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Deep Learning for Channel Estimation and Signal Detection in OFDM-Based Communication Systems 基于ofdm的通信系统中信道估计和信号检测的深度学习
Pub Date : 2022-04-20 DOI: 10.26418/elkha.v14i1.53962
Kah Jing Wong, F. Juwono, R. Reine
The goal of 6G communication networks requires higher transmission speeds, tremendous data processing, and low-latency communication. Orthogonal frequency-division multiplexing (OFDM), which is widely utilized in 5G communication systems, may be a viable alternative for 6G. It significantly reduces inter symbol interference (ISI) in the frequency-selective fading environment. Channel estimation is critical in OFDM to optimize system performance. Deep learning has been employed as an appealing alternative for channel estimation and signal detection in OFDM-based communication systems due to its better potential for feature learning and representation. In this study, we examine the deep neural network (DNN) layers created from long-short term memory (LSTM) for detecting the signals by learning the received signal as well as channel information. We investigate the performance of the system under various conditions. The simulation results show that the signal bit error (SER) is equivalent to and better than that of the minimum mean squared error (MMSE) and least square (LS) methods.
6G通信网络的目标要求更高的传输速度、巨大的数据处理能力和低延迟通信。在5G通信系统中广泛使用的正交频分复用(OFDM)可能是6G的可行替代方案。它显著降低了频率选择性衰落环境下的码间干扰(ISI)。信道估计是OFDM优化系统性能的关键。由于具有更好的特征学习和表征潜力,深度学习已被用作基于ofdm的通信系统中信道估计和信号检测的有吸引力的替代方案。在本研究中,我们研究了由长短期记忆(LSTM)创建的深度神经网络(DNN)层,通过学习接收到的信号和信道信息来检测信号。我们研究了系统在各种条件下的性能。仿真结果表明,信号误码率(SER)与最小均方误差(MMSE)和最小二乘(LS)方法相当,且优于最小二乘方法。
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引用次数: 2
Application of Genetic Algorithm for Economical Optimization of School Room Lighting According to SNI 03-6575-2001 基于SNI 03-6575-2001的遗传算法在教室照明经济优化中的应用
Pub Date : 2022-04-20 DOI: 10.26418/elkha.v14i1.53979
Uli Watini, R. Kurnianto, M. Yusuf, Purwoharjono Purwoharjono
The use of 24 and 30 FL for classrooms (9×8 m) and libraries (10×8 m), respectively, at SMP Negeri 25 Pontianak has not satisfied the lumen standard according to SNI 03-6575-2001. Replacing FL with LED requires calculation of budgets and lumen, including optimization of lamp distance configuration. Thus, replacing FL with LED through an adapted lumen of SNI 03-6575-2001 standard will need 15 and 20 lamps for classrooms and library, respectively. Later, the position of the LED placement has been optimized with the help of a genetic algorithm (GA) and drawing the lamp configuration using Dialux. Before optimization, the calculation result of luminaires for the classroom is 262 lux with a distance of x1 = 1.8 m and x2 = 2.67 m. After optimization, it is obtained that Eav = 283.513 lux and the distance between lamps x1 = 1.586 m and x2 = 2.67 m. The luminaire of library room before optimization is 322 lux, with a distance of x1 = 2 m and x2 = 2 m. After optimization the Eav is 384.9569 lux with x1 = 1.9119 m and x2 = 1.9 m. The lumen standard of replacing FL with LED has complied with SNI with cheaper procurement costs, i.e., for FL Rp.45,152,860.80 and for LED Rp.41,778,528.00 (saving Rp. 3,374,332.80).
