to match the desirability of customers. Moreover, users need a wide range of different options such as an aesthetic functional material, a myoelectric mechanism, a body-powered appliance or an activity specified device. Thus, the flexible configuration, the proper features and the cost are some important factors that drive user's selection to the prosthesis. In this article, we describe an effective and powerful solution for analyzing, designing hardware and implementing software to train and recognize hand gestures for prosthetic arms. Moreover, we provide evaluation data of the method compared with similar approaches to support our design and implementation. This is fairly a complete system, making it a convenient solution for hand-cutoff people to control prosthetic hands using their electromyography signals. Statistical results with evaluations show that the device can respond correspondingly and the method creates promisingly recognition data after correct training processes. The prosthetic hardware implementation has also been simulated using a Light-emitting diode (LED) hand model with a high accuracy result.
假肢是为失去肢体的人提供的一种设备,帮助他们在日常或艰苦的活动中几乎正常的行为。设备的便利性和智能化应该为用户创造易用性和灵活性。人工设备需要神经外科医生、外科医生、物理治疗师和设备开发人员的跨学科合作。计算机工程在设计步骤中起着至关重要的作用,支持制造,培训和识别,以满足客户的需求。此外,用户需要广泛的不同选择,如美学功能材料、肌电机制、身体动力设备或活动指定设备。因此,灵活的结构、合适的特性和成本是驱动用户选择假肢的重要因素。在本文中,我们描述了一种有效而强大的解决方案,用于分析,设计硬件和实现软件,以训练和识别假肢手臂的手势。此外,我们还提供了与类似方法比较的评估数据,以支持我们的设计和实现。这是一个相当完整的系统,为断手者使用肌电信号控制假手提供了方便的解决方案。统计结果与评估表明,设备可以做出相应的响应,该方法在正确的训练过程后产生了有希望的识别数据。假肢的硬件实现也使用发光二极管(LED)手部模型进行了仿真,结果精度很高。
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引用次数: 0
Using landsat satellite images for assessing riverbank changes in the Mekong and Bassac rivers in the An Giang province 利用陆地卫星图像评估安江省湄公河和巴萨克河的河岸变化
Pub Date : 2020-09-19 DOI: 10.32508/stdjet.v2isi2.444
L. D. Nguyen, D. N. Khoi
An Giang Province is one of the key economic regions of Mekong Delta and of Vietnam. With the development of urbanization and industrialization, An Giang has been suffering a burden from natural disasters, including salinity intrusion, drought, and riverbank erosion, due to natural and anthropological drivers. Amongst them, riverbank erosion is a key problem of the An Giang province, caused by changes in hydrological and sediment characteristics because of hydropower development and sand exploitation in the upstream part. In this study, we investigated the riverbank changes by using the water extraction index based on the Landsat imagery data. Amongst three extraction indices, such as Normalized Difference Water Index (NDWI), Modified Normalized Water Index (MNDWI), and Automated Water Extraction Index (AWEI), AWEI was identified the suitable index for the study area replied on the assessment of the index performance in extracting the riverbank in the four test sites in An Giang province (An Phu District, Vinh Hoa District, Cho Moi District, and Vam Nao River). Based on that, AWEI was then used for riverbank extraction for the study area in the period 1989-2015. After using the AWEI riverbank extracting method, Linear Regression Rate (LRR) had been applied to estimate the rate of the riverbank changes in the study area. The results stated that the rate of riverbank erosion was high in meandering river segments and upper part of islets, such as Tan Chau (-33m/year), Cho Moi (-36m/year) and Vam Nao (-3.07m/year). Besides analyzing the rate of erosion, this research also discusses some potential reasons as well as protection method to mitigate this problem. This study reveals that it is crucial to take sustainable measures to mitigate erosion in An Giang province.
