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Analysis of Information Technology Security Management UKSW SIASAT Using ISO/IEC 27001:2013 使用ISO/IEC 27001:2013的信息技术安全管理分析UKSW SIASAT
Andeka Rocky Tanaamah, Friska Juliana Indira
IT security management is essential for organizations to notice the occurring risks and opportunities because they will profoundly affect the ongoing business processes within the organization. The Satya Wacana Academic Information System, more often called SIASAT, is an IT component playing an essential role in running core business processes at Satya Wacana Christian University under the control of the Information Systems and Technology Bureau. At this time, the implementation of SIASAT has been going well, but there are still some obstacles. Lack of human resources is one of the findings and one it becomes of the most significant risks as it affects the use of infrastructure and information security. This research was conducted using the international standard ISO/IEC 27001:2013, prioritizing information security by taking a planning clause focusing on risk assessment. From the results of this study, there were nine recommendations given. Some of which were the most important, i.e., creating separated standard operating procedure documents for SIASAT, which previously were still affiliated with the Academic Administration Bureau; distributing job descriptions; and providing clear and documented access rights for everyone. It is expected that this research can reduce the occurring risks and can be considered for establishing improvements to enhance academic services in the future.
IT安全管理对于组织注意到发生的风险和机会至关重要,因为它们将深刻地影响组织内正在进行的业务流程。萨蒂亚瓦卡纳学术信息系统,通常被称为SIASAT,是一个IT组件,在信息系统和技术局的控制下,在萨蒂亚瓦卡纳基督教大学的核心业务流程中起着至关重要的作用。此时,SIASAT的实施进展顺利,但仍存在一些障碍。缺乏人力资源是调查结果之一,它成为最重大的风险之一,因为它影响到基础设施和信息安全的使用。本研究使用国际标准ISO/IEC 27001:2013进行,通过采用侧重于风险评估的规划条款来优先考虑信息安全。根据这项研究的结果,提出了九项建议。其中一些是最重要的,即为SIASAT创建单独的标准操作程序文件,该文件以前仍隶属于教务处;分发职位描述;并为每个人提供明确和有文件记录的访问权。期望本研究可以减少发生的风险,并可考虑建立改进措施,以提高未来的学术服务。
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引用次数: 0
SMIMO Radar: MIMO Radar with Subarray Elements of Phased-Array Antenna SMIMO雷达:带相控阵天线子阵元的MIMO雷达
Syahfrizal Tahcfulloh
Unlike Phased-MIMO Radar (PMIMO) which employs overlapping equal subarrays (OES) only on the transmit (Tx), Subarray-MIMO (SMIMO) radar utilizes the combination of subarrays, both in the transmit (Tx) and receive (Rx). SMIMO radar is MIMO radar with subarray elements acting as Phased-Array (PA). It simultaneously combines the primary advantages of PA and the MIMO radar; they are high directional gain and high diversity gain, respectively. High directional gain is beneficial to improve the range target, while high diversity gain is beneficial to improve the number of target detection. The use of the subarray methods in the Tx-Rx array could be configured such as in verlapping subarray (OS), non-overlapping subarray (NOS), equal subarray (ES), unequal subarray (US), and/or the combination of all configurations. Various configurations in Tr-Rx would determine the performance of radar, such as the number of virtual arrays, the maximum number of target detections, the detection accuracies, and the angular resolutions along with its effectivity compared to PA, MIMO, and Phased-MIMO radar. Numerical results and simulation showed that SMIMO provided higher flexibility than other radars by configuring Tx-Rx to easily adapt to various changes of target conditions and their surroundings.
