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2018 International Conference on Applied Engineering (ICAE)最新文献

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MYO Armband sensors and Neural Network Algorithm for Controlling Hand Robot 臂带传感器与手部机器人控制的神经网络算法
Pub Date : 2018-10-01 DOI: 10.1109/INCAE.2018.8579153
Sumantri R Kurniawan, D. Pamungkas
To control the robot hand can be used several methods; one of them is by using EMG sensor and time domain methods. In this study, Myo Arm Sensors combined with Neural Network algorithm are used. The Root Mean Square of the sensor signals is used to be learning by the system. The learning rate is 0.7 with two hidden layers. Each layer used three nodes. The results obtained that the system enabled to control robot real time a delay of around 1S. Moreover, the accuracy of the feedforward process in backpropagation Neural Network is 92.68%.
控制机械手可以采用几种方法;其中一种方法是采用肌电传感器和时域方法。在本研究中,Myo手臂传感器与神经网络算法相结合。传感器信号的均方根用于系统的学习。两个隐藏层的学习率为0.7。每层使用三个节点。结果表明,该系统能够实时控制机器人,延时约1S。此外,反向传播神经网络的前馈过程精度为92.68%。
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引用次数: 16
A Study of Image Processing for Automatic Counting Gas Cylinder Seal 气瓶密封自动计数图像处理研究
Pub Date : 2018-10-01 DOI: 10.1109/INCAE.2018.8579369
R. Melani, Abdullah Sani, B. Sugandi, Riska Analia
The image processing is not only used to detect and recognize the object. It also can be used to calculate the amount of a buckle object. This paper presented a method which can calculate the amount of a buckle gas cylinder seal. At first, the camera detected a buckle of the seal in real-time. Then, the HSL color space is used to remove background image so that blob counting can detect the seal easily. The pixel of blob counting obtained will be compared to an original pixel in order to build the relation using the polynomial equation to count the seal. By combining the blob counting result, the buckle of the seal can be counted as seen in the experimental results which are done in the real-time application.
图像处理不仅仅是用来检测和识别物体。它也可以用来计算一个扣物体的量。本文提出了一种计算扣式气瓶密封量的方法。首先,摄像头实时检测到密封扣。然后,利用HSL色彩空间去除背景图像,使斑点计数更容易检测到密封。将获得的blob计数像素与原始像素进行比较,以便使用多项式方程建立对印章计数的关系。结合斑点计数结果,可以在实时应用的实验结果中看到对密封扣的计数。
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引用次数: 0
Capturing Physiological Signal by Using Micro Biomedical Device 利用微型生物医学装置捕捉生理信号
Pub Date : 2018-10-01 DOI: 10.1109/INCAE.2018.8579382
Zhi-Hao Wang, Wei-Ching Hsieh, Hendrick Hendrick, Yu-Fan Kung, Chih-Min Wang, G. Jong
The Photoplethysmographic (PPG) sensing module uses optical signals to measure pulse rate (PR) and blood oxygen concentration (SPO2). This paper designs a system that can measure human physiological signals, analyze in real time, and display the graph and store the data. Since the use of PPG is very convenient, it is not easy to make mistakes in use. Moreover, the PPG signal is related to the ECG signal, so the use of PPG to replace the traditional ECG device greatly improves convenience and can reduce costs. The signal measured by the PPG module is a time domain signal waveform. After Fourier transform, the original time domain signal can be converted into a frequency domain signal, and the power spectral density (PSD) of the original signal can be obtained. Because the low frequency (LF) and high frequency (HF) components of PSD are related to sympathetic and parasympathetic activity, respectively, and the ratio of LF to HF represents the autonomic nervous system (ANS) parameters. Therefore, by subdividing these parameters, the characteristics of the physiological signal can be captured.
