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2020 IEEE 12th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management (HNICEM)最新文献

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Eye State Classification Through Analysis of EEG Data Using Deep Learning 利用深度学习分析脑电数据的眼状态分类
Claire Receli M. Reñosa, E. Sybingco, R. R. Vicerra, A. Bandala
the purpose of this study is to create a network that can detect the state at which the eyes are in at a specific time step through analysis of a dataset recorded using a 14-channel Emotiv EEG Neuroheadset. This study can be useful and serve as a supporting input in the development of other researches and systems that considers eye state and movement as an important factor and input, such as driving state detection projects specifically the classification of drowsiness levels. In this paper, deep learning was applied in creating the network, trained with a total of 10,424 data points, validated to classify only two states: eyes open and eyes closed. The network was trained and completed using MATLAB and Microsoft Excel. Accuracy of the classification action between the testing data and the completed output network in this study achieved 89.23% across all 4,468 data points.
本研究的目的是创建一个网络,通过分析使用14通道Emotiv EEG神经耳机记录的数据集,可以检测眼睛在特定时间步的状态。这项研究对其他将眼状态和运动视为重要因素和输入的研究和系统的发展是有用的,可以作为支持输入,例如驱动状态检测项目,特别是嗜睡水平的分类。在本文中,深度学习被应用于创建网络,总共训练了10424个数据点,验证了它只能分类两种状态:眼睛睁开和眼睛闭上。使用MATLAB和Microsoft Excel对网络进行训练并完成。在本研究中,测试数据与完成的输出网络之间的分类动作在所有4,468个数据点中准确率达到89.23%。
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引用次数: 4
Projection of Water Demand and Sensitivity analysis of Predictors affecting Household usage in Urban Areas using Artificial Neural Network 基于人工神经网络的城市居民用水需求预测及影响因素敏感性分析
C. Monjardin, K. L. D. de Jesus, Kim Steven E. Claro, David Andre M. Paz, Kristine L. Aguilar
Maintaining a stable residential water supply is becoming a challenge as climate change persists to affect environmental conditions. Thus, the use of forecasting tools is suggested as they can detect complications in water management and operation. Artificial neural network (ANN) model was established in this study to analyze the influence of each selected predictors of water supply in Metro Manila which were identified considering the country's condition. The model used socioeconomic surveys and historical climatic data to train and validate the model. Internal model parameters such as the Levenberg-Marquardt algorithm and hyperbolic tangent sigmoid function was utilized. The developed model has a topology of 9-19-1 (input-hidden-output) and it yielded extremely high R-values 0.97013 and very low mean square error of 2.3463. The data were also used in sensitivity analysis to identify the degree of significance for each predictor that are known to affect water usage in urban areas. Among the selected predictors, the household income holds the highest impact on water demand with SI of 1.346599. The number of female adults has the highest significance among the other demographic variables with 1.215813. Rainfall and temperature data must be paid attention to as well as they are in the 3rd and 4th rank, respectively. The model could be used as a basis to plan for the future and to understand how much water the region will need to continuously sustain daily individual and economic activities.
随着气候变化对环境的持续影响,维持稳定的居民供水正成为一项挑战。因此,建议使用预测工具,因为它们可以发现水管理和操作中的并发症。本研究建立人工神经网络(ANN)模型,以分析马尼拉都会区供水的每个选定的预测因子的影响,这些预测因子是根据菲律宾的国情确定的。该模型使用社会经济调查和历史气候数据来训练和验证模型。利用Levenberg-Marquardt算法和双曲正切sigmoid函数等内部模型参数。所建立的模型具有9-19-1(输入-隐藏输出)的拓扑结构,其r值极高,为0.97013,均方误差极低,为2.3463。这些数据还用于敏感性分析,以确定每个已知影响城市地区用水的预测因子的显著程度。所选预测因子中,家庭收入对用水需求的影响最大,SI为1.346599。在其他人口统计变量中,女性成年人数的显著性最高,为1.215813。降雨和温度数据必须注意,它们分别排在第三和第四名。该模型可以作为规划未来的基础,并了解该地区持续维持日常个人和经济活动需要多少水。
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引用次数: 7
Growth Stage Identification for Cherry Tomato using Image Processing Techniques 基于图像处理技术的樱桃番茄生长阶段识别
Pocholo James M. Loresco, I. Valenzuela, Rex Paolo C. Gamara, Joan Baez Obien, E. Dadios
Controlled environment agriculture are being developed with the purpose of increasing production yield in farms. For optimal yield, it is very important to have an understanding about the relationship of environmental factors such as radiation, temperature, nutrients, water, and in relation with the growth state of the crop. Growth monitoring of cherry tomato crops in traditional methods are extremely labor-intensive, destructive, and costly in terms of time and money. Thus, application of computer vision has become an area of interest in the study of monitoring tomatoes' growth. In this study, image processing techniques are employed to identify the growth stage of cherry tomato as fruiting, flowering, and leafing stage. Confusion matrix with True Positive rate and False negative rate, and ROC are used to evaluate the decision support system developed. Experimental results show a high performance in determining the growth stage of test cherry tomato images.