与相位mimo雷达(PMIMO)不同,它只在发射(Tx)上使用重叠相等子阵列(OES),子阵列mimo (SMIMO)雷达在发射(Tx)和接收(Rx)中使用子阵列的组合。SMIMO雷达是一种MIMO雷达,其子阵单元充当相控阵(PA)。它同时结合了扩音雷达和MIMO雷达的主要优点;它们分别具有高定向增益和高分集增益。高定向增益有利于提高目标的距离,高分集增益有利于提高目标的检测次数。Tx-Rx阵列中子阵列方法的使用可以配置为重叠子阵列(OS)、非重叠子阵列(NOS)、相等子阵列(ES)、不相等子阵列(US)和/或所有配置的组合。Tr-Rx中的各种配置将决定雷达的性能,例如虚拟阵列的数量,目标检测的最大数量,检测精度,角分辨率以及与PA, MIMO和相控MIMO雷达相比的有效性。数值和仿真结果表明,SMIMO通过配置Tx-Rx,可以轻松适应目标条件及其周围环境的各种变化,从而比其他雷达具有更高的灵活性。
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引用次数: 2
Applying Machine Learning for Improving Performance Classification on Driving Behavior 应用机器学习改进驾驶行为的性能分类
Ahmad Fadli, S. Sulistyo, S. Wibowo
Traffic accident is a very difficult problem to handle on a large scale in a country. Indonesia is one of the most populated, developing countries that use vehicles for daily activities as its main transportation.  It is also the country with the largest number of car users in Southeast Asia, so driving safety needs to be considered. Using machine learning classification method to determine whether a driver is driving safely or not can help reduce the risk of driving accidents. We created a detection system to classify whether the driver is driving safely or unsafely using trip sensor data, which include Gyroscope, Acceleration, and GPS. The classification methods used in this study are Random Forest (RF) classification algorithm, Support Vector Machine (SVM), and Multilayer Perceptron (MLP) by improving data preprocessing using feature extraction and oversampling methods. This study shows that RF has the best performance with 98% accuracy, 98% precision, and 97% sensitivity using the proposed preprocessing stages compared to SVM or MLP.
交通事故在一个国家是一个很难大规模处理的问题。印度尼西亚是人口最多的发展中国家之一,以车辆作为日常活动的主要交通工具。它也是东南亚汽车用户最多的国家,因此驾驶安全需要考虑。使用机器学习分类方法来判断驾驶员是否安全驾驶,有助于降低驾驶事故的风险。我们创建了一个检测系统,使用行程传感器数据(包括陀螺仪、加速度和GPS)来分类驾驶员是否安全驾驶。本研究采用随机森林(Random Forest, RF)分类算法、支持向量机(Support Vector Machine, SVM)和多层感知器(Multilayer Perceptron, MLP)作为分类方法,通过特征提取和过采样方法对数据预处理进行改进。本研究表明,与SVM或MLP相比,使用所提出的预处理阶段,RF具有98%的准确度,98%的精度和97%的灵敏度的最佳性能。
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引用次数: 2
Ant Colony Optimization for Resolving Unit Commitment Issues by Considering Reliability Constraints 考虑可靠性约束的蚁群算法求解机组承诺问题
Al Afifi, S. Sarjiya, Yusuf Susilo Wijoyo
Unit Commitment or generator scheduling is one of complex combination issues aiming to obtain the cheapest generating power total costs. Ant Colony Optimization is proposed as a method to solve Unit Commitment issues because it has a better result convergence according to one of journals that reviews methods to solve Unit Commitment issues. Ant Colony Optimization modification into Nodal Ant Colony Optimization as well as addition of several elements are also conducted to overcome Ant Colony Optimization limitations in resolving Unit Commitment issues. Nodal Ant Colony Optimization simulations are then compared with Genetic Algorithm and Simulated Annealing methods which previously has similar simulations. Reliability index combination in a form of Loss of Load Probability and Expected Unserved Energy are also added as reliability constraints in the system. Comparison of three methods shows that Nodal Ant Colony Optimization is able to provide better results up to 0.08% cheaper than Genetic Algorithm or Simulated Annealing methods.
