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Evaluating the CDMA System Using Hidden Markov and Semi Hidden Markov Models 用隐马尔可夫和半隐马尔可夫模型评价CDMA系统
Pub Date : 2021-01-28 DOI: 10.12962/J20882033.V31I3.7016
Shirin Kordnoori, H. Mostafaei, Shaghayegh Kordnoori, M. Ostadrahimi
CDMA is an important and basic part of today’s communications technologies. This technology can be analyzed efficiently by reducing the time, computation burden, and cost by characterizing the physical layer with a Markov Model. Waveform level simulation is generally used for simulating different parts of a digital communication system. In this paper, we introduce two different mathematical methods to model digital communication channels. Hidden Markov and Semi Hidden Markov models’ applications have been investigated for evaluating the DS-CDMA link performance with different parameters. Hidden Markov Models have been a powerful mathematical tool that can be applied as models of discrete-time series in many fields successfully. A semi-hidden Markov model as a stochastic process is a modification of hidden Markov models with states that are no longer unobservable and less hidden. A principal characteristic of this mathematical model is statistical inertia, which admits the generation, and analysis of observation symbol contains frequent runs. The SHMMs cause a substantial reduction in the model parameter set. Therefore in most cases, these models are computationally more efficient models compared to HMMs. After 30 iterations for different Number of Interferers, all parameters have been estimated as the likelihood become constant by the Baum Welch algorithm. It has been demonstrated that by employing these two models for different Numbers of Interferers and Number of symbols, Error sequences can be generated, which are statistically the same as the sequences derived from the CDMA simulation. An excellent match confirms both models’ reliability to those of the underlying CDMA-based physical layer.
CDMA是当今通信技术的重要基础组成部分。该技术通过用马尔可夫模型表征物理层,减少了时间、计算负担和成本,从而有效地进行了分析。波形级仿真通常用于对数字通信系统的不同部分进行仿真。本文介绍了两种不同的数学方法对数字通信信道进行建模。研究了隐马尔可夫和半隐马尔可夫模型在不同参数下DS-CDMA链路性能评价中的应用。隐马尔可夫模型是一种强大的数学工具,它可以作为离散时间序列的模型成功地应用于许多领域。作为随机过程的半隐马尔可夫模型是隐马尔可夫模型的一种改进,其状态不再是不可观察的,隐藏程度也降低了。该数学模型的一个主要特点是统计惯性,它允许观测符号的生成和分析包含频繁的运行。shmm导致模型参数集的大量减少。因此,在大多数情况下,这些模型在计算上比hmm更有效。对不同干扰数进行30次迭代后,Baum Welch算法估计出所有参数的似然保持不变。结果表明,在不同干扰数和不同码元数的情况下,采用这两种模型可以产生与CDMA仿真结果统计上相同的误差序列。良好的匹配证实了两种模型与底层基于cdma的物理层的可靠性。
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引用次数: 1
Flexural and Shear Behaviour of Reinforced Concrete Slab With PVC Pipe as A Cavity Forming in Two-Way System 双向系统中以PVC管为型腔的钢筋混凝土板的弯剪特性
Pub Date : 2021-01-28 DOI: 10.12962/J20882033.V31I3.7077
W. M. T. Atmadja, H. Parung, R. Irmawaty, A. Amiruddin
Piping modifications Polyvinyl Chloride as forming a hollow cavity in the concrete slab is one alternative to reduce the self-weight of structure. The placement of PVC pipe that has been modified on the concrete tensile area is expected not to reduce the bending strength of the plate. In the study, the analysis was compared to reinforced concrete slab massive (PB-1) with a hollow reinforced concrete slab PVC (PB-2) with the same thickness and compared well with hollow reinforced concrete slab PVC (PB-3) with an equal volume of the concrete slab massive reinforced (PB-1). All test objects have the same dimensions, including the number and spacing of reinforcement. The analysis method of the moment coefficient obtained flexural strength of PB-1 amounted to 328.175 kN, plate PB-2 amounted to 329.624 kN, and the plate of PB-3 amounted to 387.184 kN. While the results of the analysis using the Navier method deflections values obtained for the plate PB-1, PB-2, and PB-3 are 0.0948 mm, 0.33952 mm, and 0.04267 mm, respectively. Shear forces values for plate PB-1, PB-2 and PB-3 is 965.908 kN, 231.818 kN and 281.429 kN respectively.