根据SNI 03-6575-2001, SMP Negeri 25 Pontianak的教室(9×8 m)和图书馆(10×8 m)分别使用24层和30层的流明标准不符合要求。用LED代替FL需要计算预算和流明,包括优化灯距配置。因此,通过调整SNI 03-6575-2001标准的流明,将FL替换为LED,教室和图书馆分别需要15盏和20盏灯。随后,利用遗传算法(GA)优化了LED的放置位置,并使用Dialux绘制了灯的配置。优化前,教室灯具计算结果为262勒克斯,距离x1 = 1.8 m, x2 = 2.67 m。优化后得到Eav = 283.513 lux,灯具间距x1 = 1.586 m, x2 = 2.67 m。优化前的图书馆室灯具为322勒克斯,距离x1 = 2m, x2 = 2m。优化后的Eav为384.9569 lux, x1 = 1.9119 m, x2 = 1.9 m。以LED取代FL的流明标准符合SNI,采购成本更低,即FL Rp.45,152,860.80, LED Rp.41,778,528.00(节省Rp. 3,374,332.80)。
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引用次数: 0
Design and Implementation of Real-Time Flood Early Warning System (FEWS) Based on IoT Blynk Application 基于IoT Blynk应用的实时洪水预警系统(FEWS)设计与实现
Pub Date : 2021-10-22 DOI: 10.26418/elkha.v13i2.49003
H. N. P. Wisudawan
Disaster occurrence in Indonesia needs attention and role from all parties including the community to reduce the risks.  Disaster mitigation is one of the ways to reduce the disaster risk through awareness, capacity building, and the development of physical facilities, for example by applying disaster mitigation technology (early warning system, EWS). EWS is one of the effective methods to minimize losses due to disasters by providing warning based on certain parameters for disasters which usually occur such as floods. This research promotes a real-time IoT-based EWS flood warning system (Flood Early Warning System, FEWS) using Arduino and Blynk as well as Global System for Mobile Communication network (GSM) as the communication medium. The steps for implementing FEWS system in real locations are also discussed in this paper. Parameters such as water level, temperature, and humidity as well as rain conditions that are read by the EWS sensor can be accessed in real-time by using android based Blynk application that has been created. The result of the measurement of average temperature, humidity, and water level were 28.6 oC, 63.7 %, and 54.5 cm. Based on this analysis, the parameters indicated that the water level is in normal condition and there are no signs indicating that there will be flooding in the 30 days observation.  Based on the data collected by the sensor, FEWS can report four conditions, namely Normal, Waspada Banjir (Advisory), Siaga Banjir (Watch), and Awas Banjir (Warning) that will be sent immediately to the Blynk FEWS application user that has been created.
印度尼西亚的灾害发生需要包括社区在内的各方的关注和作用,以减少风险。减灾是通过认识、能力建设和物理设施的发展(例如应用减灾技术(预警系统,EWS))来减少灾害风险的方法之一。预警系统是对洪水等经常发生的灾害提供基于一定参数的预警,是将灾害损失降到最低的有效方法之一。本研究利用Arduino和Blynk以及GSM作为通信媒介,开发了一种基于物联网的实时EWS洪水预警系统(flood Early warning system, FEWS)。本文还讨论了在实际环境中实施FEWS系统的步骤。EWS传感器读取的水位、温度、湿度以及降雨条件等参数可以通过基于android的Blynk应用程序进行实时访问。平均温度、湿度和水位的测量结果为28.6℃,63.7%,54.5 cm。通过分析,各项参数显示水位正常,30天的观测没有发生洪水的迹象。根据传感器收集的数据,FEWS可以报告四种情况,即Normal、Waspada Banjir (Advisory)、Siaga Banjir (Watch)和Awas Banjir (Warning),这些情况将立即发送给已创建的Blynk FEWS应用程序用户。
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引用次数: 0
Performance Analysis of VRLA Battery for DC Load at Telecommunication Base Station 通信基站直流负载用VRLA蓄电池性能分析
Pub Date : 2021-10-22 DOI: 10.26418/elkha.v13i2.49202
I. Simanjuntak, H. Heryanto, Yossy Rahmawaty, Tulus Manurung
The high level of power outage in Sukabumi-Cianjur area has influenced the operations of telecommunication industry in the vicinity. This has shortened the battery life at the Base Station (BTS). This study aims to analyze the performance of a (new) VRLA battery against a DC load (BTS) to support the continuity of BTS operation in case of a power outage. The research method used is a (new) battery charge-discharge procedure. Parameters are analyzed by determining the on-site battery discharge duration, the pressure at the battery terminals between cells during backup, and the capacity of the rectifier module to support fast charging. To support fast charging, the rectifier with the formula N+1 and C-rate is 10% and C15 is 15% of the battery capacity. The internal impedance value is 3.4 mΩ and the battery terminal pressure (torque) is 9-11 N/m. The battery performance analysis of the four BTS shows that two of them managed to do a backup, while the other two did not provide good performance.
