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Pemodelan Inspeksi Kerusakan Ban Mobil Menggunakan Convolutional Neural Network (CNN) 用神经对路网络(CNN)对汽车轮胎损伤进行模型检查
Pub Date : 2023-09-20 DOI: 10.30596/rmme.v6i2.16198
Tire damage inspection can be categorized as part of vehicle maintenance with the aim of ensuring that the tire condition is in good condition. Visual inspection using human observation has limitations, making it not always accurate and can result in errors in determining tire suitability. This research designs a machine learning modeling using Convolutional Neural Network (CNN) to detect damage to mobile tires. The parameters used in the CNN model training are the Adam optimizer, learning rate 0.0001, batch size 16, and using the Early Stopping function. In this study, the CNN modeling was tested with two treatments, namely using a dataset without data augmentation and a dataset using data augmentation, then the results were evaluated using a confusion matrix. The results showed that data augmentation treatment can significantly improve model performance, with an increase in accuracy of 20%, precision of 14%, recall of 22%, and f1-score of 19% compared to treatment without data augmentation
轮胎损伤检查可以归类为车辆维护的一部分,目的是确保轮胎状况良好。使用人工观察的目视检查具有局限性,使其不总是准确的,并且可能导致确定轮胎适用性的错误。本研究设计了一种使用卷积神经网络(CNN)的机器学习模型来检测移动轮胎的损伤。CNN模型训练中使用的参数是Adam优化器,学习率为0.0001,批处理大小为16,并使用Early stop函数。在本研究中,对CNN模型进行了两种处理,即不加数据增强的数据集和加数据增强的数据集,然后使用混淆矩阵对结果进行评估。结果表明,与未进行数据增强处理相比,数据增强处理可显著提高模型性能,准确率提高20%,精密度提高14%,召回率提高22%,f1得分提高19%
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引用次数: 0
Investigasi Peleburan dan Pembekuan Phasa Change Material (PCM) Paraffin Wax Sebagai Thermal Energy Storage Pada Pipa 将相变材料(PCM)石蜡的熔化和冻结作为管道热能储存的研究
Pub Date : 2023-09-20 DOI: 10.30596/rmme.v6i2.16336
Phase change materials (PCM) are materials that can change phase from solid to liquid and vice versa from water to solid. PCM is the most efficient material for storing heat energy in the form of latent heat. This study aims to investigate melting and freezing of PCM types of paraffin wax in pipes. The investigation was carried out in 3 experiments with heat source temperatures of 90 0 C, 85 0 C and 80 0 C. To facilitate investigation, paraffin wax is placed in a transparent tube. During the smelting process, observations were made for 600 minutes, and data recording and shooting were carried out every 60 minutes. The result is that the melting of paraffin wax starts from the top of the heat source side. The higher temperature paraffin wax moves upwards and the lower one moves downwards. On freezing, also found the same thing. The flow pattern is affected by the temperature of the paraffin wax itself. In addition, it can also be concluded that the higher the temperature of paraffin wax, the higher its ability to store heat energy .
