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2018 International Conference on Information and Communications Technology (ICOIACT)最新文献

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Design of server room temperature and humidity control system using fuzzy logic based on microcontroller 基于单片机模糊逻辑的服务器机房温湿度控制系统设计
Pub Date : 2018-03-01 DOI: 10.1109/ICOIACT.2018.8350770
F. H. Purwanto, Ema Utami, E. Pramono
Server room is a very important asset for a company because in there are servers that contain applications and company databases that are very valuable for the sustainability of a company, therefore the condition of the server room such as temperature, humidity, power and all IT equipment in this room should always be monitored in real time. One way that can be used to control and monitor the temperature and humidity of server room is to use an Internet of Thing (IoT) based system. This research proposed the design of server room temperature and humidity control system using fuzzy logic based on microcontroller Wemos D1 as an infrared transmitter remote control to control temperature and mode setting in Air Conditioner to control temperature and humidity of server room. Fuzzy logic based on microcontroller for control the temperature and humidity of server room was successfully designed and successfully implemented into microcontroller with simulation test results using matlab obtained the value that match with the results on the microcontroller with average AC Temperature Set output deviation 0.03500 and average AC Mode Set output deviation 0.01225. The system is also designed to be able to monitor data temperature, humidity and electricity voltage online using the website and can provide early warning message through social media twitter.
服务器机房是公司非常重要的资产,因为服务器中包含应用程序和公司数据库,这对公司的可持续性非常有价值,因此服务器机房的状况,如温度、湿度、电源和该机房的所有IT设备都应该始终进行实时监控。控制和监测服务器机房温湿度的一种方法是使用基于物联网(IoT)的系统。本研究提出了一种基于模糊逻辑的服务器室温湿度控制系统的设计,该系统基于微控制器Wemos D1作为红外发射遥控器,通过控制空调的温度和模式设置来控制服务器室的温湿度。成功设计了基于模糊逻辑的服务器机房温湿度控制单片机,并在单片机上成功实现,利用matlab进行仿真测试,得到与单片机上结果匹配的值,平均交流温度设定输出偏差为0.03500,平均交流模式设定输出偏差为0.01225。该系统还可以通过网站在线监测温度、湿度和电压数据,并可以通过社交媒体twitter提供早期预警信息。
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引用次数: 23
Measuring the quality of various version an object-oriented software utilizing CK metrics 利用CK度量方法度量面向对象软件的不同版本的质量
Pub Date : 2018-03-01 DOI: 10.1109/ICOIACT.2018.8350760
Iwan Binanto, H. Warnars, F. Gaol, E. Abdurachman, B. Soewito
There are many object-oriented software quality measurement techniques. One of them is CK metric. This paper utilizes CK metrics to measure qualities per version of an open source software namely Statcato. Measurements are done in each class, each version of the software. The measurement is used to analyze the quality of the software. This paper concludes that the quality of software has improved during its lifecycle, although its features increase.
有许多面向对象的软件质量度量技术。其中一个是CK度规。本文利用CK度量来度量每个版本的开源软件(即Statcato)的质量。测量是在每个班级,每个版本的软件中完成的。测量是用来分析软件质量的。本文的结论是,软件的质量在其生命周期中得到了提高,尽管它的特性有所增加。
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引用次数: 9
Determining linear temporal logic formula for decomposed process model 分解过程模型线性时间逻辑公式的确定
Pub Date : 2018-03-01 DOI: 10.1109/ICOIACT.2018.8350722
Maryamah, R. Sarno, Afina Lina Nurlaili
Process discovery is a process to observe behaviour in the event log and to build a model for the next process. In addition, it is an important process because its strength to predict the time, and cost. After constructing the model, the model has to be set into some parts by using decomposed process algorithm. So that, the result will be easier to be analyzed. A decomposed process can implementation inductive miner algorithm. However, decomposed using inductive miner have limited relation in process. To overcome this problem, this paper proposed decomposed model by using Linear Temporal Logic (LTL) to find the rule and build the process model automatically without constructing from the first step and also have many notations to formalize relation of activity. In addition, LTL is a method to build the rule and check the workflow of the process logs whether the logs have the parallel process. So that, by using the proposed method LTL will be used for getting a process model in less time with average time 1 second and more accurate result.
