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2019 International Seminar on Research of Information Technology and Intelligent Systems (ISRITI)最新文献

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Fast and Robust Watermarking Method using Walsh Matrix Partition 基于Walsh矩阵分割的快速鲁棒水印方法
P. Adi, Pramudi Arsiwi
In the research of watermarking algorithm, the Singular Value Decomposition (SVD) is widely use. It has the capability of maintaining the imperceptibility and robustness at a good level. However, the SVD has a high level of complexity in the process of decomposition and reconstruction. It split a host image into three matrices of U, S, and V. The S matrix contains with the singular value and it is used in the embedding and extraction processes. The other two matrices of U and V are orthogonal and it is used to reconstruct the watermarked image. This scheme can be simplified using a single matrix which is orthogonal and symmetrical to replace the use of matrices of SVD. This paper is proposed a watermarking algorithm using a Walsh matrix which is symmetric, orthogonal and contains signed integer value of 1 and -1. The Walsh matrix is used to transform the host image into Walsh coefficient and reconstruct the watermarked image using a simple equation. The experiment result shows that the proposed method has faster embedding and extraction time with average time of 0.3841 and 0.1854 second compared to the SVD with average time of 0.6235 and 0.2539 second. Meanwhile, the both method has same level of robustness and imperceptibility. The average PSNR value of the proposed method and SVD are 41.4991 and 41.6518 respectively while the average NC values are 0.9416 and 0.9428. The proposed method is able to shorten the processing time without reducing the imperceptibility and robustness.
在水印算法的研究中,奇异值分解(SVD)得到了广泛的应用。它具有良好的不可感知性和鲁棒性。然而,奇异值分解和重构过程具有较高的复杂性。它将主图像分成U、S、v三个矩阵,其中S矩阵包含奇异值,用于嵌入和提取过程。另外两个矩阵U和V是正交的,用来重建水印图像。该方案可以用一个正交对称的单矩阵来代替奇异值分解的矩阵来简化。本文提出了一种基于对称正交且包含1和-1的有符号整数值的Walsh矩阵的水印算法。利用沃尔什矩阵将主图像变换为沃尔什系数,用一个简单的方程重建水印图像。实验结果表明,该方法的平均嵌入时间为0.3841秒,提取时间为0.1854秒,比奇异值分解方法的平均嵌入时间为0.6235秒,提取时间为0.2539秒。同时,两种方法具有相同的鲁棒性和不可感知性。该方法的平均PSNR和SVD分别为41.4991和41.6518,平均NC分别为0.9416和0.9428。该方法能够在不降低不可感知性和鲁棒性的前提下缩短处理时间。
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引用次数: 2
Monitoring System in Lora Network Architecture using Smart Gateway in Simple LoRa Protocol 基于简单Lora协议的智能网关Lora网络体系结构监控系统
D. Eridani, Eko Didik Widianto, R. Augustinus, A. Faizal
LoRa is a low power wide area network communication that has ability to transmit data in a long range with a low power. Lora Alliance has designed a network architecture that usually used, called LoRaWan. The implementation of LoRaWan itself has not meet the requirement of LoRa as one of the LPWAN protocol because it still depend on the internet in processing and displaying data. To meet the purpose of Low Power Wide Area Network (LPWAN) such as simple implementation, low cost, and simple architecture, this research using Simple LoRa Protocol (SLP) with Raspberry Pi 3b+ as the smart gateway. The module used is Dragino LoRa that work in 868 MHz with Spreading Factor 7 and Arduino UNO for the client. The architecture build used in this research implemented to a monitoring system. The system build only to access a Local Area Network. Result showed that the smart gateway could handle the LoRa communication and the monitoring information system together. It also showed that the system average throughput is 489 bit/s and has packet loss 26% at 1-meter distance.