聚氯乙烯在混凝土板中形成空心腔是减轻结构自重的一种选择。在混凝土拉伸区放置已改性的PVC管材,预计不会降低板材的抗弯强度。在本研究中,将钢筋混凝土厚板(PB-1)与相同厚度的空心钢筋混凝土厚板(PB-2)进行了对比分析,并与相同体积的混凝土厚板(PB-1)的空心钢筋混凝土厚板(PB-3)进行了比较。所有的测试对象具有相同的尺寸,包括钢筋的数量和间距。弯矩系数分析方法得到PB-1板抗弯强度为328.175 kN, PB-2板抗弯强度为329.624 kN, PB-3板抗弯强度为387.184 kN。而采用Navier法分析PB-1、PB-2和PB-3板的挠度值分别为0.0948 mm、0.33952 mm和0.04267 mm。PB-1、PB-2、PB-3板的剪力值分别为965.908 kN、231.818 kN、281.429 kN。
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引用次数: 0
Algorithms Comparison for Non-Requirements Classification using the Semantic Feature of Software Requirement Statements 基于软件需求语句语义特征的非需求分类算法比较
Pub Date : 2021-01-28 DOI: 10.12962/J20882033.V31I3.7606
Achmad An'im Fahmi, D. Siahaan
Noise in a Software Requirements Specification (SRS) is an irrelevant requirements statement or a non-requirements statement. This can be confusing to the reader and can have negative repercussions in later stages of software development. This study proposes a classification model to detect the second type of noise, the non-requirements statement. The classification model that is built is based on the semantic features of the non-requirements statement. This research also compares the five best-supervised machine learning methods to date, which are support vector machine (SVM), naive Bayes (NB), random forest (RF), k-nearest neighbor (kNN), and Decision Tree. This comparison aimed to determine which method can produce the best non-requirements classification, model. The comparison shows that the best model is produced by the SVM method with an average accuracy of 0.96. The most significant features in this non-requirement classification model are the requirements statement or non-requirements, id statement, normalized mean value, standard deviation value, similarity variant value, standard deviation normalization value, maximum normalized value, similarity variant normalization value, value Bad NN, mean value, number of sentences, bad VB score, and project id.
软件需求规范(SRS)中的噪声是不相关的需求陈述或非需求陈述。这可能会让读者感到困惑,并在软件开发的后期阶段产生负面影响。本研究提出了一种分类模型来检测第二类噪声,即非要求陈述。所构建的分类模型是基于非需求陈述的语义特征。本研究还比较了迄今为止五种最好的监督机器学习方法,它们是支持向量机(SVM)、朴素贝叶斯(NB)、随机森林(RF)、k近邻(kNN)和决策树。这种比较旨在确定哪种方法可以产生最佳的非需求分类模型。结果表明,SVM方法得到的模型最优,平均精度为0.96。该非需求分类模型最显著的特征是需求语句或非需求、id语句、归一化均值、标准差值、相似变量值、标准差归一化值、最大归一化值、相似变量归一化值、Bad NN值、均值、句子数、Bad VB评分、项目id。
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引用次数: 1
A Systematic Comparison of Software Requirements Classification 软件需求分类的系统比较
Pub Date : 2021-01-01 DOI: 10.12962/j20882033.v32i3.13005
Fajar Baskoro, Rasi Aziizah Andrahsmara, Brian Rizqi Paradisiaca Darnoto, Yoga Ari Tofan
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引用次数: 0
Users’ Satisfaction with Internet Service Performance-Based on User Log 基于用户日志的互联网服务满意度研究
Pub Date : 2020-12-14 DOI: 10.12962/J20882033.V31I3.5236
M. Ojebode, B. I. Akhigbe
We are currently on the cusp of a digital era when people engage Internet services (Int-Sevs) ceaselessly for sundry purposes such as learning, teaching, and research. However, the lack of sufficient understanding of user satisfaction still poses a huge challenge to Int-Sevs adaption to users’ dynamic needs and the provision of required services in real-time within the university’s context. This understanding is needful concerning what influences the performance of the Int-Sevs of a university. This paper, therefore, analyses the user log of about 65000 log items generated by 120 users of a university’s internet services that were collected over three months. The mixed-method approach was adopted. Thus, the two-step clustering and crosstabulation techniques were applied to identify natural groupings and examine them for existing relationships (respectively) to determine the existence of user satisfaction. The results showed a significant association and relationship between user satisfaction and Key Performance Indicators (KPIs). The study concluded that with data and efficient techniques, KPIs with user-centric criteria like user satisfaction could be investigated to find what influences the performance of a university’s IntSevs. The quality of users’ experience was omitted and left to be considered in the future in a conceivably longitudinal study.