光电体积脉搏描记(PPG)传感模块使用光信号测量脉搏率(PR)和血氧浓度(SPO2)。本文设计了一个能够对人体生理信号进行实时测量、分析、图形显示和数据存储的系统。由于PPG的使用非常方便,所以在使用中不容易出错。而且,PPG信号与心电信号相关,因此使用PPG取代传统的心电设备,大大提高了便利性,可以降低成本。PPG模块测量的信号是一个时域信号波形。经过傅里叶变换后,可以将原始时域信号转换为频域信号,得到原始信号的功率谱密度(PSD)。因为PSD的低频(LF)和高频(HF)成分分别与交感神经和副交感神经活动有关,而低频与高频的比值代表了自主神经系统(ANS)参数。因此,通过细分这些参数,可以捕获生理信号的特征。
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引用次数: 0
Nearest Neighbour and Statistics Method based for Detecting Fraud in Auto Insurance 基于最近邻和统计的汽车保险欺诈检测方法
Pub Date : 2018-10-01 DOI: 10.1109/INCAE.2018.8579155
T. Badriyah, Lailul Rahmaniah, I. Syarif
Fraud is an actions that can cause harm to individuals or organizations. It can be used anomaly detection algorithm to detect the occurrence of a fraud. This study develops prediction modeling in the field of anomaly detection to detect the occurrence of a fraud using Nearest Neighbor based Method (distance based and density based) and Statistics Methods (interquartile range). In this study, we use open fraud dataset which has been used to demonstrate fraud detection capabilities. The dataset was a benchmarking dataset in the form of a minority report open dataset that is German car insurance data. The results of performance measurement are then compared with the results obtained by previous researchers using the same dataset. From the experiment results, the performance measurement obtained in the method used in this study is superior in some cases.
欺诈是一种可能对个人或组织造成伤害的行为。它可以使用异常检测算法来检测欺诈的发生。本研究开发了异常检测领域的预测模型,使用基于最近邻的方法(基于距离和密度的方法)和统计方法(四分位间距)来检测欺诈的发生。在这项研究中,我们使用了开放的欺诈数据集,该数据集已被用来展示欺诈检测能力。该数据集是一个以少数报告开放数据集形式的基准数据集,该数据集是德国汽车保险数据。然后将性能测量结果与先前研究人员使用相同数据集获得的结果进行比较。从实验结果来看,本文所采用的方法所获得的性能测量在某些情况下是优越的。
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引用次数: 18
Physical Condition of the Ocean to Global Climate Change Variability: Case Study in The Batam Waters, Indonesia 海洋物理状况对全球气候变化的影响:以印尼巴淡岛水域为例
Pub Date : 2018-10-01 DOI: 10.1109/INCAE.2018.8579397
M. Lubis, W. Anurogo, M. Mufida, H. M. Taki, S. Antoni, Rasyid Alkhoir Lubis
Chlorophyll-a characteristics to temperature, and wind in Batam, Indonesia are parameters that are related to the changing seasons and global climate in the tropics. The results of research in the period 2012–2016 distribution of chlorophyll-a has the lowest value in 2013 is 0,96 mg/l and the highest in 2012 is 7,25 mg/l. Sea surface temperature has almost the same value that is in the range 29°C until 31°C. Statistical analyses were analyzed both individually and simultaneously characteristic of chlorophyll-a, and the temperatures in Batam waters had a real relationship, but not so closely with regression values r2 = 0,48.
在印度尼西亚巴淡岛,叶绿素a对温度和风的特征是与热带季节变化和全球气候有关的参数。2012 - 2016年的研究结果表明,叶绿素a的分布在2013年最低,为0.96 mg/l, 2012年最高,为7.25 mg/l。海面温度在29°C至31°C范围内几乎具有相同的值。分别对叶绿素-a的特征进行了统计分析,结果表明,巴淡岛海域温度与叶绿素-a的回归值r2 = 0,48有一定的关系,但关系并不密切。
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引用次数: 6
Thermoelectric generator for electricity from the exhaust manifold of the diesel engine 热电发电机的电力来自柴油发动机的排气歧管
Pub Date : 2018-10-01 DOI: 10.1109/INCAE.2018.8579150
Muhammad Hasan Albana, Budi Baharudin, Ibrahim, Cahyo Budi Nugroho, I. Saputra
This research objective is to convert heat from the exhaust manifold of the diesel engine to electrical energy by using the thermoelectric generator (TEG). TEG consist of six semiconductors and be equipped with the heat sink. Research shows that exhaust manifold heat can be used to generate electrical energy by using TEG although the electricity produced is very small. The maximum electrical voltage generated from the use of TEG is 1,84 volts. The maximum electrical current generated by TEG is 51,6 mA. The maximum electrical power generated by TEG is 94,7 mW. TEG efficiency in this study was 3.2% to 4%. The voltage and the electric current generated by the TEG will be higher if the temperature difference between the hot side and the cold side of the semiconductor is higher.