LoRa是一种低功耗广域网通信,能够以低功耗远距离传输数据。Lora联盟设计了一种常用的网络架构,称为LoRaWan。由于LoRaWan在处理和显示数据方面仍然依赖于互联网,其实现本身还不能满足LoRa作为LPWAN协议之一的要求。为了满足低功耗广域网(Low Power Wide Area Network, LPWAN)实现简单、成本低、架构简单的目的,本研究采用简单LoRa协议(simple LoRa Protocol, SLP),树莓派3b+作为智能网关。使用的模块是Dragino LoRa,工作在868 MHz,扩展因子7和Arduino UNO为客户端。本研究使用的体系结构构建实现为一个监控系统。本系统仅用于接入局域网。结果表明,该智能网关可以同时处理LoRa通信和监控信息系统。系统平均吞吐量为489 bit/s, 1米距离丢包率为26%。
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引用次数: 29
Infant Incubator Temperature Controlling and Monitoring System by Mobile Phone Based on Arduino 基于Arduino的手机婴儿培养箱温度控制与监测系统
K. Khotimah, M. I. Sudrajat, Siddiq Wahyu Hidayat
A remote system for controlling and monitoring the temperature inside the compartment's infant incubator on a mobile device is developed. The system composed of an Arduino Uno, an HC 05 module, a DHT 11 sensor, a relay, and a heater. The system has advantages on providing more sterile compartment's environment and easier control/monitor infant incubator. The developed system is proven to be used for controlling and monitoring infant incubator remotely. The average temperature response of the developed system is 0.397 °C/mins, and maximum communication distance between the developed system and the mobile phone is 12.25 m.
开发了一种用于在移动设备上控制和监测车厢婴儿保温箱内温度的远程系统。该系统由Arduino Uno、HC 05模块、DHT 11传感器、继电器和加热器组成。该系统的优点是提供了更无菌的隔间环境,更容易控制/监测婴儿培养箱。该系统已被证明可用于婴儿培养箱的远程控制和监控。所开发系统的平均温度响应为0.397℃/min,系统与手机的最大通信距离为12.25 m。
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引用次数: 7
Agriculture Spatiotemporal Business Intelligence using Open Data Integration 基于开放数据集成的农业时空商业智能
Irya Wisnubhadra, Stephanie Pamela Adithama, S. K. Baharin, N. S. Herman
Business Intelligence is a technology for collecting, transforming, and presenting data for analysis as a tool for supporting decision making. Business Intelligence using Data Warehouse, Multidimensional data, and Online Analytical Processing (OLAP) has proven to be useful for obtaining information and knowledge relevant to the business. Nowadays the development of the internet with Web 2.0 model is increasing the availability of data over the internet. Linked Open Data (LOD), Open Data, and Open Government Data is constantly growing, producing a large amount of valuable data in the form of semi-structured data, flexible and machine-readable. Data sharing on agricultural production is one of the requirements for the best of analysis of agricultural production, but most of the data is still in the format of 2/3-stars open data and does not yet have spatial data that facilitates analysis based on spatial dimensions. The emerging open data concept makes the data warehouse more dynamic and can accommodate external data. Spatiotemporal support in open data also enables a more sophisticated analysis of data with spatial queries. This research develops tools to integrate agricultural data originating from the Village and Rural Area Information Systems (SIDeKa) that has open distributed data, a service-oriented approach, and spatiotemporal data. This paper also describes the design of business intelligence and multidimensional data for analysis and decision-making tools that enable spatiotemporal and non-spatial based analysis. This paper also highlights the opportunities for scaling and sustaining the initiative.