以提高农场产量为目的的可控环境农业正在得到发展。为了获得最佳产量,了解辐射、温度、养分、水分等环境因素与作物生长状态的关系是非常重要的。传统的樱桃番茄生长监测方法劳动强度大,破坏性大,时间和金钱成本高。因此,计算机视觉的应用已成为番茄生长监测研究的热点。本研究采用图像处理技术对樱桃番茄的生长阶段进行了结果期、开花期和叶片期的识别。采用真阳性率和假阴性率的混淆矩阵和ROC对所开发的决策支持系统进行评价。实验结果表明,该方法能较好地确定樱桃番茄的生长阶段。
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引用次数: 0
Design of a Helical Antenna for Handheld Transceivers 手持收发器用螺旋天线的设计
A. Africa, Juan Miguel C. Lacanilao, Ray Vincent Alin B. Lamdagan
Presently, we live in a world where wireless communication plays a big part in our lives. We are now able to communicate with each other even from large distances. This would not be possible without technological advancements in signal transmission. Antennas allow for the transmission and reception of signals at each end of a wireless communication system. Improving the individual components of a system must be done to improve the system as a whole. Using MATLAB, we are going to design a helical antenna to be used in handheld transceivers. These devices are also called walkie-talkies and are can be very handy in certain situations wherein access to mobile signal service is not possible. Our design will have a target operating frequency of around 440 MHz to 480 MHz. This is based on the commonly used radio frequency bands of two-way radios. The designed antenna will then be generated and will have different properties plotted for analysis. The output graphs include the 3D radiation, azimuth, and elevation patterns; and the impedance, s parameter, and VSWR plots. Results will be analyzed to see if the design meets the targeted requirements.
目前,我们生活在一个无线通信在我们生活中起着重要作用的世界。我们现在即使在很远的地方也能互相交流。如果没有信号传输方面的技术进步,这是不可能的。天线允许在无线通信系统的每一端传输和接收信号。改善一个系统的个别组成部分必须是为了改善整个系统。本文将利用MATLAB设计一种用于手持收发器的螺旋天线。这些设备也被称为对讲机,在无法获得移动信号服务的某些情况下非常方便。我们的设计目标工作频率约为440 MHz至480 MHz。这是基于双向无线电的常用无线电频段。然后将生成设计好的天线,并绘制出不同的特性以供分析。输出图形包括三维辐射、方位角和仰角模式;以及阻抗、s参数和驻波比图。结果将进行分析,以确定设计是否满足目标要求。
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引用次数: 0
Cloud-Based Remote Monitoring System for Photovoltaic Systems with Electrical Load Prioritization 基于云的电力负荷优先级光伏系统远程监控系统
Jessie R. Balbin, E. Chua, Joshua Paul C. De Leon, John Humphrey Ronn D. Dolor, Roy Lorenz A. Sese
Power consumption nowadays is now on its peak, paving way to renewable energy technologies in order to sustain the energy demand. One proven abundant and economic source of energy is the sunlight – which can be harvested with the use of photovoltaic systems. However, excessive usage and uncontrolled environmental effects that may take place causes photovoltaic systems to get easily degraded. Hence, the development of monitoring system for PV setups are proposed. This research aims to develop a cloud-based application capable of collecting data on the photovoltaic batteries to determine its state of charge, and to effectively distribute the power on necessary loads, which are predetermined by the consumer, during power failure. The application is expected to display the batteries' state of charge, voltage, and power consumption of loads for further monitoring. The developed prototype was proven to be able to accurately measure the electrical parameters, as well as switch the loads necessary to be supplied during the specific percentage value.