流程发现是一个过程,用于观察事件日志中的行为,并为下一个流程构建模型。此外,它是一个重要的过程,因为它的强度预测的时间,和成本。模型构建完成后,需要使用分解过程算法将模型分解成若干部分。这样,结果就更容易分析了。分解过程可以实现归纳挖掘算法。然而,用归纳挖掘法进行分解在过程中存在一定的局限性。为了克服这一问题,本文提出了采用线性时间逻辑(LTL)分解模型,无需从头构建,即可自动发现规则并建立过程模型,并具有许多形式化活动关系的符号。另外,LTL是一种建立规则,检查流程日志的工作流是否具有并行进程的方法。采用该方法,可以在较短的时间内(平均时间为1秒)得到一个过程模型,结果更加准确。
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引用次数: 2
Detection of unstable approaches in flight track with recurrent neural network 航迹不稳定进近的递归神经网络检测
Pub Date : 2018-03-01 DOI: 10.1109/ICOIACT.2018.8350754
A. Hanifa, Saiful Akbar
Due to the increasing of air traffic density is needed to improve flight safety level especially in approach and landing phase. A potentially risky approach phase of flight is called an unstable approach. There are related studies in detecting these conditions, including anomaly detection of flight tracks for all flight phases. Compare with Multiple Kernel and Clustering methods, Recurrent Neural Network (RNN) has advantages in term of accuracy, sensitivity towards short term anomaly, and does not require dimensional reduction to identify the flight track anomaly pattern. However, RNN require experts to identify the risk event characteristics that cause anomalies. While heuristic methods can identify anomaly patterns specifically in the approach phase or called unstable approach with rule-based for each risk event. Therefore, this study combines the two methods approach to identify the unstable approach pattern. The main focus of this research is to prepare the data until ready to do the process of model formation by preprocessing technique, then done data modelling using RNN method with architecture stacked Long Short Term Memory (LSTM), and identify the type of risk event that influence unstable approach with heuristic method. In the modelling experiment performed by tuning the optimum value for each input parameter. The optimum value for batch size = 128, epoch = 150, and optimizer is rmsprop, with accuracy value equal to 90.12%, recall value equal to 59,44%, and precision value equal to 100%. That results show that the established model has been able to classify unstable and stable approaches, with high precision value, but the recall value is still low. Therefore for future work, the more amount of unstable approach data can be used to improve performance of data training.
由于空中交通密度的增加,需要提高飞行安全水平,特别是在进近和着陆阶段。飞行中有潜在风险的进近阶段称为不稳定进近。在检测这些条件方面有相关的研究,包括对所有飞行阶段的飞行轨迹进行异常检测。与多核和聚类方法相比,递归神经网络(RNN)在识别航迹异常模式的准确性、对短期异常的敏感性以及不需要降维等方面具有优势。然而,RNN要求专家识别导致异常的风险事件特征。而启发式方法可以识别异常模式,特别是在接近阶段或称为不稳定方法与规则为基础的每个风险事件。因此,本研究将这两种方法结合起来识别不稳定接近模式。本研究的主要重点是通过预处理技术将数据准备好进行模型形成过程,然后使用RNN方法进行结构堆叠长短期记忆(LSTM)的数据建模,并使用启发式方法识别影响不稳定方法的风险事件类型。在建模实验中,通过调整每个输入参数的最优值来进行。批大小= 128,epoch = 150,优化器为rmsprop的最优值,准确率值为90.12%,召回值为59,44%,精度值为100%。结果表明,所建立的模型能够对不稳定和稳定的方法进行分类,具有较高的精度值,但召回率仍然较低。因此,在未来的工作中,可以使用更多的不稳定方法数据来提高数据训练的性能。
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引用次数: 1
Animation opportunities of intelligent multimedia systems in developing a creative economy park 智能多媒体系统在创意经济园区发展中的动画机遇
Pub Date : 2018-03-01 DOI: 10.1109/ICOIACT.2018.8350826
M. Suyanto, F. W. Wibowo
A creative economy park is a place designed with using a strategic objective in collaborating technological capabilities, information and knowledge transfer, cultivation of innovative high technology enterprises and entrepreneurs, emerging new technological industries within creative economy businesses to encourage an economic development. Universitas Amikom Yogyakarta has declared as a creative economy park and known as the Amikom Creative Economy Park (ACEP). The ACEP encompasses some multimedia environments for aiming at business e.g. software development, film, television, game, radio, animation, advertising, investment advisory, and project design. As known that the multimedia is the field of multiple media sources comprising animation, audio, image, text, and video. This paper addressed at the discussion about the opportunities of the animation model in the intelligent era. The animation has been accepted by people in wider aspects and has assisted people in visual performance for entertaining, learning, modeling, etc. So the animation sector is very interested to be discussed since emerging of the intelligent multimedia fields.