Sukabumi-Cianjur地区的严重停电影响了附近电信行业的运营。这缩短了基站(BTS)的电池寿命。本研究旨在分析(新型)VRLA电池在直流负载(BTS)下的性能,以支持BTS在停电情况下的连续性运行。采用的研究方法是一种(新型)电池充放电过程。通过确定现场电池放电时间、备用电池间电池端子压力、整流模块支持快速充电的容量等参数进行分析。为了支持快速充电,整流器的公式为N+1, c率为电池容量的10%,C15为电池容量的15%。内部阻抗值为3.4 mΩ,电池端压力(转矩)为9 ~ 11n /m。对4辆防弹少年团进行的电池性能分析结果显示,其中2辆成功进行了备份,而另外2辆电池性能不佳。
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引用次数: 1
Development of Integrated Distribution and Inventory System Simulation Model Using Mobile Depot 基于移动仓库的综合配送与库存系统仿真模型的开发
Pub Date : 2021-10-22 DOI: 10.26418/elkha.v13i2.48896
N. H. Djanggu
Distribution activities are carried out to move an item from one point to another. Product distribution activities are conducted from the production area to the distribution or warehouse area, then from the warehouse to the retailer or consumer. Distribution activities can be established using various modes of land, river, ocean, and air transportation. Land transportation is greatly influenced by road conditions. River and sea transportation excels in carrying capacity which leads to the reduction of distribution costs. The disadvantages of water transportation are longer moving duration and dependence on weather. A warehouse is a typical facility used to accommodate inventory. Inventory system will generate holding costs. River transportation with a large carrying capacity can be used as a distribution medium and temporary warehouse. The land route in the West Kalimantan region is suitable for trucks with a moderate carrying capacity. River routes in West Kalimantan can reach several strategic areas, and river conditions have appropriate specifications for transportation mode with large capacities. The distribution and inventory system integration model using a mobile depot has been proposed in previous studies. Therefore, this research focuses on developing a simulation model for the aforementioned system. The results of this study are expected to provide information about the optimal value of the model configuration and strategy.
配送活动是将物品从一个点移动到另一个点。产品分销活动是从生产区到分销或仓储区,然后从仓库到零售商或消费者。配送活动可以通过陆运、河运、海运和空运等多种方式进行。陆路运输受道路状况的影响很大。河运和海运在运载能力上具有优势,从而降低了配送成本。水运的缺点是运输时间长,受天气影响大。仓库是用来存放库存的典型设施。库存系统会产生持有成本。内河运输,运载能力大,可作为配送媒介和临时仓库。西加里曼丹地区的陆路适合载货能力适中的卡车。西加里曼丹的河流路线可以到达几个战略要地,河流条件适合大容量运输模式。在前人的研究中,提出了基于移动仓库的配送与库存系统集成模型。因此,本研究的重点是开发上述系统的仿真模型。本研究的结果有望提供有关模型配置和策略的最优值的信息。
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引用次数: 0
Designing a Firing Control System on S-60 57mm Cannon S-60 57毫米火炮射击控制系统设计
Pub Date : 2021-10-22 DOI: 10.26418/elkha.v13i2.47343
Kurnia Gunadi As'ad, Rachmad Setiawan, M. Rameli
The firing system on the S-60 57mm cannon uses the foot of the cannon crew, which is very dangerous with the position of the crew on top of the cannon when firing. So, a firing system that can be remotely controlled by a computer is required. The design of the S-60 57mm gun firing control system uses a personal computer (PC) as the firing command input, with data communication using WiFi received by the Atmega8535 microcontroller as a voltage regulator for solenoids. The solenoid has a tensile force to drive the hydraulic system where the actuator functions to drive the firing cylinder. Accelero sensor MMA7361, as a variable controller in firing, provides input data simulating the tilt position of the cannon, the position of the 0g sensor is simulated by the cannon in a balanced position. From the test results, there is a difference in sensor designation data with arc angles i.e., angle X by 2.83 degrees and angle Y by 1.86 degrees. The magnetic field produced by the solenoid 0.53 T can attract a maximum load of 20 kg. By changing the distance ratio of mechanical lever to 39.11 cm and 8.89 cm, the solenoid can drive an 88-kg firing cylinder.