相变材料(PCM)是一种可以从固体变为液体,反之从水变为固体的材料。PCM以潜热的形式储存热能是最有效的材料。本研究旨在研究PCM型石蜡在管道中的融化和冻结。为了便于研究,将石蜡置于透明管中,进行了3次实验,热源温度分别为90℃、85℃和80℃。在冶炼过程中,观察600分钟,每60分钟进行一次数据记录和拍摄。其结果是,石蜡的熔化从热源侧的顶部开始。温度较高的石蜡向上移动,温度较低的石蜡向下移动。一冻结,也发现了同样的事情。流态受石蜡本身温度的影响。此外,还可以得出石蜡的温度越高,其储存热能的能力越高。
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引用次数: 0
Perancangan Aplikasi Berbasis Web Sebagai Alat Pendukung Keputusan Dalam Memilih Ac Hemat Energi 基于Web的应用程序设计作为节能交流的决策支持工具
Pub Date : 2023-09-20 DOI: 10.30596/rmme.v6i2.16255
The increase in global energy demand has driven the need for efficient solutions in selecting energy-efficient air conditioners (ACs). This research focuses on designing a web-based application as a decision support tool for choosing energy-efficient ACs. Energy-efficient labeled AC data is obtained from the Directorate General of New and Renewable Energy and Energy Conservation (EBTKE) website. This database is processed according to the system's requirements, where each AC brand is evenly represented to prevent dominance by a few brands. There are 11 different AC brands in this dataset, and each brand has 10 data samples. The web-based application is developed using the Python programming language with the Streamlit framework. This application allows users to compare various AC brands by considering power, annual energy consumption, efficiency value, and electricity cost. In the application design, users can select AC brands according to their needs, set the operating duration, choose the AC efficiency level, and select the inverter AC type. The application presents comparisons in the form of bar charts, making it easy for users to understand the differences in AC characteristics. The average results from the efficiency comparison of each AC brand reveal that Daikin achieves the highest efficiency at 16.36 Energy Efficiency Ratio (EER), while the GREE brand has the lowest efficiency at 5.83 EER. This application can assist consumers and industrial AC stakeholders in making decisions to choose energy-efficient ACs according to their needs.
全球能源需求的增长推动了对节能空调(ac)高效解决方案的需求。本研究的重点是设计一个基于web的应用程序,作为选择节能ac的决策支持工具。节能标签交流电数据来自新能源和可再生能源及节能总局(EBTKE)网站。该数据库根据系统要求进行处理,每个AC品牌均匀代表,以防止少数品牌占主导地位。这个数据集中有11个不同的AC品牌,每个品牌有10个数据样本。基于web的应用程序是使用Python编程语言和Streamlit框架开发的。该应用程序允许用户通过考虑功率,年能耗,效率值和电费来比较各种AC品牌。在应用设计中,用户可以根据需要选择交流品牌、设置运行时长、选择交流效率等级、选择逆变器交流类型。该应用程序以条形图的形式呈现比较,使用户更容易理解交流特性的差异。各品牌空调效率对比的平均结果显示,大金的效率最高,达到16.36的能效比(EER),格力的效率最低,达到5.83的能效比。该应用程序可以帮助消费者和工业交流利益相关者根据他们的需求做出选择节能交流的决定。
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引用次数: 0
Analisis Energi Pada Alat Desalinasi Tenaga Surya 太阳能海水淡化厂的能源分析
Pub Date : 2023-09-20 DOI: 10.30596/rmme.v6i2.15169
In recent times, many studies have been carried out on desalination systems in areas that have difficulty in obtaining clean water sources. Desalination is a method used to distill salt water or brackish water into clean water using solar power as its energy source. This desalination process is a practical alternative that can be used to offer renewable energy sources that are used to produce clean water. To perform energy analysis, the first law of thermodynamics is used as a basis. This study aims to obtain the results of the amount of energy obtained from the solar desalination system and to determine the factors that greatly affect the amount of energy obtained from the system for evaporating water. The method used in this research is an experiment by testing a solar desalination device for eight days. The results show that the highest thermal energy produced is 8.98 kWh and the lowest is 1.56 kWh, and the factors that influence the amount of thermal energy are the heat transfer coefficient and the amount of distilled water produced by the system.
