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2017 15th International Conference on Quality in Research (QiR) : International Symposium on Electrical and Computer Engineering最新文献

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The effect of waveguide parameters on gan based S-bend Y-junction optical power divider 波导参数对氮化镓s弯y结光功率分压器的影响
R. W. Purnamaningsih, N. R. Poespawati, T. Abuzairi, S. Rahardjo, M. Hamidah, E. Dogheche
GaN-based structures have attracted many researchers in developing photonic devices. These semiconductor structures can operate at high temperatures and high-power levels due to their mechanical hardness. So far, optical splitters design based on Y-junction splitters are widely used on the various material structure. The problem of these structures is radiation loss at the junction area. In this paper, we study the effect of various waveguide parameters on GaN-based S-bend Y-junction optical power divider. The design consists of three sections: linear rectangular rib waveguide, parabolic taper and two S-bend sine branches with the total length of 1000μm. We use optical beam propagation methods (BPM) to obtain the characteristic of the guided wave to calculate the field propagation through the structure as a function of waveguide parameters, such as branching angle and input wavelength. All simulations are carried out using the OptiBPM software. From the simulation results, it shows that to maintain 90% transmitted power, the branching angle for the design should be at the range of 0.5–1.5°. It is also demonstrated that the transmitted power almost stable through the wavelength range from 1.5 up to 1.6 μm with an average of power loss at about 0.35 dB. The simulation results presented can be applied for future GaN Y-junction based waveguide photonic devices design.
氮化镓基结构吸引了许多研究人员开发光子器件。由于它们的机械硬度,这些半导体结构可以在高温和高功率水平下工作。目前,基于y结分光器的光分光器设计广泛应用于各种材料结构上。这些结构的问题是在结区的辐射损失。本文研究了不同波导参数对氮化镓基s弯y结光功率分压器的影响。该设计由三部分组成:线性矩形肋波导、抛物线锥形波导和两个s弯正弦分支,总长度为1000μm。我们利用光束传播法(BPM)获得导波的特性,计算出场在结构中的传播随波导参数(如分支角和输入波长)的变化。所有的仿真都是使用OptiBPM软件进行的。仿真结果表明,为了保持90%的传输功率,设计的分支角应在0.5 ~ 1.5°范围内。在1.5 ~ 1.6 μm波长范围内,传输功率基本稳定,平均功率损耗约为0.35 dB。仿真结果可用于未来基于GaN y结的波导光子器件的设计。
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引用次数: 2
Design and control of a 10kw three-phase grid-tied back to back inverter 10kw三相并网背靠背逆变器的设计与控制
Woei-Luen Chen, Chun-Yuan Chen, I-Chyn Wey, Yu-Ping Chou
Inverters in back to back (B2B) connection are utilized to convert the voltage and frequency of the power source to another format. Typical application of inverters is the wind power system. This study presents a B2B inverter for equal voltage and frequency format conversion in which one inverter works to get power from the grid to charge the DC capacitor and another inverter returns most of the active power back to the grid and retain a few powers to maintain the DC-link voltage. The power grid affords only the power loss of the inverters, which benefits the test of the inverter rated above 10kW under general distribution line. A proportional-resonant (PR) controller in a stationary frame in place of a proportional-integral (PI) controller in a synchronous frame was adopted to condition the B2B inverter AC current for grid connection due to the advantages such as instantaneous tracking capability as well as low-cost computational resources. To mitigate the startup transient for grid connection, the instantaneous grid voltage was feedforwarded to the inverter voltage command. The B2B inverter was run according to the proposed control strategy under various conditions such as the reactive power control and the active and reactive power controls. Experimental results show that the power returns to the power grid is close to originally put in and the proposed B2B inverter can be tested under the distribution line with the power capability over 10kW.