我们目前正处于数字时代的风口浪尖,人们不断地使用互联网服务(Int-Sevs)进行各种目的,如学习、教学和研究。然而,缺乏对用户满意度的充分了解仍然对Int-Sevs适应用户的动态需求和在大学范围内实时提供所需服务构成巨大挑战。这种认识是必要的,以了解是什么影响了一所大学的绩效。因此,本文分析了一所大学互联网服务的120个用户在三个月内收集的约65000个日志项的用户日志。采用混合方法。因此,两步聚类和交叉稳定技术被应用于识别自然分组,并检查它们的现有关系(分别),以确定用户满意度的存在。结果显示,用户满意度与关键绩效指标(kpi)之间存在显著的关联和关系。该研究的结论是,通过数据和有效的技术,可以调查以用户满意度为中心的kpi,以找出影响大学IntSevs表现的因素。用户体验的质量被忽略,留待将来在一项可想象的纵向研究中考虑。
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引用次数: 0
Effect of Courtyard Aspect Ratio on Annual Cooling Energy of Highrise Apartment in Surabaya 庭院宽高比对泗水高层公寓年供冷能量的影响
Pub Date : 2020-11-20 DOI: 10.12962/J20882033.V31I3.5580
P. M. Dewi, I. N. Antaryama, I. Defiana
Rapid development of high-rise apartments, which rely on mechanical cooling, would increase energy consumption. Courtyard existed in various geometries of a high-rise apartment in Surabaya as a result of useful layout configuration. The courtyard is one of the passive cooling strategies in vernacular building and is reported to reduce a building’s energy consumption. The size of the courtyard affects the performance of the courtyard. In high-rise courtyard apartments in Surabaya, there is a wide variation of building width and length, affecting the courtyard aspect ratio. This paper investigates the result of annual cooling energy of different courtyard aspect ratio on five apartment geometries with courtyard: H Geometry, U Geometry, Double U Geometry, Double L Geometry, and Quadruple L Geometry. The method of this research is experimental research with simulation as a tactic. Design-Builder by EnergyPlus is used as simulation tools in this research. The result reveals that a courtyard with an aspect ratio of 1:2 tends to perform better than a square courtyard. Elongating the courtyard of H and U Geometry would reduce the annual cooling energy in all orientations. Elongating the courtyard of Double U, Double L, and Quadruple L Geometries would reduce the annual cooling energy in northwest-southeast orientation and increase annual cooling energy if the building is elongated alongside the northeast axis..