近年来,在难以获得清洁水源的地区对海水淡化系统进行了许多研究。海水淡化是利用太阳能作为能源,将咸水或微咸水提炼成清洁水的方法。这种脱盐过程是一种实用的替代方法,可用于提供可再生能源,用于生产清洁的水。为了进行能量分析,热力学第一定律被用作基础。本研究旨在获得太阳能海水淡化系统获得的能量的结果,并确定对系统蒸发水获得的能量有很大影响的因素。本次研究使用的方法是对太阳能脱盐装置进行为期8天的试验。结果表明:系统产生的最高热能为8.98 kWh,最低热能为1.56 kWh,影响系统产生热能的因素为换热系数和蒸馏水的产水量。
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引用次数: 0
Pengaruh Penambahan Natural Rubber Pada Ban Dalam Dengan Metode Presure 防震对内胎天然增强橡胶的影响
Pub Date : 2023-08-14 DOI: 10.52005/permadi.v5i1.108
Akhmad Herdianto, Zaid Sulaiman, Dodi Iwan Sumarno
The inner tube determines the effectiveness and efficiency of a commercial transportation vehicle, where the inner tube is expected to have high durability against friction with the outer tire and to have high tensile stress when holding a heavy load. To answer this condition, the process of adding natural rubber material to the inner tube was carried out using the pressure method with 2 variables, namely one layer of inner tube and one layer of natural rubber which was affixed to the outer side of the inner tube, as well as one inner tube with two layers of natural rubber located on the side outside and inside on the inner tube. Then the testing process is carried out, namely tensile brake and hardness to obtain data to determine the effect of adding natural rubber to the inner tube using the pressure method as one of the references for producing better inner tubes. After the research process was carried out, the results of the tensile brake test were 20.4 Kgf on the first specimen, 23.8 Kgf on the second specimen, 31.05 on the third specimen. Furthermore, from the hardness test, a result was obtained, namely 52° on the first specimen, 48° on the second specimen, 44° on the third specimen.
内胎决定了商业运输车辆的有效性和效率,其中内胎期望具有高耐久性,以抵抗与外轮胎的摩擦,并在承载重物时具有高拉伸应力。针对这一情况,采用压力法对内管进行天然橡胶材料的添加过程,采用2变量,即一层内管和一层天然橡胶粘贴在内管外侧,以及一层内管,两层天然橡胶分别位于内管外侧和内管内侧。然后进行测试过程,即拉伸制动和硬度获取数据,以确定内胎中添加天然橡胶的效果,采用压力法作为生产更好内胎的参考之一。研究过程完成后,第一个试件的拉伸制动试验结果为20.4 Kgf,第二个试件为23.8 Kgf,第三个试件为31.05 Kgf。此外,从硬度测试中得到的结果是,第一个试样为52°,第二个试样为48°,第三个试样为44°。
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引用次数: 0
Analisis Perbandingan Material 7075 O (SS) dan Al-SiC Untuk Komponen Roda Gigi Lurus Menggunakan Metoda Finite Elemen Analysis
Pub Date : 2023-08-14 DOI: 10.52005/permadi.v5i1.107
Muhammad Rival Tanziri, Dani Mardiyana
Gears are one of the most widely used types of transmission because they have the ability to transmit large power from one part of the machine to another. The analysis was carried out using solidworks software with a load of 150 N and the material used was 7075 O (SS) or ANSI38 and Al-SiC. Analysis of selecting simulations using software based on the finite element method (finite element analysis program), Finite element analysis is a mathematical numerical technique to calculate the strength and structural behavior of engineering components by dividing objects into mesh shapes, Simulation analysis is carried out using static features by SolidWorks Premium 2022 software. Simulation with this software is useful for carrying out analyzes to prove the validity of a design. The results of the stress analysis for the 7075 O (SS) and Al-SiC materials are 3 N/mm2, the stress for the two materials is still below the yield strength value. Strain or strain of 0.00004 N/mm2 and 0.00002 N/mm2. and displacement or displacement of 0.00133 mm and 0.000626. The weight of the two materials shows that 7075 O (SS) material is lighter with a difference of 0.31046 N. Strain / strain and displacement of Al-SiC material is better than 7075 O (SS) material with a difference of 0.00002 N/mm2 and 0.000704mm.