利用背靠背(B2B)连接中的逆变器将电源的电压和频率转换为另一种格式。逆变器的典型应用是风力发电系统。本研究提出了一种等电压、等频率格式转换的B2B逆变器,其中一个逆变器从电网获取电力给直流电容器充电,另一个逆变器将大部分有功功率返回电网,并保留少量功率维持直流电压。电网只承担逆变器的功率损耗,有利于在总配电线路下测试额定功率在10kW以上的逆变器。采用固定框架中的比例谐振(PR)控制器代替同步框架中的比例积分(PI)控制器来调节B2B逆变器的交流并网电流,具有瞬时跟踪能力和计算资源低的优点。为了缓解并网时的启动暂态,将电网瞬时电压反馈给逆变器电压指令。根据所提出的控制策略,B2B逆变器在无功控制、有功和无功控制等多种工况下运行。实验结果表明,返回电网的功率与输入功率接近,所设计的B2B逆变器可以在配电网下进行测试,功率容量大于10kW。
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引用次数: 0
Regulatory recommendations for IoT smart-health care services by using privacy impact assessment (PIA) 使用隐私影响评估(PIA)对物联网智能医疗服务的监管建议
I. Pribadi, M. Suryanegara
This paper aims to propose regulatory recommendations for IoT smart-health care service, by using the method of Privacy Impact Assessment (PIA). We utilize data from a relevant IoT smart-health care project in Indonesia. On structuring the final regulatory recommendations, we have conducted in-depth interview to the stake holders of Indonesian IoT smart-health care service. The results show that there are 5 aspects that need to be set in the proposed regulations, i.e. security compliance, device security, secure communications, virtualization security, and application security. In each of that aspect, we have built specific recommendation to ensure IoT service provider giving the best service without decreasing comfort of private information protection.
本文旨在利用隐私影响评估(PIA)方法,提出物联网智能医疗服务的监管建议。我们利用了印度尼西亚相关物联网智能医疗项目的数据。在构建最终监管建议时,我们对印度尼西亚物联网智能医疗保健服务的利益相关者进行了深入访谈。结果表明,建议法规需要设置5个方面,即安全合规性、设备安全性、安全通信、虚拟化安全性和应用安全性。在每个方面,我们都建立了具体的建议,以确保物联网服务提供商在不降低私人信息保护舒适度的情况下提供最佳服务。
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引用次数: 8
Bifacial heterojunction intrinsic thin layer solar cells as a bioFET supply 双面异质结本征薄层太阳能电池作为生物晶体管电源
C. N. Karimah, P. R. Wigajatri, T. Abuzairi, N. R. Poespawati
Solar cells design as an independent supply for biosensor Field Effect Transistor (bioFET) is required to overcome electricity supply. Integrating bioFET with solar cells generates some benefits that include efficiency, low costs, and environmental friendly. In the design of solar cells, the bifacial structure of Hetero-junction Intrinsic Thin layer (HIT) was selected, and the optimization on the structure was carried out with the help of AFORS-HET software. The optimization of such a structure was undertaken by laying the intrinsic thin layers on both sides of the substrate or Transparent Conductive Oxides (TCO) that were placed on the front and back sides of the cell. In order to minimize the recombination, a back-surface field (BSF) was also put in the rear cell of the structure. Research on bifacial HIT structure needs to be done to select a solar cells structure that is most suitable with the voltage required by the bioFET. There are five structures modeling had done to have suitable structure using AFORS-HET. The entire five structures had been simulated on equilibrium mode, and they generally have shown to possess a band alignment type II, namely staggered heterojunction. The simulation results in equilibrium mode obtained one structure which the smallest ΔEC and ΔEV among the other four structures, that is TCO / a-Si:H(p) / a-Si:H(i) / c-Si(n) / a-Si:H(i) / a-Si:H(n+) / TCO / Al with ΔEC and ΔEV, 0.15006798 eV and 0.445920 eV respectively. This 2nd structure also has a smallest barrier in ΦBn= 0.6791392 eV and ΦBp= 0.08314 eV, respectively. The built-in potential of the 2nd structure is 1.13 V. This structure has JSC=0.083 A/cm2 and VOC = 0.313 V. The deviation between built-in potential and VOC is realize in 0.817. The maximum current and maximum voltage are Jm = 0,076 A/cm2 and Vm = 0,25 V respectively, so the maximum power of this structure is 0.019 Watt/cm2. Therefore the 2nd structure is the most appropriate structure to fulfill the bioFET supply.