商业智能是一种收集、转换和呈现数据以供分析的技术,是一种支持决策制定的工具。使用数据仓库、多维数据和在线分析处理(OLAP)的商业智能已被证明对获取与业务相关的信息和知识非常有用。如今,随着Web 2.0模式的发展,互联网上的数据可用性越来越高。链接开放数据(LOD)、开放数据和开放政府数据不断增长,以半结构化数据的形式产生大量有价值的数据,具有灵活性和机器可读性。农业生产数据共享是对农业生产进行最佳分析的要求之一,但大部分数据仍然是2 - 3星开放数据的格式,尚未具备便于基于空间维度进行分析的空间数据。新兴的开放数据概念使数据仓库更具动态性,可以容纳外部数据。开放数据中的时空支持还支持对具有空间查询的数据进行更复杂的分析。本研究开发了整合来自村庄和农村地区信息系统(SIDeKa)的农业数据的工具,该系统具有开放的分布式数据、面向服务的方法和时空数据。本文还描述了用于分析和决策工具的商业智能和多维数据的设计,这些工具可以实现基于时空和非空间的分析。本文还强调了扩展和维持主动性的机会。
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引用次数: 2
Artificial Neural Networks Android-Based Interface Facial Recognition Systems 基于人工神经网络的android界面人脸识别系统
Kevin Alamsyah Yuwono, Irma Safitri, Iwan Iwut Tritoasmoro
Face recognition system is a crucial issue these days. This research builds an Android-based facial recognition system in real time using the Gabor filter and artificial neural network (ANN) methods. The system can be implemented properly. The test results show that for testing in scenario 1, the largest accuracy is 90% in hidden layer 4 and 5. The smallest computation time is 0.46872 seconds for layer 2 and the biggest time is 0.63778 seconds for hidden layer 5. While the test results for scenario 2 shows the lowest accuracy is the trainrp training function for 76%, while the highest accuracy of 94% is in the traincgp training function.
人脸识别系统是当今的一个关键问题。本研究利用Gabor滤波和人工神经网络(ANN)方法构建了一个基于android的实时人脸识别系统。系统可以正常运行。测试结果表明,对于场景1的测试,隐藏层4和隐藏层5的准确率最高,达到90%。第2层最小的计算时间为0.46872秒,第5层最大的计算时间为0.63778秒。而场景2的测试结果显示准确率最低的是trainrp训练函数,准确率为76%,而准确率最高的是traincgp训练函数,准确率为94%。
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引用次数: 1
Attendance System Based on Face Recognition System Using CNN-PCA Method and Real-time Camera 基于CNN-PCA和实时摄像头的人脸识别考勤系统
Edy Winarno, Imam Husni Al Amin, Herny Februariyanti, P. Adi, W. Hadikurniawati, M. T. Anwar
One of the developments in computer vision is the research on human face recognition. One of the implementations of the human face recognition system is used as an attendance system. The attendance system uses faces as objects to be detected and recognized as a person's identity and then stored as a face database. The process of matching face image data captured by the camera with face images that have been stored in the face database will result in face identification of the object faces captured by the camera. The face recognition-based attendance system in this study uses a hybrid feature extraction method using CNN-PCA (Convolutional Neural Network - Principal Component Analysis). This combination of methods is intended to produce a more accurate feature extraction method. The face recognition-based attendance system using this camera is very effective and efficient to further improve the accuracy of user data. This face recognition-based attendance system using this camera has very accurate data processing and high accuracy so that it can produce a system that is reliable and powerful to identify human faces in real-time.