创意经济园是一个设计的地方,其战略目标是合作技术能力,信息和知识转移,培育创新型高科技企业和企业家,在创意经济企业中出现新的科技产业,以促进经济发展。日惹大学已被宣布为创意经济园区,并被称为Amikom创意经济园区(ACEP)。ACEP包括一些针对商业的多媒体环境,例如软件开发、电影、电视、游戏、广播、动画、广告、投资咨询和项目设计。众所周知,多媒体是包括动画、音频、图像、文本和视频在内的多种媒体源的领域。本文对智能时代动画模式的机遇进行了探讨。动画在更广泛的方面被人们所接受,辅助人们进行娱乐、学习、造型等视觉表现。因此,随着智能多媒体领域的兴起,动画领域成为人们讨论的热点。
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引用次数: 1
A remedy design of PI controller for liquid level control 液位控制PI控制器的改进设计
Pub Date : 2018-03-01 DOI: 10.1109/ICOIACT.2018.8350821
Triana Rahmawati, Ni'matul 'Abdah Adhiya Fakhriy, G. Pratama, A. Cahyadi, S. Herdjunanto
In the industrial, the level of liquid control in the tank is important. Level control in the tank can be done by manipulating the liquid flow rate, in order to obtain the appropriate level of the liquid set point. For that required selection of control mode and tuning method accordingly. Despite its popularity, PI (Proportional-Integral) control tuned with Ziegler-Nichols method, suffers from weird oscillation. In this paper, a remedy for PI controller is proposed with and the St. Clair method. As results, based on the level control of manipulated value (MV), the output trend is obtained with 0% oscillation change, the rise time is 1.71 seconds, and the settling time is 4.9 seconds. It shows a level control system with PI control and St. Clair is able to make the system stable against MV.
在工业中,储罐内的液位控制是很重要的。罐内液位控制可以通过操纵液体流量来实现,以获得适当的液位设定点。根据需要选择相应的控制方式和整定方法。尽管PI(比例积分)控制很受欢迎,但采用齐格勒-尼科尔斯方法调谐的PI(比例积分)控制存在奇怪的振荡。本文提出了一种利用和St. Clair方法对PI控制器进行补救的方法。结果表明,在对被控值(MV)进行电平控制的基础上,得到了振荡变化为0%的输出趋势,上升时间为1.71秒,稳定时间为4.9秒。它显示了一个具有PI控制的液位控制系统,St. Clair能够使系统对MV稳定。
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引用次数: 5
Additive survival least square support vector machines and feature selection on health data in Indonesia 印度尼西亚健康数据的加法生存最小二乘支持向量机和特征选择
Pub Date : 2018-03-01 DOI: 10.1109/ICOIACT.2018.8350737
C. Khotimah, S. W. Purnami, D. Prastyo
Survival analysis is widely applied in many areas such as medicine, public health, engineering, economics, demography, and others. The initial approach has been employed for survival analysis is parametric model. Next, the semi parametric approach so-called Cox Proportional Hazard model (Cox-PHM) was developed. The parameters estimation in Cox PHM use partial likelihood function. The drawback of the Cox PHM is that it requires proportional condition in its hazard function between categories. In addition, it assumes linearity on its covariate pattern. This work employs nonparametric model so-called Additive Survival Least Square Support Vector Machines (A-SURLSSVM). The Cox PHM is used as a benchmark. The first data used in this study are generated from simulation. The second data are three health datasets in Indonesia. The performance of the proposed approach is compared with the benchmark based on the Concordance index (C-index) criterion. The higher C-index indicates better performance. In this study, application on three health datasets produce empirical results that conclude A-SURLSSVM perform better than Cox PHM for both with and without feature selection. In addition, the results of simulation study using 100 replications inform that feature selection can increase the C-index significantly. Moreover, the interaction between covariates yields the main confounder variable (the greatest probability to persist in the model) and the sub-main confounder (the most frequently excluded covariates from the model).