太阳能电池设计作为生物传感器场效应晶体管(bioFET)的独立电源是克服电力供应的必要条件。将生物ofet与太阳能电池相结合可以产生一些好处,包括效率高、成本低和环境友好。在太阳能电池的设计中,选择了异质结本质薄层(HIT)的双面结构,并利用AFORS-HET软件对其结构进行了优化。这种结构的优化是通过在衬底两侧铺设固有薄层或在电池的正面和背面放置透明导电氧化物(TCO)来进行的。为了最大限度地减少复合,在结构的后单元中还放置了一个背表面场(BSF)。为了选择一种最适合生物ofet所需电压的太阳能电池结构,需要对双面热电偶结构进行研究。利用AFORS-HET对5种结构进行了建模,得到了合适的结构。在平衡模式下对这五种结构进行了模拟,结果表明它们普遍具有带向II型,即交错异质结。平衡模式下的模拟结果得到了四种结构中最小的ΔEC和ΔEV,即TCO / a-Si:H(p) / a-Si:H(i) / c-Si(n) / a-Si:H(i) / a-Si:H(n+) / TCO / Al,分别为ΔEC和ΔEV, 0.15006798 eV和0.445920 eV。第二种结构的势垒最小,分别为ΦBn= 0.6791392 eV和ΦBp= 0.08314 eV。第二种结构的内置电位为1.13 V。该结构的JSC=0.083 A/cm2, VOC = 0.313 V。内置电位与VOC的偏差为0.817。最大电流Jm = 0.076 A/cm2,最大电压Vm = 0.25 V,因此该结构的最大功率为0.019 w /cm2。因此,第二种结构是最适合满足生物晶体管供应的结构。
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引用次数: 0
Static and dynamic magnetic fields scattering on a mini magneto-static flux manipulator for wireless power transfer 一种用于无线电力传输的微型静电磁通机械臂上的静态和动态磁场散射
Teti Zubaidah, Bulkis Kanata, Paniran, Ahmad Yani
A series research has been conducted during 2012–2015, attempting to harvest abundant geomagnetic energy in Lombok island — Indonesia, resulted in three constructions of magneto-static flux manipulators, which are intended to be used for geomagnetic power plant that operates based on wireless power transfer method. Here we present the third generation of manipulator, namely ‘mini magneto-static flux manipulator’, which consists of three concentric shielding sheets with diameters of 18.5 cm, and each sheet has 8 identical holes. Scattering of static and dynamic magnetic fields are tracked to determine the pattern of flux distribution alterations, caused by opening and closing of shielding holes. Measurements are taken in a semi-anechoic chamber with SPECTRAN NF 5035® and a pair of Helmholtz coils induces a nearly homogenous magnetic field which pattern have been three dimensional mapped in a previous research. Data of static and dynamic magnetic flux densities (each consist of 30 sample) are retrieved on 288 points for non-shielding (initial) condition and 1815 points for shielding (open and close) condition, with regular grid along 30 cm in x-, 20 cm in y-, and 20 cm in z-axis directions. Two dimensional slices are generated from three dimension maps of 1D orthogonal (x-direction) as well as 3D total component flux densities. Results show that placing of a mini manipulator also opening and closing of its shielding holes will alter magnetic field distributions in the shielded region. Even further it can convert static fields to dynamic ones. Therefore, mini magneto-static flux manipulators are more suitable to be applied for the next construction of geomagnetic power plant, considering their efficiencies which are higher than large scale manipulators.