齿轮是最广泛使用的传动类型之一,因为它们具有将大功率从机器的一个部分传输到另一个部分的能力。采用solidworks软件进行分析,载荷为150 N,材料为7075 O (SS)或ANSI38和Al-SiC。基于有限元法(finite element Analysis program)的软件选择仿真分析,有限元分析是一种通过将对象划分为网格形状来计算工程构件强度和结构行为的数学数值技术,利用SolidWorks Premium 2022软件进行静态特征仿真分析。该软件的仿真有助于进行分析,以证明设计的有效性。7075 O (SS)和Al-SiC材料的应力分析结果为3 N/mm2,两种材料的应力均低于屈服强度值。应变或应变0.00004 N/mm2和0.00002 N/mm2。而排量或排量分别为0.00133 mm和0.000626。两种材料的重量分析表明,7075 O (SS)材料重量轻,相差0.31046 N, Al-SiC材料的应变/应变和位移优于7075 O (SS)材料,相差0.00002 N/mm2和0.000704mm。
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引用次数: 0
ANALISIS TEGANGAN EKUIVALEN FENDER BENTUK SETENGAH PIPA DAN BENTUK PELAT H PADA KAPAL MENGGUNAKAN METODE ELEMEN HINGGA 用元素方法分析船中成分的半管和板状电压
Pub Date : 2023-07-12 DOI: 10.21009/jkem.8.2.1
Jurnal Konversi, Energi dan Manufaktur, Ainun Firmansyah, Priyambodo Nur, Ardi Nugroho, D. Arum, Wulandari
Fenders are structures installed on the edges of ships to protect the ship's hull from impact with the dock. The main function of fenders is to absorb the collision energy generated by the ship's impact during berthing at a dock. The load applied to fenders on each ship results in stress distribution in the surrounding hull area, which can lead to various issues such as damage, cracks, deformations, and others. Additionally, the presence of fenders with different shapes can affect the stress distribution values in the surrounding hull area. Hence, a local stress analysis using finite element method software is necessary. The analysis focuses on static loads originating from the ship itself when docked at a port. However, only the fender section is analyzed, and it is not necessary to consider the entire ship's body. The objective of the analysis is to determine the stress characteristics and maximum stress values in the fender itself. The analysis results reveal that the highest stress value occurs in the half-pipe-shaped fender with a value of 0.22809 MPa. Based on these findings, it can be concluded that the stress values in the fender meet the allowable standards. In conclusion, this analysis provides an understanding of stress and the maximum stress value in ship fenders. This knowledge is crucial to ensure that fenders effectively fulfill their function of protecting the ship from impacts with docks.
挡泥板是安装在船舶边缘的结构,用于保护船体免受船坞的撞击。挡泥板的主要作用是吸收船舶在码头靠泊时产生的碰撞能量。每艘船的挡泥板所承受的载荷会导致船体周围区域的应力分布,从而导致各种问题,如损坏、裂缝、变形等。此外,不同形状挡泥板的存在会影响船体周围区域的应力分布值。因此,有必要利用有限元软件进行局部应力分析。分析的重点是船舶在港口停靠时产生的静载荷。然而,只分析了护舷部分,没有必要考虑整个船体。分析的目的是确定挡泥板本身的应力特性和最大应力值。分析结果表明,半管型挡泥板的应力值最高,为0.22809 MPa;基于这些结果,可以得出结论,挡泥板的应力值满足允许标准。总之,该分析提供了对船舶挡泥板应力和最大应力值的理解。这些知识对于确保护舷有效地履行其保护船舶免受码头撞击的功能至关重要。
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引用次数: 0
ANALISIS LAJU KEAUSAN BRAKE PAD TERHADAP DISC BRAKE KERETA LISTRIK LRV SERI 1100
Pub Date : 2023-07-12 DOI: 10.21009/jkem.8.2.4
Jurnal Konversi, Energi dan Manufaktur, Bahrul Ilmi Darmawan, Iwan ' Kurniawan
The brake pad is a critical component in the LRV braking system. Based on maintenance data on the LRV Series 1100 shows that there is a decrease in the thickness of the brake pad. The braking system on the LRV has two types of braking, which are regenerative braking and pneumatic braking. Regenerative braking is a braking system that works by utilizing kinetic energy in motor traction. Pneumatic braking is a braking system that works by utilizing compressed air which moves the calipers and is forwarded to the brake pads to grip the disc brakes. The purpose of this study is to determine the wear rate of the brake pads so that the prediction of the service life of the brake pads is known and to find out the factors causing the differences in the wear rates of the brake pads attached to the bogie trailer and the bogie motor. The method used in this study is linear regression, by processing maintenance data and collecting data in the field so that the factors that influence the wear rate and differences in the rate of wear on the brake pads are obtained. After analyzing the data, the brake pad on the McA bogie brake pad can be achieved in November 2039 with a thickness of 8.06 mm, the McB bogie in June 2042 with a thickness of 8.03 mm, on the trailer bogie in November 2029 with a thickness of 8.12 mm. The braking force between the brake pad and disk brake on the McA and McB bogies was 98.26 kgf, the braking friction that occurred had an impact on the wear rate of the McA and McB bogie brake pads which was 1.11 x 10-6 mm3/Nm. Whereas in the bogie trailer, the braking force between the brake pad and disk brake is 25.24 kgf, the braking friction that occurs affects the brake pad wear rate of 10.01 x 10-6 mm3/Nm. The factors that affect the difference in wear rate are the regenerative braking function and the pneumatic braking itself, on bogies McA and McB brake pads work at speeds of 15 km/h to 0 km/h, while on bogie trailers from a maximum operating speed of 60km/h to 0 km /j uses the pneumatic braking function.