生存分析广泛应用于医学、公共卫生、工程、经济学、人口学等诸多领域。生存分析的初始方法是参数化模型。其次,建立了半参数法Cox比例风险模型(Cox- phm)。Cox PHM的参数估计采用偏似然函数。Cox PHM的缺点是它在类别间的危险函数中要求成比例条件。此外,它在协变量模式上假定线性。这项工作采用了所谓的非参数模型加性生存最小二乘支持向量机(A-SURLSSVM)。Cox PHM被用作基准。本研究中使用的第一个数据是通过模拟生成的。第二个数据是印度尼西亚的三个卫生数据集。将该方法的性能与基于一致性指数(C-index)标准的基准进行了比较。C-index越高,性能越好。在本研究中,对三个健康数据集的应用产生了实证结果,结论是A-SURLSSVM在有和没有特征选择的情况下都比Cox PHM表现更好。此外,100次重复的模拟研究结果表明,特征选择可以显著提高c指数。此外,协变量之间的相互作用产生主混杂变量(在模型中持续存在的最大概率)和次主要混杂变量(最经常从模型中排除的协变量)。
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引用次数: 7
Spoiled meat classification using semiconductor gas sensors, image processing and neural network 变质肉分类采用半导体气体传感器、图像处理和神经网络
Pub Date : 2018-03-01 DOI: 10.1109/ICOIACT.2018.8350678
Vinda Setya Kartika, M. Rivai, D. Purwanto
Spoiled meat level can be detected manually by using the senses of sight and smell. However, it can endanger the human body if the gas emitted by rotting meat exhaled directly because of the bacterial contamination. Furthermore, such classifications are inevitably somewhat subjective since everyone has different assessments of the spoiled meat. This research presents the use of semiconductor gas sensors to detect gas emitting from rotting meat as a substitute for human olfaction. In addition, a camera equipped with image processing using Grey Level Co-Occurrence Matrix is applied as a replacement for vision. The responses of gas sensor array and Grey Level Co-occurrence Matrix were processed by Neural Network to classify the spoiled meat level. The classification of Artificial Neural Networks has a high percentage of success up to 82%. This method can replace the role of human senses in meat classification automatically.
变质肉的程度可以通过使用视觉和嗅觉手动检测。但是,如果腐肉散发的气体因细菌污染而直接呼出,则会对人体造成危害。此外,这样的分类难免有些主观,因为每个人对变质的肉有不同的评价。这项研究提出了使用半导体气体传感器来检测从腐烂的肉中释放的气体,作为人类嗅觉的替代品。此外,采用灰度共生矩阵图像处理的相机代替视觉。利用神经网络对气体传感器阵列和灰度共生矩阵的响应进行处理,对变质肉的等级进行分类。人工神经网络的分类成功率高达82%。该方法可以代替人类感官对肉类进行自动分类。
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引用次数: 14
Analysis of evaluation quality website from developers perspective for build website 从开发者的角度分析网站质量评价对网站建设的影响
Pub Date : 2018-03-01 DOI: 10.1109/ICOIACT.2018.8350697
D. Rahayu, Ema Utami, E. T. Luthfi
According to the law, legal marriage is when marriage registered by the government, this is in accordance with the provisions of article 2 paragraph (2) of law no. 1 year 1974 about marriage. A marriage registered is evidenced by the ownership of marriage certificate and marriage book of married couple. Couples who have children are obliged to report to the population and civil registry, then get birth certificates for children and family members are added to the family card. The marriage electronic card is a physical form of marriage information system by applying Radio Frequency Identification (RFID) on the card, which integrated with the website so the user can access the information using the marriage card's electronic serial number as the username. The electronic marriage card holder can change the data over the marriage permit of the marriage system website which is integrated with population and civil administration records. In this research, a marriage information system concept designed of RFID card communication model, communication between user and website, use case diagram, simple explanation of how RFID card works and responses about the concept of some informatics experts using the method of Unified Theory of Acceptance and Use of Technology (UTAUT). It is expected that this concept can be applied to support e-government of Indonesia.