2012-2015年,在印度尼西亚龙目岛进行了一系列的研究,试图获取丰富的地磁能量,结果产生了三个静磁通量操纵器,旨在用于基于无线输电方法运行的地磁发电厂。这里我们提出了第三代机械手,即“微型静磁通流机械手”,它由三个直径为18.5 cm的同心屏蔽片组成,每个屏蔽片有8个相同的孔。跟踪静态和动态磁场的散射,以确定屏蔽孔的打开和关闭引起的通量分布变化模式。使用SPECTRAN NF 5035®在半消声室中进行测量,一对亥姆霍兹线圈诱导出几乎均匀的磁场,该磁场的模式已在先前的研究中进行了三维映射。静态和动态磁通密度数据(各30个样本)在非屏蔽(初始)条件下288个点,在屏蔽(开合)条件下1815个点上进行检索,在x轴方向上沿30 cm, y轴方向上沿20 cm, z轴方向上沿20 cm的规则网格。二维切片由一维正交(x方向)的三维映射和三维总分量通量密度生成。结果表明,微型机械手的放置及其屏蔽孔的打开和关闭会改变屏蔽区内的磁场分布。甚至还可以将静态字段转换为动态字段。因此,小型静磁机械臂的效率高于大型机械臂,更适合于下一次地磁发电厂的建设。
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引用次数: 0
Performance simulation of I-PD based ADCS for earth observation micro satellite 基于I-PD的对地观测微卫星ADCS性能仿真
A. Halim, M. S. N. Ubay
The use of micro satellite for earth observation has growth significantly. Some industries and research institutions around the world develop its technologies. One of the important micro satellite technologies is Attitude Determination Control System (ADCS). ADCS typically consists of three operation modes which are initialization mode, detumbling mode and normal mode. These modes effect satellite attitude orientation determination. Due to the complexity of satellite orientation dynamics, design of ADCS becomes more complex and it is not easy to test the performances. The aim of this paper is to design a control method for ADCS. The control method is based on Integrative-Proportional Derivative (I-PD) type control which its parameters are determined to make satellite orientation track following preset direction. The performance of proposed controller is evaluated using satellite simulator which its parameters of simulation model are obtained from real satellite system. The simulator consists of some modules including reaction wheels, power supply system and onboard data handling systems. To test the performance of proposed ADCS control, detumbling test and target pointing test has been conducted. From simulation results, it is obvious that I-PD based ADCS has shown good enough performance.
微卫星对地观测应用显著增长。世界各地的一些行业和研究机构开发其技术。姿态确定控制系统(ADCS)是微卫星的一项重要技术。ADCS通常包括初始化模式、衰落模式和正常模式三种工作模式。这些模式影响卫星姿态定向的确定。由于卫星定位动力学的复杂性,ADCS的设计变得更加复杂,性能测试也不容易。本文的目的是设计一种adc的控制方法。控制方法是基于积分-比例导数(I-PD)型控制,其参数是确定的,使卫星的定位轨迹遵循预设的方向。利用卫星模拟器对所提出的控制器进行了性能评估,仿真模型参数取自真实卫星系统。该模拟器由反作用轮、供电系统和机载数据处理系统等模块组成。为了测试所提出的ADCS控制的性能,进行了跌落试验和目标指向试验。仿真结果表明,基于I-PD的adc具有良好的性能。
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引用次数: 1
New approach of maximum power point tracking for static miniature photovoltaic farm under partially shaded condition based on new cluster topology 基于新簇拓扑的部分遮阳条件下静态微型光伏电站最大功率点跟踪新方法
Ciptian Weried Priananda, Antonious Rajagukguk, D. Riawan, Soedibyo, M. Ashari
Photovoltaic is one of the electrical energy generating devices that potential for the future. In a large photovoltaic system, Photovoltaic Farm (PV Farm), there some issues that makes the operation less optimal. One of the problems is the shadow covering on the part of the area of PV Farm named Partially Shaded Condition. In topologies with single converter, partially shaded condition make the characteristic curve of the PV Farm have some multiple Maximum Power Point (MPP). This paper reviews the new approaches to harvest PV Farm by utilize multiple converter topologies for each cluster of local MPP. The total power generated by PV Farm is the sum of local MPP's values in each cluster of converter topologies. Hopely that the total power generated will be greater when compared with the use of MPPT algorithm on only single converter topologies. The use of Modified Perturb and Observe (PnO) Algorithm and Firefly Algorithm for MPPT not only proposed to increase the power harvested from PV Farm but also to reduce the impact of oscillations around the MPP power when the duty cyle is reaching steady state. This paper also comparing the performance of proposed method with Firefly Algorithm and PNO Modified algorithm for single converter topologies.