刹车片是轻轨车制动系统的关键部件。根据LRV 1100系列的维修数据显示,刹车片的厚度有所减少。轻轨车辆的制动系统有再生制动和气动制动两种类型。再生制动是一种制动系统,其工作原理是利用动能在电机牵引。气动制动是一种制动系统,其工作原理是利用压缩空气移动卡钳,并转发到刹车片,以抓住盘式制动器。本研究的目的是确定刹车片的磨损率,从而了解刹车片的使用寿命预测,并找出导致转向架挂车和转向架电机所附刹车片磨损率差异的因素。本研究采用的方法是线性回归,通过对维修数据的处理和现场数据的采集,得出影响刹车片磨损率的因素和磨损率的差异。经数据分析,McA转向架上的刹车片在2039年11月可实现厚度8.06 mm, McB转向架在2042年6月可实现厚度8.03 mm,拖车转向架上的刹车片在2029年11月可实现厚度8.12 mm。McA和McB转向架上刹车片与盘式制动器之间的制动力为98.26 kgf,产生的制动摩擦对McA和McB转向架刹车片磨损率的影响为1.11 × 10-6 mm3/Nm。而在转向架拖车中,刹车片与盘式制动器之间的制动力为25.24 kgf,产生的制动摩擦对刹车片磨损率的影响为10.01 × 10-6 mm3/Nm。影响磨损率差异的因素是再生制动功能和气动制动本身,在转向架上McA和McB刹车片在15 km/h至0km/h的速度下工作,而在转向架拖车上从60km/h至0km/ j的最大运行速度使用气动制动功能。
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引用次数: 1
ANALISIS DESIGN CHASSIS ALAT ANGKUT BUAH SAWIT KAPASITAS 500 KG DENGAN METODE ELEMEN HINGGA 油罐车的设计底盘分析,500公斤油罐车的载重量和微量元素方法
Pub Date : 2023-07-12 DOI: 10.21009/jkem.8.2.2
Jurnal Konversi, Energi dan Manufaktur, Slamet Yuniadi, I. Kurniawan
Currently, the area of oil palm plantations in Indonesia is increasing. However, the condition of oil palm plantations generally has very minimal infrastructure. Therefore, a means of transporting palm fruit is needed that can move in plantation areas that have minimal infrastructure and have the ability to turn with a small turning radius. Chassis is the most important component in every vehicle. Chassis is a component used to support the load, vehicle body, engine, and driver. The development of technology in the field of engineering requires the chassis design of a vehicle to be light but strong. Therefore, this study aims to analyze the strength and safety factor of the chassis using the Finite Element Method. The software used in this analysis is SolidWorks 2018. By doing this analysis, the safety factors in the chassis design will be known. In this design, the magnitude of the factor of safety must be more than two. 3D modeling and material data are required to run the simulation of strength and factor of safety analysis. The material that will be used in the design of this chassis is ASTM A36 steel. From this research, it is expected that the chassis can withstand a maximum load of 500 kg and a maximum driver of 100 kg. From this research, it is expected that the chassis can withstand a maximum load of 500 kg and a maximum driver of 100 kg. From the simulation results using the SolidWorks 2018 software, it can be seen that the safety factor results when accelerating are 3, braking are 3.4 and when turning are 4.2. So it can be concluded that the chassis design is certainly safe.