如今的电力消耗正处于顶峰,为可再生能源技术铺平了道路,以维持能源需求。一种已被证明丰富而经济的能源来源是阳光——它可以通过使用光伏系统来收集。然而,过度使用和可能发生的不受控制的环境影响导致光伏系统容易退化。因此,提出了光伏发电机组监测系统的开发。本研究旨在开发一种基于云的应用程序,该应用程序能够收集光伏电池的数据,以确定其充电状态,并在停电期间有效地将电力分配给消费者预先确定的必要负载。该应用程序有望显示电池的充电状态、电压和负载的功耗,以便进一步监测。开发的原型已被证明能够准确地测量电气参数,以及在特定百分比值期间切换所需的负载。
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引用次数: 2
Topology Optimization and Strength Performance Analysis of a Lower Control Arm Sedan Suspension Part 轿车下控制臂悬架部件拓扑优化及强度性能分析
Emmanuelle R. Biglete, M. Manuel, Emie Adrielle A. Arellano, Clifford D. De La Cruz, Brian Johanns O. Monteverde, Jennifer C. Dela Cruz, Roderick C. Tud
The selection of an excellent vehicle includes the safety and comfort of passengers which a suspension system provides. The suspension system of a sedan usually consists of control arms, coil spring, and struts. In a sedan-type vehicle, a lower control arm is considered as the most important part of a suspension system because this prevents the wheels from misaligning and separating from the vehicle body. The lower control arm used as subject in this study is a commercially installed lower control arm in a MacPherson strut assembly on a Toyota sedan model – the Vios 2017. In this study, the control arm models are modeled and simulated through Autodesk Fusion 360's CAD/CAE function and topology optimization techniques to reduce the weight and volume. The sprung and unsprung weights are considered in this study as load cases to simulate the redesigned and own design lower control arm model on a flat terrain condition. Static stress analysis is used to generate the design matrix consisting of four parameters namely the deformation, yield stress, safety factor and percent weight reduction on the redesigned models. Topology optimization is achieved through numerous simulations involving changing the shapes and positions of the cut out areas in the lower control arm models.
一辆优秀车辆的选择包括悬挂系统提供的乘客的安全性和舒适性。轿车的悬挂系统通常由控制臂、螺旋弹簧和支柱组成。在轿车型车辆中,较低的控制臂被认为是悬挂系统中最重要的部分,因为它可以防止车轮错位和与车身分离。本研究中使用的下控制臂是在丰田车型Vios 2017的MacPherson支柱组件上安装的商用下控制臂。在本研究中,通过Autodesk Fusion 360的CAD/CAE功能和拓扑优化技术对控制臂模型进行建模和仿真,以减少重量和体积。本研究以簧载和非簧载重量为荷载案例,在平坦地形条件下模拟重新设计和自行设计的下控制臂模型。采用静应力分析方法,生成了由模型变形、屈服应力、安全系数和减重百分比4个参数组成的设计矩阵。拓扑优化是通过改变下控制臂模型中切割区域的形状和位置的大量模拟来实现的。
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引用次数: 0
Development of Cloud-Based Monitoring of Abiotic Factors in Aquaponics using ESP32 and Internet of Things 基于ESP32和物联网的鱼菜共生非生物因子云监测研究
John Patrick P. Banjao, Kyle S. Villafuerte, J. Villaverde
Abiotic condition is a non-living factor that has a change impact on the growth of the aquaponic system, monitoring is important checking aqueous state in maintaining a nurturing healthy living being around the system. This paper successfully programmed and designed the monitoring of abiotic factors in Aquaponics which are the array of sensors of dissolved oxygen, electrical conductivity, ph, water temperature, and water level of the aquarium. The system developed to give ease to those who have an Aquaponics system that able them to monitor the current state of abiotic factors, whereas most owners rely on manual testing of the said parameters with this, the parameters value can be view thru the Internet-of-Things platforms.
非生物条件是影响水培系统生长变化的非生物因素,监测水培系统的水态对维持水培系统的健康生长具有重要意义。本文成功地编程设计了水培系统中溶解氧、电导率、ph值、水温、水位等传感器阵列对非生物因素的监测。该系统的开发是为了方便那些拥有水培系统的人,使他们能够监测非生物因素的当前状态,而大多数所有者依赖于手动测试上述参数,这些参数值可以通过物联网平台查看。
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引用次数: 6
Design of 0.6 V Sub-Threshold Operational Amplifier in 40 Nm Process 40nm制程0.6 V亚阈值运算放大器的设计
Khristopherson C. Cajucom, F. Cruz, G. Magwili
Operational amplifiers are one of the most useful and basic circuit building blocks for analog design. With the continuous technological advancement, most applications, especially on healthcare, demanded low voltage and low power consumption for analog front-end op-amp design. As process technology has become increasingly smaller, the MOS transistors can operate at smaller VGS, VTH, and VDS voltage. This study focuses on designing an op-amp capable of operating at 0.6 V supply voltage under low power condition using sub-threshold region of operation using the 40 nm process technology. The proposed circuit has less than 10 uW power consumption with 13 uV/° $C$ output drift. Design simulation using Monte Carlo is used due to simplicity, optimization and straight forward approximate solution.