本研究的目的是利用热电发电机(TEG)将柴油机排气歧管中的热量转化为电能。TEG由6个半导体组成,并配有散热片。研究表明,排气歧管的热量可以利用TEG产生电能,尽管产生的电能很小。使用TEG产生的最大电压为1.84伏。TEG产生的最大电流为51.6 mA。TEG产生的最大电力为94,7兆瓦。本研究TEG效率为3.2% ~ 4%。如果半导体热侧和冷侧的温差越大,TEG产生的电压和电流就会越高。
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引用次数: 1
Comparison Of Multinomial Naive Bayes Algorithm And Logistic Regression For Intent Classification In Chatbot 多项朴素贝叶斯算法与逻辑回归在聊天机器人意图分类中的比较
Pub Date : 2018-10-01 DOI: 10.1109/INCAE.2018.8579372
Muhammad Yusril Helmi Setyawan, R. M. Awangga, S. Efendi
Chatbot is software that communicates using natural language. chatbots such as machine conversation systems, Chatterbot, virtual agents, and dialogue systems. This software enables to simulate human conversations. In this research, the chatbot system that will be created must be able to understand the natural language of what is entered by the user, and the chatbot will answer according to what the user is expecting. The researcher proposes a classification method to identify intent rather than user input or called intent classification on the chatbot system; the researcher also wants to know the level of accuracy, precision, and recall on the evaluation results of both methods. The classification method applied in this research is the Naive Bayes method and compared with the Logistic Regression method to determine the class intention. The evaluation results show the level of accuracy precision and recall in the Logistic Regression model is higher than the Naive Bayes model.
聊天机器人是一种使用自然语言进行交流的软件。聊天机器人,如机器对话系统、聊天机器人、虚拟代理和对话系统。这个软件可以模拟人类的对话。在本研究中,将要创建的聊天机器人系统必须能够理解用户输入的自然语言,并且聊天机器人将根据用户的期望进行回答。研究人员在聊天机器人系统上提出了一种识别意图而不是用户输入的分类方法,称为意图分类;研究者还想知道两种方法评价结果的准确度、精密度和召回率的水平。本研究采用的分类方法是朴素贝叶斯方法,并与Logistic回归方法进行比较,确定类意向。评价结果表明,Logistic回归模型的准确率、精密度和召回率均高于朴素贝叶斯模型。
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引用次数: 38
Classification of the Period Undergraduate Study Using Back-propagation Neural Network 基于反向传播神经网络的大学生学习周期分类
Pub Date : 2018-10-01 DOI: 10.1109/INCAE.2018.8579389
Purwono Prasetyawan, Imam Ahmad, Rohmat Indra Borman, Ardiansyah, Yogi Aziz Pahlevi, D. E. Kurniawan
The period of student study is one of the indicators of the determinants of the quality of a college. Based on the standard assessment of college accreditation by BAN-PT, the period of study became one of the elements of assessment of accreditation forms. Universities have an important role to monitor the development of student studies. For that, universities are required to always evaluate the performance of students. One way of evaluation that can be done is to explore the knowledge of academic data that will affect student performance. By utilizing data mining on student academic data, universities can obtain useful information. This information which later can be used as a reference in making improvements to the performance of student studies. Several previous studies used data mining techniques to predict the study period of students and this study will analyze the factors that influence the duration of undergraduate studies and modeling of ANN with backpropagation training algorithms to classify the study period. The result of this research is The BPNN algorithm is suitable for the classification of undergraduate study periods with accuracy rates above 85%.
