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2020 Intermountain Engineering, Technology and Computing (IETC)最新文献

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Herpetofauna Species Classification from Images with Deep Neural Network 基于深度神经网络的爬行动物种类分类
Pub Date : 2020-10-02 DOI: 10.1109/IETC47856.2020.9249141
Sazida B. Islam, Damian Valles, M. Forstner
Camera-traps are noninvasive tools that can capture thousands of images of wildlife species per deployment. To conduct collaborative wildlife monitoring for conservation and to collect up to date information about wildlife species, integrated camera-sensor networking systems have been established at a large scale in Bastrop County, Texas. Species recognition from gathered images is a challenging assignment for computers due to a large amount of intra-class variability, viewpoint variation, lighting illumination, occlusion, background clutter, and deformation. Moreover, processing millions of captured images is daunting, expensive, and time-consuming as most of the images contain only background absent species of interest. This paper proposes a framework of automated wildlife species recognition by image classification using computer-vision techniques and machine learning algorithms. A Convolutional Neural Network (CNN) architecture has been suggested to classify any two species automatically. As an initial experiment, a binary CNN network has been trained and validated with a small public dataset of snakes, and toads/frogs to classify them within their group. The model evaluation achieved 76% accuracy on average for the test data that supports the prospects for the recommended model.
相机陷阱是一种非侵入性工具,每次部署可以捕捉数千张野生动物物种的图像。为了开展野生动物保护的协作监测,并收集有关野生动物物种的最新信息,在德克萨斯州巴斯特罗普县大规模建立了集成摄像机-传感器网络系统。由于大量的类内变异性、视点变化、光照、遮挡、背景杂波和变形,从收集的图像中识别物种对计算机来说是一项具有挑战性的任务。此外,处理数以百万计的捕获图像是艰巨的、昂贵的和耗时的,因为大多数图像只包含没有感兴趣物种的背景。本文提出了一种利用计算机视觉技术和机器学习算法进行图像分类的野生动物物种自动识别框架。提出了一种卷积神经网络(CNN)架构,可以自动对任意两个物种进行分类。作为最初的实验,我们用一个小的蛇、蟾蜍/青蛙的公共数据集训练和验证了一个二元CNN网络,并对它们进行了分类。对于支持推荐模型前景的测试数据,模型评估平均达到76%的准确率。
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引用次数: 1
Noise Resistant Full Adder Using DNA Strands 使用DNA链的抗噪声全加法器
Pub Date : 2020-10-02 DOI: 10.1109/IETC47856.2020.9249190
Soha Boroojerdi, A. Jahanian, E. Rohani
A DNA computer requires DNA processor. A fundamental component of the processor is an arithmetic logic unit (ALU). The ALU performs all arithmetic operations in binary format, and the most critical operation is two's complement addition, which can involve addition, subtraction, multiplication, and division. Two's complement adders can be synthesized using multiple full adders. In this paper, a noise-resistant DNA computing full adder circuit is presented. The proposed adder circuit, unlike other circuits, takes strands as inputs and produces the results in the form of DNA strands. This is an important characteristic, since it enables multiple-level design. In addition, since all possible hybridization in this circuit is desired, it can control an abundance of unwanted strands. As a result, the synthesized adder is noise-resistant. While other multi-level designs might be possible (e.g., Nor-Nor design), the proposed design implements the full adder circuit as an integrated gate. The benefit of having an integrated circuit is that it eliminates the need for separate suppressors and activators. Before synthesizing the adder, we implemented AND, OR, and inverter gates and then extended these basic components to implement the desired circuit. The proposed designs were implemented and tested using Visual DSD programming and simulation tool.