目前,印尼油棕种植园的面积正在增加。然而,油棕种植园的条件通常非常少的基础设施。因此,需要一种运输棕榈果实的手段,这种手段可以在基础设施最少的种植区移动,并且能够以较小的转弯半径进行转弯。底盘是每辆车最重要的部件。底盘是用来支撑负载、车身、发动机和驾驶员的部件。工程领域技术的发展要求车辆的底盘设计要轻而坚固。因此,本研究旨在利用有限元法对底盘的强度和安全系数进行分析。本分析使用的软件为SolidWorks 2018。通过这样的分析,可以了解底盘设计中的安全因素。在本设计中,安全系数的大小必须大于2。进行强度模拟和安全系数分析需要三维建模和材料数据。在这个底盘的设计中使用的材料是ASTM A36钢。根据这项研究,预计底盘可以承受500公斤的最大负载和100公斤的最大驾驶员。根据这项研究,预计底盘可以承受500公斤的最大负载和100公斤的最大驾驶员。利用SolidWorks 2018软件仿真结果可以看出,加速时的安全系数结果为3,制动时的安全系数结果为3.4,转弯时的安全系数结果为4.2。因此可以得出结论,底盘设计肯定是安全的。
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引用次数: 0
PERBANDINGAN PENGGUNAAN SINGLE INJECTOR DAN DOUBLE INJECTOR TERHADAP TORSI DAN DAYA PADA SEPEDA MOTOR EFI DENGAN KAPASITAS MESIN 110 CC MENGGUNAKAN BAHAN BAKAR PERTAMAX 将单注射器和双喷射器与EFI摩托车的扭矩和动力的比例与初始燃料的发动机容量为110毫升
Pub Date : 2023-07-12 DOI: 10.21009/jkem.8.2.6
Darwin Rio Budi Syaka, Sopiyan, Alfian Dwi Prayogo
Pertamax has the advantage of the pertatec compound protecting the engine from rust. In Pertamax fuel with an octane rating of 92 it works optimally and the rest of the combustion results. Meanwhile, an engine with a lower octane rating has the impact of burning fuel that explodes and has a risk of misalignment causing knocking symptoms. This research includes comparative research with experimental methods. The test results for a single injector (12 holes) have increased compared to a double injector (12 holes). 10.86 and on the double injector (12 holes) which is 12.25 so that the acceleration on the single injector is better than the double injector, the single injector (12 holes) which is 30.15 Kph/s and the double injector (12 holes) which is 29.37 Kph/s, resulting in greater torque and power values, namely single injector (12 holes) of 9.71 Nm and power of 10.19 HP and double injectors (12 holes) of 9.7 Nm and power of 8. 97 HP with the greatest speed obtained single injector (12 holes) 103.91 Km/h and Double injectors (12 holes) 103.68 Km/h. So that a single injector with 12 holes is better used on 110 cc vehicles seen from the aspect of the Dynotest.
Pertamax的优点是它的pertatec化合物可以保护发动机不生锈。在辛烷值为92的Pertamax燃料中,它的工作效果最佳,其余的燃烧结果。同时,辛烷值较低的发动机有燃烧燃料爆炸的影响,并且有不对准导致爆震症状的风险。本研究包括比较研究和实验研究。与双喷嘴(12孔)相比,单喷嘴(12孔)的测试结果有所增加。因此,单喷油器的加速度优于双喷油器,单喷油器(12孔)的加速度为30.15 Kph/s,双喷油器(12孔)的加速度为29.37 Kph/s,从而获得更大的扭矩和功率值,即单喷油器(12孔)的扭矩为9.71 Nm,功率为10.19 HP,双喷油器(12孔)的扭矩为9.7 Nm,功率为8。97马力,最大速度为单喷油器(12孔)103.91 Km/h,双喷油器(12孔)103.68 Km/h。因此,从Dynotest的角度来看,单个12孔喷油器更好地用于110cc车辆。
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引用次数: 0
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Jurnal Energi Dan Manufaktur
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