光伏发电是未来极具潜力的发电设备之一。在大型光伏发电系统光伏农场(PV Farm)中,存在一些使其运行不太理想的问题。其中一个问题是光伏电站部分区域的阴影覆盖,称为部分阴影条件。在单变流器拓扑结构中,部分遮荫条件使光伏电站的特性曲线具有多个最大功率点。本文回顾了利用多个转换器拓扑为每个本地MPP集群获取光伏农场的新方法。光伏电站产生的总功率是每个转换器拓扑簇中本地MPP值的总和。与仅在单一转换器拓扑上使用MPPT算法相比,希望产生的总功率更大。将改进的扰动观测算法(PnO)和萤火虫算法应用于MPPT,不仅可以增加光伏电站的收获功率,而且可以减少占空比达到稳态时MPP功率周围振荡的影响。并将该方法与萤火虫算法和改进PNO算法在单转换器拓扑下的性能进行了比较。
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引用次数: 2
450nm Laser diode beam shaping in engraving process 450nm激光二极管在雕刻过程中的光束整形
Lin Prasetyani, P. Priambodo
Laser applications in manufacturing processes such as cutting, welding, and engraving processes are become more popular nowadays. High-power and pulsed lasers such as CO2 and Nd:YAG gas lasers are commonly used in applications of metal cutting and welding. Meanwhile, for engraving process laser diode is more preferred due to its properties of compact shape, easy to operate, low power and high efficiency in comparison to CO2 and Nd:YAG laser gas. Owing to the rectangle resonator, the diode laser beam has some inevitable property disadvantages, such as wide-angle divergence, astigmatism and beam profile which has non-ideal elliptical beam shape. These deficiencies lead to a poor quality of beam profile. In order to obtain a high-quality engraving process, two things have to be considered. The first one is a significant requirement of a good beam quality, which is ideally a round beam shape and the second is characterization of burning time and laser intensity for each specific material object. The beam profile quality can be improved by several optical process steps, which finally end up to a perfect Gaussian round beam shape profile. The beam quality improvement can be done by using several-lens structures, for instances: (1) a combination of two sequential cylindrical lenses; (2) the use of two serial anamorphic prisms; (3) cylindrical micro lenses structure and (4) the usage of a single mode optical fiber. In this paper, we design a combination of two sequential cylindrical lenses to reshape a non-ideal beam shape (ellipse) generated from 450-nm laser diode to be more ideal round beam shape, which reduces the divergence angle of the fast axis. Based on the technical experience and consideration the uses of two cylindrical lenses are the most common, low cost and simple method. We analyze the quality of the beam profile by observing the laser-diode burned footprint on the material object. The round beam shape is the best shape and appropriate for engraving process. Moreover, in order to obtain a perfect engraving result, we are also conducting and reporting the burning time and laser intensity characterization.
激光在制造过程中的应用,如切割、焊接和雕刻过程,现在变得越来越流行。高功率和脉冲激光器,如CO2和Nd:YAG气体激光器通常用于金属切割和焊接应用。同时,与CO2和Nd:YAG激光气体相比,激光二极管具有形状紧凑、操作方便、低功耗和高效率的特点,在雕刻工艺中更受青睐。由于矩形谐振腔的存在,二极管激光光束不可避免地存在广角发散、像散和光束轮廓不理想的椭圆光束等性能缺陷。这些缺陷导致光束轮廓质量差。为了获得高质量的雕刻工艺,必须考虑两件事。第一个是对良好光束质量的重要要求,理想情况下是圆形光束形状,第二个是对每个特定材料对象的燃烧时间和激光强度的表征。通过几个光学加工步骤可以提高光束轮廓质量,最终得到完美的高斯圆形光束轮廓。改善光束质量可以通过使用多种透镜结构来实现,例如:(1)两个连续圆柱形透镜的组合;(2)采用两个串联变形棱镜;(3)圆柱微透镜的结构和(4)单模光纤的使用。本文设计了两个连续圆柱透镜的组合,将450nm激光二极管产生的非理想光束形状(椭圆)重塑为更理想的圆光束形状,从而减小了快轴的发散角。根据技术经验和考虑,采用双柱面透镜是最常见、成本低且简单的方法。我们通过观察激光二极管在物体上的烧蚀痕迹来分析光束轮廓的质量。圆梁形状是最佳形状,适合雕刻工艺。此外,为了获得完美的雕刻效果,我们还进行并报告了燃烧时间和激光强度的表征。
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引用次数: 2
An analysis of natural disaster data by using K-means and K-medoids algorithm of data mining techniques 利用数据挖掘技术中的K-means和k - medioids算法对自然灾害数据进行分析
Prihandoko, Bertalya, Muhammad Iqbal Ramadhan
Indonesia is one of the countries with diverse morphology of the lands, high mountains, and the tropical climates of frequent high rainfall. This condition often causes natural disasters in some areas of the country, which sometimes are so terrible that make a lot of people are missing and suffering. In order to reduce the impact of natural disasters to the people and environment, a research was conducted by capturing data showing the occurrence of the disasters and data about the weather conditions for the last five years. Data is obtained from the official sites of Indonesian National Board for Disaster Management (BNPB) and Indonesian Agency for Meteorological, Climatological, and Geophysics (BMKG). This data is then analyzed by using clustering data mining techniques i.e. k-means algorithm and k-medoids algorithm. The two methods are frequently used to make some analysis of data to find some hidden information. The result shows that weather is not the only factor causing natural disaster. By using the result, the government can make some plans for natural disaster mitigations.