DNA计算机需要DNA处理器。处理器的一个基本组件是算术逻辑单元(ALU)。ALU以二进制格式执行所有算术运算,其中最关键的运算是2的补加,它可以包括加、减、乘和除。双补加法器可以用多个全加法器合成。本文提出了一种抗噪声DNA计算全加法器电路。所提出的加法器电路与其他电路不同,它以链作为输入,并以DNA链的形式产生结果。这是一个重要的特性,因为它支持多级设计。此外,由于该电路中所有可能的杂交都是需要的,因此它可以控制大量不需要的链。因此,合成的加法器是抗噪声的。虽然其他多级设计可能是可能的(例如,Nor-Nor设计),但所提出的设计将整个加法器电路实现为集成门。集成电路的好处是它不需要单独的抑制器和激活器。在合成加法器之前,我们先实现与门、或门和逆变门,然后扩展这些基本元件来实现所需的电路。利用Visual DSD编程和仿真工具对所提出的设计进行了实现和测试。
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引用次数: 0
Virtual Reality Training in Electric Utility Sector - An Underground Application Study Case 虚拟现实技术在电力行业培训中的应用研究
Pub Date : 2020-10-02 DOI: 10.1109/IETC47856.2020.9249216
D. V. João, Paula Zenni Lodetti, Aguinaldo dos Santos, M. A. Izumida Martins, João Felipe Brandão Almeida, Daniel Marques da Silva Chaves
Virtual reality is being considered as an innovative way to perform training in many industry sector. Even though it has being developed in many aspects, the final users still resistant for its full use in electrical power sector. This paper evaluate the opinion of expert professionals in the electrical utility sector to analyses an underground activity in virtual reality. The main goal is to observe what is needed to have a complete application of Virtual Reality in a risk operation present in the electrical sector, and to propose functionalities that may improve the immersion and satisfaction in the Virtual Reality training procedures.
在许多行业,虚拟现实被认为是一种创新的培训方式。尽管它在许多方面得到了发展,但最终用户仍然对其在电力部门的充分应用持抵制态度。本文评价了电力行业专家的意见,对虚拟现实中的地下活动进行了分析。主要目标是观察在电气行业的风险操作中完整应用虚拟现实所需的条件,并提出可能提高虚拟现实培训程序的沉浸感和满意度的功能。
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引用次数: 0
Different assignments as different contexts: predictors across assignments and outcome measures in CS1 不同的作业作为不同的情境:CS1中跨作业的预测因素和结果测量
Pub Date : 2020-10-02 DOI: 10.1109/IETC47856.2020.9249217
John Edwards, Joseph Ditton, Bishal Sainju, Joshua Dawson
This paper reports an analysis of quantitative data obtained during four weeks of a CS1 course. The data consists of programming events logged while students complete eight programming projects and include keystrokes, text pastes, task switches, and run attempts. We analyze the data to answer two related research questions. The first is which commonly studied student programming behaviors generalize well as predictors across programming assignments. The second question is which commonly studied student programming behaviors generalize well as predictors across outcome measures. We find that of the attributes we tested only a small subset are consistent predictors of success across projects, although most have some correlation in some projects. Few attributes were consistent across performance measures. Considering that many intervention strategies use small numbers of projects for student classification, our results suggest that care should be taken in drawing conclusions from data analyzed in the aggregate, both across programming projects and across performance measures.
本文报告了在CS1课程的四周中获得的定量数据的分析。这些数据包括学生完成8个编程项目时记录的编程事件,包括按键、文本粘贴、任务切换和运行尝试。我们分析数据来回答两个相关的研究问题。首先,通常研究的学生编程行为在编程作业中可以很好地概括为预测因素。第二个问题是,哪些通常被研究的学生编程行为可以很好地概括为结果测量的预测因素。我们发现,在我们测试的属性中,只有一小部分是跨项目成功的一致预测因素,尽管大多数在某些项目中有一些相关性。很少有属性在性能度量中是一致的。考虑到许多干预策略使用少量的项目来对学生进行分类,我们的结果表明,在从总体分析的数据中得出结论时,无论是跨规划项目还是跨绩效衡量指标,都应该小心谨慎。
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引用次数: 2
Adaptive Protection System Using Neutral Currents Studies and Load Estimation 中性点电流自适应保护系统研究与负荷估计
Pub Date : 2020-10-02 DOI: 10.1109/IETC47856.2020.9249114
Gabriel H. S. Costa, B. Pacheco, M. A. Martins, R. O. Brandão
Distribution grids become increasingly dynamic due to grid automation, increased distributed energy resources and continuous load variations. Faced with these conditions, distribution utilities have difficulty keeping their protection system operating at an optimal point for their entire distribution system. As a solution to ease protection settings calculation throughout the utility operating area, common protection methodologies are used, which consist in generic oversized parameters. Without the optimal design of protection parameters, distribution utilities are constantly facing fault detection problems for broken cables or high impedance faults. This work presents an Adaptive Protection System, designed to learn the grid load profile and adapt neutral overcurrent protections, in order to make the protection more sensitive. The proposed system uses two types of adaptive protection, Planned and Emergency, so that distribution protection can always be updated, even in the event of load growth in the grid, distributed energy resources increase, or even after a load-switching event on the distribution system. The article focuses on a new philosophy of autonomous and dynamic protection adjustments, as the distribution grid undergoes through changes.