人脸识别是计算机视觉的发展方向之一。人脸识别系统的一个实现是作为考勤系统。考勤系统使用人脸作为对象进行检测和识别,作为一个人的身份,然后存储为人脸数据库。将摄像机捕获的人脸图像数据与存储在人脸数据库中的人脸图像进行匹配的过程,将对摄像机捕获的目标人脸进行人脸识别。本研究基于人脸识别的考勤系统采用了CNN-PCA(卷积神经网络-主成分分析)混合特征提取方法。这种方法的组合旨在产生更准确的特征提取方法。采用该摄像头的基于人脸识别的考勤系统非常有效和高效,进一步提高了用户数据的准确性。基于人脸识别的考勤系统采用该摄像头,数据处理非常准确,准确率高,可以产生一个可靠、功能强大的实时人脸识别系统。
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引用次数: 38
ZSI Application for Reducing the Energy Incident of Arc Flash in a Distribution System ZSI在减少配电系统电弧闪络能量入射中的应用
Firilia Filiana, M. Farid, M. Abdillah
The safety of workers and equipment in the power system can be done using a safety system. This system consists of several components that work based on certain algorithms that will work if the system experiences interference. One major disturbance that can harm the system and the workers in it is the arc of fire. This disturbance begins with a short circuit that has enough energy to produce arcs of fire and even to an explosion. Relay equipment and circuit breakers can be used to protect the system. While humans can use Personal Protective Equipment (PPE) as a safety. PPE is determined based on the energy level of the incident from the arc. One effort to reduce this energy is to reduce the time of occurrence of arcs. The time of the incident is very closely related to relay work time. Relay working time determines the circuit breaker (CB) termination when a short circuit occurs. The shorter the relay's working time, the arc will also be shorter. Improvising the relay work time must pay attention to coordination between relays so that no trip errors occur. For this reason, the Zone Selective Interlocking (ZSI) method will be used to maximize work time and relay coordination by dividing the system into several protection zones. This study takes the case of a 20 kV distribution system. A distribution system with a large amount of load will increase the potential for interference. Simulation results show that ZSI can reduce the time the arc arises and does not interfere with relay coordination.
电力系统中工作人员和设备的安全可以通过安全系统来实现。该系统由几个基于特定算法的组件组成,这些算法在系统受到干扰时仍能工作。对系统和工作人员造成伤害的一个主要干扰是火的弧度。这种扰动从短路开始,它有足够的能量产生电弧,甚至爆炸。可以使用继电器设备和断路器来保护系统。虽然人类可以使用个人防护装备(PPE)作为安全措施。PPE是根据电弧入射的能量等级来确定的。减少这种能量的一种方法是减少电弧出现的时间。事故发生的时间与接力工作时间密切相关。当发生短路时,继电器的工作时间决定了断路器(CB)的终止。继电器的工作时间越短,电弧也就越短。临时调整继电器工作时间时,必须注意继电器之间的协调,以免发生跳闸错误。因此,将使用区域选择性联锁(ZSI)方法,通过将系统划分为几个保护区域来最大化工作时间和继电器协调。本研究以20kv配电系统为例。负荷较大的配电系统会增加干扰的可能性。仿真结果表明,ZSI可以缩短电弧产生的时间,并且不影响继电器的协调。
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引用次数: 0
The Third al-Biruni’s Method for The Determination of Qibla Direction from Kitab Tahdid Nihayat al-Amakin with The Implementation Based on Arduino Board MCU, GPS Module, and Digital Compass 基于Arduino板单片机、GPS模块和数字罗盘的第三al-Biruni法测定Kitab Tahdid Nihayat al-Amakin的Qibla方向
W. S. M. Sanjaya, Akhmad Roziqin, A. Kusumorini, D. Anggraeni, F. I. Nurrahman, W. G. Kresnadjaja, D. Maulana
One of the mandatory requirements of performing Sholat or other various worship for Muslim’s is faces to Qibla direction (the direction toward Kaaba in Mecca). Muslims around the world who far away from Kabaa motivate the beginning Muslims scientist (one of them is al-Biruni (973 - 1050 CE)) to develop various method to determine the Qibla direction. This study describes al-Biruni’s Third method from the manuscript Kitab Tahdid Nihayat al-Amakin for determining the Qibla direction of a Location computed in Python 2.7. The computation result presents that al-Biruni’s Third method equivalent to the modern spherical trigonometry method. Hence, al-Biruni’s method can still be used to determine the Qibla direction of a location in the present. Then, the algorithm of al-Biruni’s Third has been implemented to construct Q-Bot Ver. 3 based on Arduino board MCU, GPS module, and digital compass so that can determine the Qibla direction in a Location automatically and in real-time.