机组承诺或发电机组调度是一个复杂的组合问题,其目标是获得最便宜的发电总成本。蚁群优化算法是一种求解单元承诺问题的方法,根据一篇综述单元承诺问题求解方法的期刊,蚁群优化算法具有较好的收敛性。为了克服蚁群优化算法在解决机组承诺问题上的局限性,将蚁群优化算法修改为节点蚁群优化算法,并增加了一些元素。然后将节点蚁群优化算法的模拟与遗传算法和模拟退火方法进行了比较。并在系统中加入了以负荷损失概率和期望未服务能量为形式的可靠性指标组合作为可靠性约束。三种方法的比较表明,节点蚁群优化能够提供更好的结果,比遗传算法或模拟退火方法的成本低0.08%。
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引用次数: 0
Real-Time Indonesian Language Speech Recognition with MFCC Algorithms and Python-Based SVM 基于MFCC算法和python支持向量机的实时印尼语语音识别
Wening Mustikarini, Risanuri Hidayat, Agus Bejo
Abstract — Automatic Speech Recognition (ASR) is a technology that uses machines to process and recognize human voice. One way to increase recognition rate is to use a model of language you want to recognize. In this paper, a speech recognition application is introduced to recognize words "atas" (up), "bawah" (down), "kanan" (right), and "kiri" (left). This research used 400 samples of speech data, 75 samples from each word for training data and 25 samples for each word for test data. This speech recognition system was designed using Mel Frequency Cepstral Coefficient (MFCC) as many as 13 coefficients as features and Support Vector Machine (SVM) as identifiers. The system was tested with linear kernels and RBF, various cost values, and three sample sizes (n = 25, 75, 50). The best average accuracy value was obtained from SVM using linear kernels, a cost value of 100 and a data set consisted of 75 samples from each class. During the training phase, the system showed a f1-score (trade-off value between precision and recall) of 80% for the word "atas", 86% for the word "bawah", 81% for the word "kanan", and 100% for the word "kiri". Whereas by using 25 new samples per class for system testing phase, the f1-score was 76% for the "atas" class, 54% for the "bawah" class, 44% for the "kanan" class, and 100% for the "kiri" class.
摘要:自动语音识别(ASR)是一种利用机器处理和识别人类声音的技术。提高识别率的一种方法是使用你想要识别的语言模型。本文介绍了一种语音识别应用程序,用于识别单词“atas”(上)、“bawah”(下)、“kanan”(右)和“kiri”(左)。本研究使用了400个语音数据样本,训练数据为每个单词75个样本,测试数据为每个单词25个样本。该语音识别系统采用多达13个Mel频率倒谱系数(MFCC)作为特征,支持向量机(SVM)作为标识符。该系统使用线性核函数和RBF、不同的成本值和三种样本量(n = 25、75、50)进行了测试。SVM采用线性核,代价值为100,每类75个样本组成数据集,得到最佳平均精度值。在训练阶段,系统对“atas”一词的准确率和召回率之间的权衡值为80%,“bawah”一词为86%,“kanan”一词为81%,“kiri”一词为100%。然而,在系统测试阶段,每个类使用25个新样本,“atas”类的f1得分为76%,“bawah”类为54%,“kanan”类为44%,“kiri”类为100%。
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引用次数: 4
Management Information System of the Billing Subsystem: A Prototype Design 计费子系统管理信息系统的原型设计
Farida Setianingsih, A. E. Permanasari, W. Najib
Abstract— Prof. Soeparwi Veterinary Hospital is one of veterinary medical service providers in Yogyakarta ad Central Java areas in which the transaction and the documentation managing process is still done manually. Therefore, Prof. Soeparwi VH needs a management information system that facilitate them in managing process and documentation of transactions, one of which is through billing or billing subsystem. This subsystem was designed using UML and was developed in a form of web-based prototype using PHP and HTML languages as well as CSS with CodeIgniter framework and MySQL for database.  The development of this billing subsystem applied a Rapid Application Development (RAD) model process that focused on the working model and obtained feedback from users to improve the system. Results of this system's development were evaluated with a system feasibility test and functionality test. A system feasibility test was administered by distributing Likert scale questionnaire and analysed them based on a summated rating scale method which showed a result of 85.4%. That result indicates that users strongly agree that the system has met their needs.  The system functionality was tested using a black box method and the result was that the system properly functioned. This billing subsystem could process transaction bills automatically included in the calculation. This system produced bills and reports that could be printed and exported. In addition, data was stored in a database so that it supported paperless documentation.