由于电网自动化、分布式能源的增加和负荷的持续变化,配电网变得越来越动态。面对这些情况,配电公司难以保证其保护系统在整个配电系统的最佳运行点上运行。作为简化整个公用事业操作区域的保护设置计算的解决方案,使用了通用的保护方法,包括通用的超大参数。如果没有对保护参数进行优化设计,配电公司就会经常面临断缆或高阻抗故障的故障检测问题。本文提出了一种自适应保护系统,旨在学习电网负载分布并适应中性点过流保护,以提高保护的灵敏度。该系统采用了计划保护和应急保护两种自适应保护,使配电保护在电网负荷增长、分布式能源资源增加或配电系统发生负荷切换事件后仍能及时更新。本文重点介绍了配电网变化过程中自主动态保护调整的新理念。
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引用次数: 0
Offline Handwriting Recognition Pipeline Testing Tool 离线手写识别管道测试工具
Pub Date : 2020-10-02 DOI: 10.1109/IETC47856.2020.9249169
Tavish Burnah, George Rudolph
Recognition of handwritten text from historical documents is a very difficult problem that has not been fully solved. Many approaches have been used to recognize text and many new machine-learning-based approaches are currently being developed. To develop new methods of handwriting recognition, many ancillary steps that are not directly related to the new method must be put in place. These additional steps include loading images, cleaning documents, measuring performance, and displaying outputs. These extra actions take time that could instead be focused on the new method. This paper describes an application that was designed and created to provide all the supplementary steps needed to develop new approaches to offline handwriting recognition. It explains a pipeline-based approach that fits the sequence of steps most often used in the recognition process. The resulting application provides the framework that allows researchers to focus on their primary area of experimentation in the handwriting recognition process.
从历史文献中识别手写体文本是一个非常困难的问题,目前还没有完全解决。许多方法已经被用于识别文本,许多新的基于机器学习的方法正在开发中。为了开发新的手写识别方法,许多与新方法没有直接关系的辅助步骤必须到位。这些附加步骤包括加载图像、清理文档、测量性能和显示输出。这些额外的行动需要时间,而这些时间本可以集中在新方法上。本文描述了一个设计和创建的应用程序,该应用程序提供了开发离线手写识别新方法所需的所有补充步骤。它解释了一种基于管道的方法,该方法适合识别过程中最常用的步骤序列。由此产生的应用程序提供了一个框架,使研究人员能够专注于他们在手写识别过程中的主要实验领域。
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引用次数: 0
High Dimensional Event Exploration Over Multiple Simulations 多重模拟的高维事件探索
Pub Date : 2020-10-02 DOI: 10.1109/IETC47856.2020.9249105
S. Scott, J. Willard, J. Edwards
We introduce a visualization technique to analyze event simulation data. In particular, we allow the user to discover families of events based on the topological evolution of discrete events across simulations. Discovering how events behave across simulations has applications in financial market analysis, military simulations, physical mechanics, and other settings. Our approach is to use established methods to produce a linearized tour through the parameter space of arbitrary dimension and visualize events of interest in two dimensions. The first dimension is the tour ordering and the second dimension is usually time. This paper presents our novel approach and gives examples in the context of simulations of magnet dynamics. Our initial findings are that, while z-ordering does allow the user to analyze event families, other ordering techniques would likely improve the visualization by improving spatial locality.