运算放大器是模拟设计中最有用和最基本的电路模块之一。随着技术的不断进步,大多数应用,特别是医疗保健领域,对模拟前端运算放大器设计提出了低电压和低功耗的要求。随着工艺技术的日益小型化,MOS晶体管可以在更小的VGS、VTH和VDS电压下工作。本研究的重点是设计一个能在低功耗条件下工作在0.6 V电源电压下的运算放大器,使用40纳米工艺技术在亚阈值区域工作。所提出的电路功耗小于10 uW,输出漂移为13 uV/°C。设计模拟使用蒙特卡罗由于简单,优化和直接的近似解。
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引用次数: 0
Assessment of Seismic Vulnerability of Public Schools in Metro Manila within 5 Km from the West Valley Fault Line using Rapid Visual Survey (RVS) 基于快速视觉测量(RVS)的马尼拉大都会西谷断裂带5公里范围内公立学校地震易感性评估
S. Clemente, N. Concha
The West Valley Fault Line stretches across Metro Manila and School buildings are essential facilities as it serves as an evacuation center for such events. Rapid Visual Survey is a method in screening structures for potential earthquake hazards. This method was employed to assess seismic hazards of the public schools in Metro Manila within 5km from the fault line. Data collection form from the FEMA P-154 which includes building identification information regarding the target schools was used. Age of the building, irregularities, and soil type were determined on site and during the planning stage. A corresponding score was derived and used as level indicator of the potential seismic hazard of the building. It was found out that 14 buildings out of 139 were potentially seismically hazardous and requires further seismic assessment by the LGUs. A hazard map created using ARCGIS showed effectively the distribution and potential grade of damage of every building in each city. The map can be used to raise social awareness and baseline information to promote safety of the communities in the study area.
西谷断层线横跨马尼拉大都会,学校建筑是必不可少的设施,因为它可以作为此类事件的疏散中心。快速目视调查是一种对建筑物进行地震潜在危险筛选的方法。该方法被用于评估马尼拉大都会离断层5公里范围内的公立学校的地震危险性。使用了联邦应急管理局P-154的数据收集表,其中包括有关目标学校的建筑物识别信息。建筑的年龄、不规则性和土壤类型是在现场和规划阶段确定的。得出了相应的分值,并将其作为建筑物地震潜在危险性的等级指标。在139幢楼宇中,有14幢有潜在地震危险,需要地方政府小组进一步进行地震评估。利用ARCGIS制作的灾害地图有效地显示了每个城市每座建筑物的分布和潜在的破坏等级。该地图可用于提高社会意识和基线信息,以促进研究区域内社区的安全。
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引用次数: 0
The Analysis of Staphylococcus aureus Bacteria after Exposure to Electromagnetic Radiation via Support Vector Machine 支持向量机分析电磁辐射后金黄色葡萄球菌的检测结果
Angelica Cordero-Samortin, Jennifer C. Dela Cruz, Ramon G. Garcia, Zoren P. Mabunga
Microbiology is a field that is explored by many biomedical practitioners and other professionals coming from different fields. It deals with microorganisms that are too tiny to be recognized by the human eyes. Staphylococcus aureus is a microorganism considered as a major bacterial human pathogen. It is found on the skin and mucous membranes which causes a wide variety of diseases like bacteremia, infective endocarditis, skin and soft tissue infections. Several studies showed that inhibitory effect of GHz and mobile phone electromagnetic radiation to microorganisms exists. In this research, Staphylococcus aureus were exposed to electromagnetic radiation with frequency of 880MHz which is within Ultra High Frequency (UFH) range. After incubation, the images of the bacterial colonies were captured and analyzed using the algorithm in Matlab which is the Support Vector Machine (SVM). Simulation results showed that from the exposed sample, there were 1,081 colonies. From the unexposed sample, 1,190 colonies were found. These results show inhibitory effect of the electromagnetic radiation to Staphylococcus aureus. This outcome can be used in exploring other applications of electromagnetic radiation and the use of image processing in microbiology and broaden applications of machine learning.
微生物学是许多生物医学从业者和其他来自不同领域的专业人士正在探索的领域。它处理的微生物太小,人眼无法识别。金黄色葡萄球菌是一种被认为是人类主要细菌性病原体的微生物。它存在于皮肤和粘膜上,引起多种疾病,如菌血症、感染性心内膜炎、皮肤和软组织感染。多项研究表明,GHz和手机电磁辐射对微生物存在抑制作用。在本研究中,金黄色葡萄球菌暴露于频率为880MHz的超高频(uhf)范围内的电磁辐射中。孵育后,利用Matlab中的支持向量机(SVM)算法捕获菌落图像并进行分析。模拟结果显示,在暴露的样本中,有1081个菌落。在未暴露的样本中,发现了1190个菌落。这些结果表明电磁辐射对金黄色葡萄球菌有抑制作用。这一结果可用于探索电磁辐射的其他应用和微生物学中图像处理的使用,并拓宽机器学习的应用。
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引用次数: 1
期刊
2020 IEEE 12th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management (HNICEM)
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