摘要- Soeparwi教授兽医医院是日惹和中爪哇地区的兽医服务提供商之一,其中交易和文档管理过程仍然是手动完成的。因此,Prof. Soeparwi VH需要一个管理信息系统来帮助他们管理交易的流程和文档,其中之一就是通过账单或账单子系统。该子系统采用UML进行设计,以基于web的原型形式开发,使用PHP和HTML语言,CSS, CodeIgniter框架,MySQL为数据库。该计费子系统的开发应用了快速应用程序开发(RAD)模型过程,该过程侧重于工作模型,并从用户那里获得反馈以改进系统。通过系统可行性测试和功能测试对系统的开发结果进行了评价。通过发放李克特量表进行系统可行性测试,并采用综合评定量表法进行分析,结果为85.4%。该结果表明用户强烈同意该系统满足了他们的需求。使用黑盒法对系统功能进行了测试,结果表明系统正常运行。这个计费子系统可以自动处理包含在计算中的交易账单。这个系统产生了可以打印和输出的账单和报告。此外,数据存储在数据库中,因此它支持无纸化文档。
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引用次数: 2
Product Recommendation System Design Using Cosine Similarity and Content-based Filtering Methods 基于余弦相似度和基于内容过滤方法的产品推荐系统设计
Cut Fiarni, Herastia Maharani
The wide variety of products offered by a company, combined with the consistent demands of specific products from customers, create a certain problem for the organization when they want to market a new product. Organization need information that could help them promote the most suitable product based on their customer’s characteristics. The organization also need to suggest alternative products for customer if the requested product is unavailable. In this research, we design a Recommender System that could suggest either new or alternatif products to customer based on their characteristic and transaction history. This proposed system adopts Cosine Similarity method to calculate product similarity score and Content-based Filtering to calculate customer recommendation score and used as a model for the proposed system. Subsequently, these models are used to classify customers as well as products according to their transaction behavior and consequently recommends new products more likely to be purchased by them. Based on the testing results of the proposed system, it can be concluded that the chosen methods can be utilized to recommend products and costumer of products. It is shown that Precision and Recall of product similarity scores and customer recommendation for product scores are 100% and 93.47%.
公司提供的各种各样的产品,加上客户对特定产品的一致需求,在组织想要推销新产品时,给组织带来了一定的问题。组织需要信息,可以帮助他们根据客户的特点推广最合适的产品。如果客户无法获得所要求的产品,组织还需要向客户建议替代产品。在本研究中,我们设计了一个推荐系统,可以根据客户的特征和交易历史向客户推荐新产品或替代产品。该系统采用余弦相似度法计算产品相似度得分,采用基于内容的过滤方法计算客户推荐得分,并将其作为系统的模型。然后,根据客户的交易行为,使用这些模型对客户和产品进行分类,从而推荐更容易被他们购买的新产品。根据所提出的系统的测试结果,可以得出所选择的方法可以用来推荐产品和产品的客户。结果表明,产品相似度评分和客户推荐评分的Precision和Recall分别为100%和93.47%。
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引用次数: 3
Fault Location Algorithm for HVDC Transmission Based on Synchronized Fault Time 基于同步故障时间的直流输电故障定位算法
Kristianto Adi Widiatmoko, F. D. Wijaya, Tumiran Tumiran
To determine the fault location of the dc line fault in an HVDC transmission system, a new algorithm based on the traveling wave method and learning based method is proposed in this paper. The relationship between the traveling wave time of arrival differences with fault location is presented.  The differences in traveling wave time of arrival measured at both ends of transmission line combined with associated fault locations form a fault pattern which is used to perform a simple calculation in order to determine the disturbance location. The fault current for different fault locations is simulated using the electromagnetic transient simulation software EMTDC/PSCAD. Performance of the proposed fault location algorithm is investigated using various fault location and resistance. The impact of data sampling rate also being investigated here. The simulation result shows that the proposed algorithm can reduce the sampling frequency and the number of train feature with the same accuracy.