安江省是湄公河三角洲和越南的重要经济区域之一。随着城市化和工业化的发展,由于自然因素和人类因素的影响,安江一直遭受着盐碱化、干旱、河岸侵蚀等自然灾害的困扰。其中,河岸侵蚀是安江省的一个关键问题,是由于上游水电开发和采沙导致的水文泥沙特征变化造成的。本研究采用基于Landsat影像数据的水提取指数对河岸变化进行了研究。在归一化差水指数(NDWI)、修正归一化水指数(MNDWI)和自动水提取指数(AWEI) 3个提取指标中,通过对安江省4个试验点(安富区、永化区、赵莫依区和万瑙河)河岸提取指标的性能评价,确定了AWEI是研究区最适合的指标。在此基础上,利用AWEI对1989-2015年研究区进行河堤提取。采用AWEI河堤提取方法,应用线性回归率(LRR)估计研究区河堤变化速率。结果表明:滩洲(-33m/年)、曹梅岛(-36m/年)和万老岛(-3.07m/年)等曲流河段和小岛上部的河岸侵蚀速率较高;本研究除了分析侵蚀速率外,还探讨了潜在的侵蚀原因以及缓解侵蚀的保护方法。研究表明,安江省水土流失防治应采取可持续措施。
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引用次数: 0
Study on analysis and design of a VIAM- AUV2000 Autonomous Underwater Vehicle (AUV) VIAM- AUV2000自主水下航行器的分析与设计研究
Pub Date : 2020-04-12 DOI: 10.32508/stdjet.v3isi1.723
Ngoc-Huy Tran, T. Châu
This paper presents the design of the VIAM-AUV2000 autonomous underwater vehicle (AUV) with a built-in cylinder for floatation and counterbalance. The modular structure, including mechanical design, electronic system, and control algorithm, ensures continuous operation for the vehicle at a depth of 50 meters underwater. The main content will consist of two parts: the mechanical implementation and the electrical system. The mechanical implementation part will focus on calculating ship hull profile and material selection; computing and simulating stress and distortion on ship hull and waterproof covering using finite element method with NX Nastran; analyzing and planning cylinder and counterbalance arrangements. At the same time, the advantages of hybrid AUV design inspired from the traditional one with thruster and fins, as well as the underactuated glider form using counterbalance and cylinder for diving and floating, are discussed specifically in the upcoming sections. The electrical system for the robot is also mentioned and clarified through the selection of sensors, actuators, and hardware design to ensure stable operation for the diving robot at a depth of 50m and operate continuously for long periods underwater by using traditional AUV mode and glider mode. Some experimental results of thruster and three-axis tilt estimators with an error of less than 1o are also presented in this paper.
本文介绍了一种内置圆柱体的自主水下航行器VIAM-AUV2000的设计。模块化结构,包括机械设计,电子系统和控制算法,确保车辆在水下50米的深度连续运行。主要内容将由机械实现和电气系统两部分组成。机械实现部分着重于船体外形计算和材料选择;用NX Nastran软件对船体和防水覆盖物进行有限元计算和变形模拟;分析和规划气缸和平衡器的布置。同时,在接下来的章节中,我们将详细讨论混合水下航行器设计的优点,这种设计灵感来自于传统的带有推进器和鳍片的水下航行器,以及使用平衡和圆柱体进行潜水和漂浮的欠驱动滑翔机形式。通过传感器、执行器的选择和硬件设计,对机器人的电气系统进行了阐述和阐述,以保证潜水机器人在50米深度下稳定运行,并采用传统的AUV模式和滑翔机模式在水下长时间连续运行。文中还介绍了一些误差小于10的推力和三轴倾斜估计器的实验结果。
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引用次数: 0
Development and implementation of smart street lighting system based on LoRa Technology 基于LoRa技术的智能街道照明系统的开发与实现
Pub Date : 2020-02-20 DOI: 10.32508/stdjet.v2i3.570
T. Ngo, P. Nguyen, D. Ta, H. Nguyen, T. Nguyen, P. M. Le
This paper concerned with the development and implementation of smart street lighting control system based using Led lamp and Lora Wireless communication. Smart street lamps have been developed for over several years. These technologies have played an important role in urban safety, energy conservation. Currently, a traditional street lights are automatically turn on or off based on timer or day/night sensor. LEDs are now the standard replacement for legacy lighting in most cities around the world. At the same time, smart controls are becoming more mainstream and are increasingly installed alongside LED deployments. Recently, the conventional light sources are replaced by Led, which have so many advantages such as: energy savings, long lifetime, high reliability, pure light color, fast response, and friendliness to the environment. Furthermore, the intensity of the LED can be controlled easily. In this paper, the smart lighting system is designed to control and monitor devices via wireless transmission frequencies below 1 GHz. The system will include many types of devices connected to each other by a gateway. The transmit distance is about 2km in the urban area and up to 5km in rural area. The proposed smart street public lighting provides some advantages features such as: Automatic mode, Remote control mode, Connection disconnection mode, Manual direct operation mode. The smart lighting system has been built at Ho Chi Minh City University of Technology to meet the standards for data transmission. And some experimental resutls are provided to show the effectiveness of the porposed system.  
本文研究了基于Led灯和Lora无线通信的智能路灯控制系统的开发与实现。智能路灯已经发展了好几年。这些技术在城市安全、节能方面发挥了重要作用。目前,传统的路灯是基于计时器或昼夜传感器自动打开或关闭的。led现在是世界上大多数城市传统照明的标准替代品。与此同时,智能控制正变得越来越主流,并且越来越多地与LED部署一起安装。近年来,传统光源逐渐被Led所取代,Led具有节能、寿命长、可靠性高、光色纯净、响应速度快、对环境友好等优点。此外,LED的强度可以很容易地控制。在本文中,智能照明系统被设计为通过低于1ghz的无线传输频率来控制和监控设备。该系统将包括许多类型的设备,通过网关相互连接。城市地区传输距离约2公里,农村地区传输距离可达5公里。所提出的智慧街道公共照明具有以下优点:自动模式、遥控模式、断开连接模式、手动直接操作模式。该智能照明系统已在胡志明市工业大学建成,以满足数据传输标准。实验结果表明了该系统的有效性。
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引用次数: 2
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Science & Technology Development Journal - Engineering and Technology
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