学生的学习时间是决定大学质量的指标之一。基于BAN-PT对高校认证的标准评估,学习时间成为认证形式评估的要素之一。大学在监督学生学习的发展方面发挥着重要作用。为此,大学被要求始终评估学生的表现。评估的一种方法是探索影响学生表现的学术数据知识。通过对学生学业数据进行数据挖掘,高校可以获得有用的信息。这些信息以后可以用作改进学生学习成绩的参考。之前的一些研究使用数据挖掘技术来预测学生的学习时间,本研究将分析影响大学生学习时间的因素,并使用反向传播训练算法对人工神经网络建模,对学习时间进行分类。研究结果表明:BPNN算法适用于本科学习时期的分类,准确率在85%以上。
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引用次数: 19
Security Enhancement of AES Based Encryption Using Dynamic Salt Algorithm 利用动态盐算法增强AES加密的安全性
Pub Date : 2018-10-01 DOI: 10.1109/INCAE.2018.8579381
M. Bachtiar, Thiar Hasbiya Ditanaya, Sigit Wasista, Reinaldo Riant Kurnia Perdana
Data are the main demand of today's modern era. However, the cryptanalysis attack can compromise the security of any data. Consequently, unauthorized peoples can take the data. The reason is Cryptography is currently only based on the results of the same encryption. In reducing cryptanalysis attacks, this paper discusses data security using dynamic encryption. Cryptosystem in this paper uses a modified of AES 256-bit. Procedure to generate dynamic encryption by giving a character (salt) to plain text. Salt formed from the result of a Linear Congruential Generator (LCG) algorithm. Then a combination of salt and plain text will merge with the algorithm of One Time Pad (OTP). The advantage of this method is, can be used on two different systems, in addition to dynamic encryption results. The tests conducted in this paper shows that the percentage of NIST Tool Suite Test, the successful result is 72.5% from eight parameters that tested.
数据是当今现代社会的主要需求。然而,密码分析攻击可以危及任何数据的安全性。因此,未经授权的人可以获取这些数据。原因是密码学目前仅基于相同加密的结果。为了减少密码分析攻击,本文讨论了使用动态加密的数据安全性。本文的密码系统采用了一种改进的AES 256位。通过给纯文本一个字符(salt)来生成动态加密的过程。盐是由线性同余生成器(LCG)算法的结果形成的。然后,盐文本和纯文本的组合将与一次性Pad (OTP)算法合并。这种方法的优点是,可以在两个不同的系统上同时使用,而且结果是动态的。本文进行的测试表明,从测试的8个参数来看,NIST工具套件测试的成功率为72.5%。
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引用次数: 6
Implementation of Dynamic Scripting Method Using Top Culling in Game Arcade Into Space 基于Top Culling的动态脚本方法在Arcade Into Space中的实现
Pub Date : 2018-10-01 DOI: 10.1109/INCAE.2018.8579380
Riwinoto, Cahya Miranto, M. Muhaimin
Dynamic scripting is an online learning technique in a game that serves to create a balanced game. But dynamic scripting is not without any issues. A method to optimize dynamic scripting is needed in order to create a balanced game in accordance with the skill of player. The best dynamic scripting method based on previous research on multiplayer game is top culling. Therefore, we will examine whether the top culling method works well in a single game. The first step we did was to examine the single player arcade game. In this study, the observed game is a single player game from the arcade genre. This genre is already quite popular in society. By applying the top culling method to enemies in arcade game, the quality of a commercial game can be achieved. From the results obtained in this research, it can be concluded that the enemy can select rules that have been provided dynamically in accordance to the player skill, so as to create a balanced game, which is neither too difficult nor too easy. We will further compare top culling method with others method like high penalizing and weight clipping on single player arcade games.
动态脚本是游戏中的一种在线学习技术,用于创造平衡的游戏。但是动态脚本也不是没有任何问题。为了创造符合玩家技能的平衡游戏,我们需要一种优化动态脚本的方法。基于前人对多人游戏的研究,最好的动态脚本方法是top culling。因此,我们将检验top culling方法在单个游戏中是否有效。我们所做的第一步便是检查单人街机游戏。在这项研究中,观察到的游戏是来自街机类型的单人游戏。这种类型在社会上已经很流行了。通过对街机游戏中的敌人使用顶部筛选方法,可以达到商业游戏的质量。从本研究的结果可以看出,敌人可以根据玩家的技能动态选择游戏所提供的规则,从而创造一个既不太困难也不太容易的平衡游戏。我们将进一步比较top culling方法与单人街机游戏中的其他方法,如高惩罚和权重裁剪。
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引用次数: 1
期刊
2018 International Conference on Applied Engineering (ICAE)
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