S-60 57毫米加农炮上的发射系统使用加农炮乘员的脚,这是非常危险的,因为在发射时乘员的位置在加农炮的顶部。因此,需要一种可以由计算机远程控制的发射系统。S-60 57毫米火炮发射控制系统的设计使用一台个人计算机(PC)作为发射命令输入,使用WiFi进行数据通信,由Atmega8535微控制器作为螺线管的电压调节器接收。电磁阀具有拉力来驱动液压系统,其中执行器的功能是驱动发射气缸。加速度传感器MMA7361作为射击中的可变控制器,提供模拟火炮倾斜位置的输入数据,0g传感器的位置由火炮在平衡位置模拟。从测试结果来看,不同弧角的传感器设计数据存在差异,即X角为2.83度,Y角为1.86度。电磁阀产生的磁场为0.53 T,最大可吸引20kg的负载。通过改变机械杠杆的距离比为39.11 cm和8.89 cm,电磁阀可以驱动一个88公斤的发射气缸。
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引用次数: 0
Comparison and Analysis of Neural Solver Methods for Differential Equations in Physical Systems 物理系统微分方程神经解算器方法的比较与分析
Pub Date : 2021-10-22 DOI: 10.26418/elkha.v13i2.49097
Fabio M Sim, E. Budiarto, Rusman Rusyadi
Differential equations are ubiquitous in many fields of study, yet not all equations, whether ordinary or partial, can be solved analytically. Traditional numerical methods such as time-stepping schemes have been devised to approximate these solutions. With the advent of modern deep learning, neural networks have become a viable alternative to traditional numerical methods. By reformulating the problem as an optimisation task, neural networks can be trained in a semi-supervised learning fashion to approximate nonlinear solutions. In this paper, neural solvers are implemented in TensorFlow for a variety of differential equations, namely: linear and nonlinear ordinary differential equations of the first and second order; Poisson’s equation, the heat equation, and the inviscid Burgers’ equation. Different methods, such as the naive and ansatz formulations, are contrasted, and their overall performance is analysed. Experimental data is also used to validate the neural solutions on test cases, specifically: the spring-mass system and Gauss’s law for electric fields. The errors of the neural solvers against exact solutions are investigated and found to surpass traditional schemes in certain cases. Although neural solvers will not replace the computational speed offered by traditional schemes in the near future, they remain a feasible, easy-to-implement substitute when all else fails.
微分方程在许多研究领域中无处不在,但并非所有方程,无论是常方程还是偏方程,都可以解析求解。传统的数值方法,如时间步进格式已被设计来近似这些解。随着现代深度学习的出现,神经网络已经成为传统数值方法的可行替代方案。通过将问题重新表述为优化任务,神经网络可以以半监督学习的方式进行训练,以近似非线性解。本文在TensorFlow中对多种微分方程实现了神经解法,即:一阶和二阶的线性和非线性常微分方程;泊松方程,热方程,和无粘的伯格方程。对比了不同的方法,如朴素配方和ansatz配方,并分析了它们的总体性能。实验数据也被用来验证神经解法在测试用例上的正确性,特别是:弹簧-质量系统和电场的高斯定律。研究了神经解对精确解的误差,发现在某些情况下神经解的误差超过了传统方案。虽然神经解算器在不久的将来不会取代传统方案提供的计算速度,但当其他方案都失败时,它们仍然是可行的,易于实现的替代品。
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引用次数: 0
Web-based Application Forecasting of Components and Tools for Practicum in Telecommunication Engineering Laboratory/ Workshop of State Polytechnic of Sriwijaya 斯里维加亚国立理工学院电信工程实验室/车间基于网络的组件和工具应用预测实习
Pub Date : 2021-10-22 DOI: 10.26418/elkha.v13i2.48029
Elmerillia Elmerillia, L. Lindawati, I. Salamah
State Polytechnic of Sriwijaya is an Indonesian vocational institution that incorporates practical learning into all of its existing study programs. In each laboratory of the study program, students will find the supporting components and resources they need for practicum. Telecommunication engineering is one of them. Currently, the component retrieval and tool borrowing system is still manual, both in the retrieval and return stages, by filling out the given hard-file form sheet. Therefore, a web-based inventory monitoring application is required for laboratory technicians. The creation of this application implements the Prototype Method. The implementation of this method aims to make the application that is created to fit the needs of the user. This system helps laboratory technicians and Telecommunication Engineering students in the process of component retrieval and tool borrowing to be more organized and scheduled and can store reports in the form of soft-files. This information system can also be used by students to monitor the number of components and tools available in real-time. This application are also equipped with forecasting the number of practicum components to kwowing the needs of student practicum in the next year. Forecasting was created using the Weighted Moving Average method.  Black box testing is carried out in each menu on the application and gives valid results so that the application can be used. 