针对高压直流输电系统中直流线路故障的故障定位问题,提出了一种基于行波法和基于学习法的故障定位算法。给出了行波到达时间差与故障定位的关系。将传输线两端测得的行波到达时间的差值与相关的故障位置相结合,形成故障模式,用该故障模式进行简单计算,以确定扰动位置。利用电磁瞬变仿真软件EMTDC/PSCAD对不同故障位置的故障电流进行了仿真。利用不同的故障定位和电阻对所提出的故障定位算法的性能进行了研究。数据采样率的影响也在这里进行了研究。仿真结果表明,该算法可以在相同精度下降低采样频率和训练特征个数。
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引用次数: 0
Ontology-Based Social Media Talks Topic Classification (Twitter Case) 基于本体的社交媒体话题分类(Twitter案例)
Fransisca Julia Kusuma Deviyanti, S. Kusumawardani, P. Santosa
In the era of digital communication, the use of Twitter as a customer service has been widely encountered. Companies have started to develop strategies around effective use of Twitter, one of which was to identify problems that customers frequently complain about. Twitter, with its straightforward tweet characteristics, will certainly contain sentences with very specific and easily recognizable keywords. These characteristics can be used as a basis for classifying tweets into certain topics. With a help of ontology, classification with keywords can be done automatically. The purpose of this paper is to design an ontology used as a basis for classifying tweets into certain topics related to the 4G telecommunications network in Indonesia and to evaluate performance of proposed classifier model.
在数字通信时代,使用Twitter作为客户服务已经被广泛遇到。公司已经开始制定有效使用Twitter的策略,其中之一就是找出客户经常抱怨的问题。Twitter以其直接的tweet特征,当然会包含带有非常具体且易于识别的关键词的句子。这些特征可以作为将tweet分类为特定主题的基础。在本体的帮助下,可以自动完成关键词分类。本文的目的是设计一个本体,作为将推文分类为与印度尼西亚4G电信网络相关的特定主题的基础,并评估所提出的分类器模型的性能。
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引用次数: 1
Current-Controlled Current-Mode Quadrature Oscillator Using Translinear Current Conveyors 利用横线电流传送带的电流控制电流模式正交振荡器
M. Kumngern
In this paper, a current-mode quadrature oscillator using second-generation current conveyors (CCIIs) is presented. The proposed oscillator consists of two CCIIs, two grounded capacitors and two grounded resistors. The circuit is suitable for integrated circuit implementation by using grounded capacitors. In addition, a new current-controlled current-mode quadrature oscillator using two current controlled second generation current conveyors (CCCIIs) and two grounded capacitors can be obtained by replacing CCIIs and resistors series at X terminals with CCCIIs. The condition of oscillation and frequency of oscillation can be orthogonally controlled. The frequency of oscillation can be controlled by grounded resistors and external bias currents. The proposed circuits have been simulated by SPICE simulations. The simulation results are confirmed the proposed theory.
本文提出了一种采用第二代电流传送带(CCIIs)的电流型正交振荡器。所提出的振荡器由两个ccii、两个接地电容器和两个接地电阻组成。该电路适用于采用接地电容的集成电路实现。此外,用cccii代替X端子的cccii和电阻系列,可以得到由两个电流控制第二代电流传送带(cccii)和两个接地电容器组成的新型电流控制电流模式正交振荡器。振荡条件和振荡频率可正交控制。振荡频率可由接地电阻和外部偏置电流控制。所提出的电路已通过SPICE仿真进行了仿真。仿真结果验证了所提理论的正确性。
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引用次数: 1
期刊
IJITEE (International Journal of Information Technology and Electrical Engineering)
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