依靠机械制冷的高层公寓的快速发展将增加能源消耗。在泗水的高层公寓中,由于有用的布局配置,庭院存在于各种几何形状中。庭院是乡土建筑的被动冷却策略之一,据报道可以减少建筑的能源消耗。庭院的大小影响着庭院的性能。在泗水的高层四合院公寓中,建筑的宽度和长度变化很大,影响了院落的纵横比。本文研究了不同院落宽高比对五种带院落的公寓的年冷却能量的影响结果:H型、U型、双U型、双L型和四L型。本研究的方法是以仿真为手段的实验研究。本研究使用EnergyPlus的Design-Builder作为仿真工具。结果表明,纵横比为1:2的院落往往比方形院落表现更好。将H形和U形的庭院拉长,可以减少各个方向的年冷却能量。双U型、双L型和四L型几何形体的庭院拉长可以减少西北-东南方向的年冷却能量,如果建筑沿东北轴线拉长则可以增加年冷却能量。
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引用次数: 1
Investigation of Water Absorption for Concrete Using Supplementary Materials 补充材料对混凝土吸水性能的影响
Pub Date : 2020-11-20 DOI: 10.12962/J20882033.V31I3.5596
Gabriel Ghewa, P. Suprobo, D. Irawan, Sutrisno Wahyuniarsih, Tambusay Asdam
Concrete’s durability is the key factor that affects the service life of the concrete structure. One factor that affects the durability properties of concrete is its pore structure, which can be investigated by analyzing the materials’ absorption rate. For the struc-tures with direct contact with water, water absorption can change the pore structure’s behavior, affecting the durability of the conc in the long term rate. It is important to research to find the water absorption properties of concrete with different mixtures. This research investigates the rate of absorption of concrete by using fly ash and silica fume. Based on secondary absorption properties, the result shows that 15% fly ash in normal concrete increases the resistance to water penetration by 23%. The usage of 5% Silica Fume increases the resistance by 11.8%. The usage of 5% silica fume + 10% fly ash increases the resistance by 16.2%. It shows that the use of supplementary materials in concrete increases the resistance of water penetration. In this research, the usage of 15% fly ash as cement replacement shows the best result.
混凝土耐久性是影响混凝土结构使用寿命的关键因素。影响混凝土耐久性的因素之一是混凝土的孔隙结构,这可以通过分析材料的吸收率来研究。对于直接接触水的结构,吸水会改变孔结构的行为,长期影响孔结构的耐久性。研究不同配合比混凝土的吸水性能具有重要意义。研究了粉煤灰和硅灰对混凝土吸收率的影响。基于二次吸收性能,结果表明,普通混凝土掺加15%粉煤灰,抗水渗透能力提高23%。5%硅粉的使用使电阻增加11.8%。5%硅粉+ 10%粉煤灰的使用可使阻力增加16.2%。结果表明,在混凝土中掺入补充材料可以提高混凝土的抗水渗透能力。在本研究中,以掺量为15%的粉煤灰替代水泥效果最好。
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引用次数: 4
Kinetics Study of Cellulose Nanocrystals Modification Using Rarasaponins by Elovich Equation 用Elovich方程研究喇沙皂苷改性纤维素纳米晶的动力学
Pub Date : 2020-11-20 DOI: 10.12962/J20882033.V31I3.5595
C. J. Wijaya
The modification of cellulose nanocrystals (CNCs) using rarasaponins (RSs) was carried out to enhancing the hydrophobicity of the CNCs. The RSs are a natural surfactant that has hydrophilic and hydrophobic sides. The linked RSs on the CNCs surface can be used to bond the hydrophobic drugs so that the modified CNCs can be applied as the hydrophobic drugs carrier in the medical field. The kinetics study was successfully carried out using the Elovich equation as the modelling equation. The Elovich equation fits the modification results well based on two parameters, i.e. the RSs/CNCs ratios and the times. The dispersion characteristics analysis was carried out to figure the enhancement of the hydrophobicity on the modified CNCs compared to the unmodified CNCs. According to the kinetics study and the dispersion characteristics analysis, the modification of CNCs using RSs could be used to enhance the application of CNCs utilization in the hydrophobic drugs delivery system.
利用异角皂苷(rrss)对纤维素纳米晶(CNCs)进行了改性,以提高其疏水性。RSs是一种天然表面活性剂,具有亲水性和疏水性。cnc表面的链接RSs可用于粘合疏水药物,使改性后的cnc可作为疏水药物载体应用于医疗领域。采用Elovich方程作为模拟方程,成功地进行了动力学研究。基于RSs/ cnc比和次数两个参数,Elovich方程较好地拟合了修正结果。通过分散特性分析,得出改性后的cnc与未改性的cnc相比,疏水性增强的效果。动力学研究和分散特性分析表明,利用RSs对cnc进行改性可以提高cnc在疏水给药系统中的应用。
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引用次数: 0
Risk Analysis Using Job Safety Analysis-Fuzzy Integration for Ship Maintenance Operation 基于作业安全分析-模糊集成的船舶维修作业风险分析
Pub Date : 2020-11-20 DOI: 10.12962/J20882033.V31I3.5655
C. Nugroho, T. Pitana, Bagus Dinariyana
Shipyard is an industry engaged in the maintenance and repair of ship and construction of a new ship. In ship repair operations, there are many activities in this operation. Propeller inspection, blasting, replating, welding, general work, electric work is an activity in ship repair operation. This research proposed a methodology to risk analysis ship maintenance operation, integrating Job Safety Analysis (JSA) with Bayesian Network (BN) and Fuzzy Inferences System (FIS). JSA method is used to find the hazards and the consequences of the maintenance operation. BN is developed for probability calculating of likelihood factors. Meanwhile, the FIS are used as a method to calculate the risk level. The FIS using Mamdani algorithm based on expert’s knowledge and experience. The integration of three methods is use too complete the risk assessment for replating activities . The proposed method is used to find out the risk level of replating activity on ship maintenance. Based on the result, the proposed model is more accurate, precise, and flexible depend on the basic factor that influence the operation. It will help to reduce the potential accident on operation. This proposed method could be the other option as a tool to calculate risk assessment in other operations .