我们介绍了一种可视化技术来分析事件模拟数据。特别是,我们允许用户根据模拟中离散事件的拓扑演变发现事件族。发现事件在模拟中的行为在金融市场分析、军事模拟、物理力学和其他设置中都有应用。我们的方法是使用既定的方法通过任意维的参数空间产生线性化的巡回,并在二维中可视化感兴趣的事件。第一个维度是行程排序,第二个维度通常是时间。本文介绍了我们的新方法,并给出了磁体动力学仿真的实例。我们的初步发现是,虽然z排序确实允许用户分析事件族,但其他排序技术可能会通过改善空间局部性来改善可视化。
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引用次数: 0
Micromachining of Silicon Carbide using Wire Electrical Discharge Machining 电火花加工碳化硅的微细加工
Pub Date : 2020-10-02 DOI: 10.1109/IETC47856.2020.9249206
Ryan T. Beazer, Jared E. Payne, Peter R. Nyholm, G. Nielson, S. Schultz
Silicon carbide has many desirable properties that make it a high demand product. Some of these properties make it difficult to machine silicon carbide for industrial use. This work demonstrated the ability to machine silicon carbide using Electrical Discharge Machining.
碳化硅具有许多令人满意的性能,使其成为需求量很大的产品。其中一些特性使碳化硅难以加工用于工业用途。这项工作证明了使用电火花加工加工碳化硅的能力。
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引用次数: 0
The Input-Output Approach in Semiclassical Electrodynamics of Keller-Segel Equation 半经典Keller-Segel方程电动力学中的输入-输出方法
Pub Date : 2020-10-02 DOI: 10.1109/IETC47856.2020.9249104
H. Nieto-Chaupis
When the Keller-Segel equation is treated in a semiclassical scenario of electrodynamics involving Quantum Mechanics measurements, it is possible to implement the formalism of input-output in a nature manner without ambiguities. In this paper we explore such edge of this mathematical-biology equation in a systematic manner to describe virus and bacteria colonization in a healthy host. We provide numerical calculations in terms of energy. Present a set of diagrams that might enclose information about the realization of bacterial aggregations in their purpose to carry out a specific task. For this end we implement the concept of transfer function of a system. Simulations are presented in order to make predictions and validate the ideas of the proposal of this paper.
当Keller-Segel方程在涉及量子力学测量的电动力学的半经典场景中处理时,有可能以一种自然的方式实现输入-输出的形式化,而不会产生模糊性。本文系统地探讨了这一数学-生物学方程的边缘,以描述病毒和细菌在健康宿主中的定植。我们提供能量方面的数值计算。提出一组图表,其中可能包含有关细菌聚集的实现信息,以执行特定任务。为此,我们实现了系统传递函数的概念。为了进行预测和验证本文提出的思想,给出了仿真。
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引用次数: 0
Body Armor Shape Sensing Using Fiber Bragg Gratings 基于光纤光栅的防弹衣形状传感
Pub Date : 2020-10-02 DOI: 10.1109/IETC47856.2020.9249185
Ivann Velasco, Patrick Spackman, S. Schultz
This paper explores a new method developed for body armor testing using Fiber Bragg Gratings as the main sensing element for dynamic shape sensing. This will be used to help address injuries that result from armor deformation known as blunt force trauma. Tests were done with projectiles at speeds of up to 420+ m/s and the resulting displacement from the shape sensing algorithm produced profiles with errors less than 10% of the actual shape.
本文探讨了一种以光纤光栅为主要传感元件进行防弹衣动态形状传感的新方法。这将用于帮助解决因装甲变形而造成的钝力创伤。测试中,弹丸的速度高达420+ m/s,形状感知算法产生的位移曲线误差小于实际形状的10%。
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引用次数: 0
期刊
2020 Intermountain Engineering, Technology and Computing (IETC)
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