印度尼西亚是一个土地形态多样、高山林立、热带气候频繁降雨的国家。这种情况经常在该国的一些地区造成自然灾害,有时是如此可怕,使许多人失踪和痛苦。为了减少自然灾害对人类和环境的影响,通过收集显示灾害发生的数据和过去五年的天气条件数据进行了一项研究。数据来自印度尼西亚国家灾害管理委员会(BNPB)和印度尼西亚气象、气候和地球物理机构(BMKG)的官方网站。然后使用聚类数据挖掘技术(即k-means算法和k-medoids算法)对这些数据进行分析。这两种方法经常用于对数据进行一些分析,以发现一些隐藏的信息。结果表明,天气并不是造成自然灾害的唯一因素。通过使用这些结果,政府可以制定一些减轻自然灾害的计划。
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引用次数: 13
IoT spectrum requirement for smart transportation 智能交通的物联网频谱需求
Diah Kusumawati, M. Suryanegara, S. Ariyanti
This paper aims to calculate the Internet of Things (IoT) spectrum requirement of smart transportation supported by LTE mobile technology by taking case study of smart transportation in Jakarta. This calculation is needed due to a prediction of deficiency of 500 MHz mobile spectrum in 2020. We use the method of general LTE planning equation. The results are IoT spectrum needed by smart transportation in Jakarta by 2020 reaches 0.0140 KHz, for smart transportation equipped with a GPS sensor, and grows to 84.290 KHz in order to accommodate an additional CCTV in every bus. Spectrum requirements are increased by 2.93% in 2025.
本文旨在以雅加达智能交通为例,计算LTE移动技术支持下智能交通的物联网(IoT)频谱需求。由于预测2020年将缺乏500 MHz移动频谱,因此需要进行此计算。我们采用LTE通用规划方程的方法。结果是,到2020年,雅加达智能交通所需的物联网频谱将达到0.0140 KHz,用于配备GPS传感器的智能交通,并将增长到84.290 KHz,以便在每辆公交车上安装额外的闭路电视。到2025年,频谱需求将增加2.93%。
{"title":"IoT spectrum requirement for smart transportation","authors":"Diah Kusumawati, M. Suryanegara, S. Ariyanti","doi":"10.1109/QIR.2017.8168494","DOIUrl":"https://doi.org/10.1109/QIR.2017.8168494","url":null,"abstract":"This paper aims to calculate the Internet of Things (IoT) spectrum requirement of smart transportation supported by LTE mobile technology by taking case study of smart transportation in Jakarta. This calculation is needed due to a prediction of deficiency of 500 MHz mobile spectrum in 2020. We use the method of general LTE planning equation. The results are IoT spectrum needed by smart transportation in Jakarta by 2020 reaches 0.0140 KHz, for smart transportation equipped with a GPS sensor, and grows to 84.290 KHz in order to accommodate an additional CCTV in every bus. Spectrum requirements are increased by 2.93% in 2025.","PeriodicalId":225743,"journal":{"name":"2017 15th International Conference on Quality in Research (QiR) : International Symposium on Electrical and Computer Engineering","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127550876","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
期刊
2017 15th International Conference on Quality in Research (QiR) : International Symposium on Electrical and Computer Engineering
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