船厂是从事船舶保养、修理和建造新船的行业。在船舶修理作业中,有许多作业活动。螺旋桨的检查、爆破、修补、焊接、一般工作、电气工作是船舶修理作业中的一项活动。本文提出了一种将作业安全分析(JSA)与贝叶斯网络(BN)和模糊推理系统(FIS)相结合的船舶维修作业风险分析方法。JSA方法用于发现维修操作的危害和后果。BN是为似然因子的概率计算而开发的。同时,将FIS作为一种计算风险等级的方法。FIS采用基于专家知识和经验的Mamdani算法。三种方法的结合是用于完成重复活动的风险评估。将该方法应用于船舶维修中重复作业风险等级的确定。结果表明,根据影响运行的基本因素,所提模型更加准确、精确和灵活。这将有助于减少运行中可能发生的事故。该方法可作为其他操作中风险评估计算工具的另一种选择。
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引用次数: 5
Analysis of the Key Success Factors for Commercializing Innovation 创新商业化的关键成功因素分析
Pub Date : 2020-08-27 DOI: 10.12962/J20882033.V31I2.6330
Pemila Mawaddah, Banggen Huang, Chin-Hsin Chang
The development and commercialization of new technologies have inherent uncertainties and associated risks. Many researches conducted by Indonesian R&Ds never reached the diffusion stage, i.e., the commercialization process. Therefore, Indonesia needs a strategy to translate promising technologies into a stream of economic returns for its stakeholders. This study analyzes the critical success factors (KSF) for commercializing innovation. It used new product development literature and TOE (technology–organization– environment) framework and developed a research model to investigate the determinants of commercialization of innovation. In choosing the selected vital success factors, a hierarchy of KSFs was defined. It also used the Analytic hierarchy process to help experts rank the importance of identified KSFs. The KSF hierarchy is constructed with two levels: a critical comprising three dimensions and a detailed level of nine individual factors. The result shows that the experts believe that in the top-level, technology is the most critical dimension followed by environment and organization. Technology is the primary consideration for the company before launching their product to the market. Market demand has the highest rank from the environmental dimension. Lastly, experts suggest that the organization network is the most significant to grasp investors and potential markets for successful commercialization.
新技术的开发和商业化具有内在的不确定性和相关的风险。印尼研发人员进行的许多研究从未达到扩散阶段,即商业化过程。因此,印度尼西亚需要一项战略,将有前景的技术转化为利益相关者的经济回报。本研究分析了创新商业化的关键成功因素。它使用了新产品开发文献和TOE(技术-组织-环境)框架,并开发了一个研究模型来调查创新商业化的决定因素。在选择选定的关键成功因素时,定义了KSF的层次结构。它还使用层次分析法来帮助专家对已确定的KSF的重要性进行排名。KSF层次结构由两个层次构成:一个由三个维度组成的关键层次和一个由九个单独因素组成的详细层次。结果表明,专家们认为,在顶层,技术是最关键的维度,其次是环境和组织。在将产品推向市场之前,技术是公司的首要考虑因素。市场需求在环境方面排名最高。最后,专家建议,组织网络对于把握投资者和成功商业化的潜在市场最为重要。
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引用次数: 0
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IPTEK: The Journal for Technology and Science
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