斯里维加亚国立理工学院是一所印尼职业院校,将实践学习纳入其现有的所有学习项目。在学习计划的每个实验室中,学生将找到他们实习所需的支持组件和资源。电信工程就是其中之一。目前,部件检索和工具借用系统仍然是手动的,在检索和归还阶段,通过填写给定的硬文件表单。因此,实验室技术人员需要一个基于web的库存监控应用程序。这个应用程序的创建实现了Prototype方法。此方法的实现旨在使所创建的应用程序适合用户的需求。该系统帮助实验室技术人员和电信工程专业学生在构件检索和工具借用过程中更有组织和计划性,并能以软文件的形式存储报告。这个信息系统也可以被学生用来实时监控可用的组件和工具的数量。该应用程序还配备了预测实习组件的数量,以了解学生在明年的实习需求。使用加权移动平均方法进行预测。黑盒测试在应用程序的每个菜单中进行,并给出有效的结果,以便应用程序可以使用。
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引用次数: 3
Performance and Analysis of Indirect Torque Control-Based Three-Phase Induction Motor 基于间接转矩控制的三相异步电动机性能与分析
Pub Date : 2021-10-22 DOI: 10.26418/elkha.v13i2.49181
A. Pradipta, S. Triwijaya, M. Ridwan
Induction motors are widely used in industrial processes, vehicles and automation. Three-phase induction motors can be used for traction systems on electric locomotives. In this case, the speed control system is an important thing that must be applied to the propulsion system. This study aimed to test the indirect torque control for a Three-phase induction motor. A proportional integral (PI) controller was applied for speed controller. The indirect torque control system was modeled and simulated using PSIM software. According to the result, the control method showed a good performance. The speed could be maintained even the speed reference was changing or a load was applied. The steady state error of the speed response was just 0.1% with rise time around 0.06 s. The stator current went up to 39.5 A in starting condition. The stator current reached 12 A rms when the load of 10 Nm was applied. Then, the current rose to 15.7 A rms when the load was increased to 40 Nm and the current came down to 12.8 A rms when the load was decreased to 20 Nm.
感应电动机广泛应用于工业过程、车辆和自动化。三相感应电动机可用于电力机车的牵引系统。在这种情况下,速度控制系统是一个重要的东西,必须应用到推进系统。本研究旨在测试三相感应电动机的间接转矩控制。速度控制器采用比例积分(PI)控制器。利用PSIM软件对间接转矩控制系统进行了建模和仿真。结果表明,该控制方法具有良好的控制效果。即使速度参考发生变化或施加负载,也可以保持速度。速度响应的稳态误差仅为0.1%,上升时间约为0.06 s。启动状态下定子电流高达39.5 A。施加10 Nm负载时,定子电流达到12 A rms。然后,当负载增加到40 Nm时,电流上升到15.7 A rms,当负载减少到20 Nm时,电流下降到12.8 A rms。
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引用次数: 1
Power Outage Sensing Device based on IOT for Service Quality Evaluation in the PLN Distribution System 基于物联网的PLN配电系统服务质量评估停电传感装置
Pub Date : 2021-10-22 DOI: 10.26418/elkha.v13i2.43741
Adryan Fahri Zul Fauzi, Agus Kiswantono, S. Saidah
In overcoming electrical disturbances, PLN implements an equipment protection system that aims to reduce the areas experiencing power outage. However, this protection system has not been integrated with the SCADA system. As a parameter to maintain customer service continuity, PLN uses customer-based indexes, i.e., the Customer Average Interruption Duration Index (CAIDI) and Customer Average Interruption Frequency Index (CAIFI). In the calculation of those index values, the record of power outage occurrence at PLN is still not accurate because the duration and frequency of power outage based on customer complaints. In this study, a Power Outage Sensing device is installed on the secondary distribution system transformer 380/220 which can ensure the location, record the frequency and duration of power outage and serve customers in real time based on IOT using WEMOS D1 and optocoupler sensors which can then be accessed on a web. In its implementation, all power outage is recorded in the database and can be accessed on the web interface. This device can speed up the recovery of disturbances in the system after an outage and perform accurate CAIDI and CAIFI index calculations as customer service evaluations.
在克服电力干扰方面,PLN实施了旨在减少停电区域的设备保护系统。然而,该保护系统尚未与SCADA系统集成。PLN使用基于客户的指标,即客户平均中断时间指数(CAIDI)和客户平均中断频率指数(CAIFI),作为保持客户服务连续性的参数。在这些指标值的计算中,由于停电的持续时间和频率是基于客户投诉的,因此PLN的停电发生记录仍然不准确。在本研究中,在二次配电系统变压器380/220上安装了一个停电传感装置,该装置使用WEMOS D1和光耦合器传感器,可以基于物联网确保停电位置,记录停电频率和持续时间,并实时为客户提供服务,然后可以在网络上访问。在它的实现中,所有的停电都被记录在数据库中,并可以在web界面上访问。该设备可以在停电后加速系统干扰的恢复,并执行准确的CAIDI和CAIFI指数计算作为客户服务评估。
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引用次数: 3
期刊
Elkha Jurnal Teknik Elektro
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