对穆斯林来说,进行Sholat或其他各种崇拜的强制性要求之一是面向Qibla方向(朝向麦加克尔白的方向)。远离卡巴的世界各地的穆斯林激发了早期的穆斯林科学家(其中之一是al-Biruni(公元973 - 1050年))开发各种方法来确定Qibla方向。本研究描述了来自手稿Kitab Tahdid Nihayat al-Amakin的al-Biruni的第三种方法,用于确定Python 2.7中计算的位置的Qibla方向。计算结果表明,al-Biruni的第三种方法相当于现代球面三角方法。因此,al-Biruni的方法现在仍然可以用来确定一个地点的Qibla方向。然后,实现al-Biruni 's Third算法,构建基于Arduino板MCU、GPS模块和数字罗盘的Q-Bot Ver. 3,实现自动实时定位Qibla方向。
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引用次数: 2
Improvement of Steam Distribution System Using Modified Steam Trap in a Furniture Decorative Laminate Industry 利用改进型疏水阀改进家具装饰层压工业配汽系统
Haidar Akbarsyah, D. Saputro, C. Hudaya
In a furniture decorative laminate industry, boiler is an important component to produce steam for machinery operation. Thus, improving efficiency of boiler becomes crucial step to reduce the operational cost and to increase the productivity. In this study, we investigated the replacement of steam trap in a boiler system using orificebased steam trap. Based on the real operational data, we found that the modified steam traps installed in an impregnation machine line could increase the boiler efficiency and decrease the fuel consumption by 7.1%, reduce the treated water by 5.5%, and decrease the condensate water volume by 1.9%. These phenomena occurred because there are no steam losses thus the boiler will work efficiently leading to the reduction in the use of fuel and treated water. The cost calculation concluded that the replacement of steam traps contributes to 2 months pay back period, Net Present Value (NPV) of USD 57,457, and Internal Rate of Return (IRR) of 562%.
在家具装饰层压板行业中,锅炉是产生蒸汽供机械运行的重要部件。因此,提高锅炉效率成为降低运行成本、提高生产效率的关键环节。在本研究中,我们研究了用孔口式疏水阀代替锅炉系统中的疏水阀。根据实际运行数据,经改造后的疏水阀安装在浸渍机生产线上,可使锅炉效率提高7.1%,燃耗降低7.1%,处理水量减少5.5%,凝结水体积减少1.9%。这些现象的发生是因为没有蒸汽损失,因此锅炉将有效地工作,从而减少燃料和处理水的使用。成本计算得出的结论是,更换疏水阀的回收期为2个月,净现值(NPV)为57,457美元,内部收益率(IRR)为562%。
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引用次数: 0
Sundanese Aksara Recognition Using Histogram of Oriented Gradients 利用方向梯度直方图识别巽他语Aksara
Haifa Salsabila, Ema Rachmawati, F. Sthevanie
Indonesia is a famous nation for its wealth in both natural and language resources and culture. Aksara is one of the Indonesian cultures that must be preserved therefore, as not to lose its existence. To avoid the loss of the existence of letters, especially Sundanese aksara, we proposed a new approach Sundanese word recognition with considering rarangkèn characteristic using the Histogram of Oriented Gradients method and support vector machine as a classification method. The datasets used are sourced from a Sundanese dictionary book. Based on the test results obtained an accuracy 81.48 % of the recognition of word Sundanese aksara with the values pixels per cell is 10x10 and cells per block is 1x1 or the values pixels per cell is 20x20 and cells per block is 3x3.
印度尼西亚是一个以其丰富的自然资源和语言资源以及文化而闻名的国家。Aksara是印度尼西亚的文化之一,因此必须保存,以免失去它的存在。为了避免孙达纳语中字母的存在性缺失,特别是孙达纳语中aksara的存在性缺失,提出了一种考虑随机字符特征的孙达纳语单词识别新方法,该方法采用了直方图定向梯度法和支持向量机分类方法。所使用的数据集来自一本巽他语词典。测试结果表明,每单元像素值为10x10,单元格为1x1或每单元像素值为20x20,单元格为3x3时,对Sundanese aksara词的识别准确率为81.48%。
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引用次数: 1
期刊
2019 International Seminar on Research of Information Technology and Intelligent Systems (ISRITI)
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