根据法律规定,合法婚姻是当婚姻经政府登记时,这是根据第2条第(2)款的规定。1974年,关于婚姻。登记结婚,以已婚夫妇的结婚证和结婚簿的拥有权为证明。有孩子的夫妇有义务向人口和民事登记处报到,然后获得孩子的出生证明,家庭成员被添加到家庭卡中。婚姻电子卡是一种实物形式的婚姻信息系统,在卡片上应用射频识别技术(RFID),与网站集成,用户可以使用结婚卡的电子序列号作为用户名访问信息。电子结婚证持有人可以在人口、民政档案一体化的婚姻系统网站办理结婚证变更资料。本研究设计了一个婚姻信息系统的概念,包括RFID卡的通信模型、用户与网站之间的通信、用例图、RFID卡工作原理的简单解释以及一些信息学专家使用技术接受与使用统一理论(UTAUT)的方法对概念的回应。期望这一概念可以应用于支持印尼的电子政务。
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引用次数: 1
A double stage micro-inverter for optimal power flow control in grid connected PV system 并网光伏系统中最优潮流控制的双级微型逆变器
Pub Date : 2018-03-01 DOI: 10.1109/ICOIACT.2018.8350788
F. Ronilaya, Achsanul Khabib, M. N. Hidayat, Indrazno Siradjudin, E. Rohadi, Rosa Andri Asmara, E. Yudaningtyas
This paper presents a double-stage micro-inverter with an isolated Sepic converter used for optimal power flow control in a small grid connected PV system. The proposed micro-inverter has two stages. Stage I is a DC-DC converter with isolated Sepic transformer and stage II is a DC-AC converter based on voltage source inverter. The main features of the proposed inverter include: high efficiency, small dimension, low cost, lightweight, and a stable AC current injection. Three controllers used comprise non-MPPT (Maximum Power Point Tracker), Constant Voltage (CV), Perturb & Observe (P&O), and Incremental Conductance (IC). To validate the effectiveness of the design, such methods are examined under different irradiance. The results show that the designed micro-inverter controlled by IC MPPT method has satisfactory performance and the efficiency is relatively higher than that of non-MPPT, CV or P&O method. Thus, it can be used as an alternative solution of micro-inverter topology.
本文提出了一种带隔离式Sepic变换器的双级微型逆变器,用于小型并网光伏系统的最优潮流控制。所提出的微型逆变器分为两级。第一级是带隔离Sepic变压器的DC-DC变换器,第二级是基于电压源逆变器的DC-AC变换器。该逆变器的主要特点是:效率高、体积小、成本低、重量轻、注入交流电流稳定。使用的三种控制器包括非mppt(最大功率点跟踪器),恒压(CV),扰动和观察(P&O)和增量电导(IC)。为了验证设计的有效性,在不同的辐照度下对这些方法进行了测试。结果表明,采用集成电路MPPT方法控制的微型逆变器具有良好的性能,效率相对高于非MPPT、CV或P&O方法。因此,它可以作为微逆变器拓扑的替代解决方案。
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引用次数: 6
期刊
2018 International Conference on Information and Communications Technology (ICOIACT)
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