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Load Forecasting in the Context of Global Covid-19 Vaccination Using Facebook Prophet 使用Facebook Prophet进行全球新冠肺炎疫苗接种背景下的负荷预测
Pub Date : 2022-03-29 DOI: 10.25077/jnte.v11n1.992.2022
Kevinaldo Barevan, Abdul Halim
Forecasting the electrical energy load is a very important initial stage in the operation of the electricity system so that the system works reliably, stably, and economically. The load forecasting process is carried out in the range of hours to years. This study focuses on short-term load forecasting (STLF) where in general the effects of weather conditions and human activities are very influential. In this study, we will study further the effects of the Covid-19 pandemic, namely the number of vaccines and the level of community mobility on changes in electrical loads. The study of the effect of the vaccine is the new point of this research. In electrical load forecasting, the revised Facebook Prophet method will be used. This revision is intended so that the effects of the pandemic can be included in the model. To test the effectiveness of the proposed model, a case study of the Pennsylvania electrical load data was carried out. In 2021 with the addition of the vaccination variable, the MAPE value is 15.26%. The amount of data used could possibly affect the forecasting process and MAPE results. So, the MAPE value is quite good when compared to other studies.
电力负荷预测是电力系统可靠、稳定、经济运行的重要环节。负荷预测过程在小时到年的范围内进行。本研究的重点是短期负荷预测(STLF),在一般情况下,天气条件和人类活动的影响非常大。在本研究中,我们将进一步研究Covid-19大流行对电力负荷变化的影响,即疫苗数量和社区流动性水平。对疫苗效果的研究是这一研究的新热点。在电力负荷预测中,将使用修改后的Facebook Prophet方法。这一修订的目的是使大流行的影响能够包括在模型中。为了验证该模型的有效性,以宾夕法尼亚州电力负荷数据为例进行了研究。2021年加入疫苗接种变量后,MAPE值为15.26%。使用的数据量可能会影响预测过程和MAPE结果。因此,与其他研究相比,MAPE值是相当好的。
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引用次数: 0
Automatic Feeder for Laying Hens Based on Noise Amplitude 基于噪声幅值的蛋鸡自动饲喂器
Pub Date : 2022-03-29 DOI: 10.25077/jnte.v11n1.944.2022
Rian Ferdian, Zaki Minango Dasman, Yan Heriyandi, M. H. Hersyah
Food is an essential aspect of the laying hens' cultivation process. The delay of the feeding time and the short amount of food can cause stress to the hens. Furthermore, an excessive amount of food can cause overweight and reduce hens' productivity. This paper provides a method to automate the feeder for laying hens using a device based on microcontroller technology. A tool that can detect chicken behavior when hungry and the temperature of the cage can provide an excellent feeding management system for the breeder. The automatic feeder can see chicken behavior, also the environmental condition around the cage. A specific noise amplitude caused by the hungry hens can trigger the feeder. This feeder also design aims to provide the food in the right amount at the right time. Thus, the breeder can minimize the stress of laying hens, reduce food waste, and keep the hens ideal. Here the system can save the chickens food around 13.76% more efficient.
食物是蛋鸡养殖过程中的一个重要方面。喂食时间的延迟和食物量的减少会给母鸡带来压力。此外,过量的食物会导致母鸡超重,降低母鸡的生产力。本文提出了一种利用微控制器技术实现蛋鸡饲养自动化的方法。一种可以检测鸡饥饿时的行为和笼子温度的工具可以为饲养员提供一个出色的饲养管理系统。自动喂食器可以看到鸡的行为,也可以看到笼子周围的环境条件。由饥饿的母鸡引起的特定噪声幅度可以触发饲养器。这种喂食器的设计也旨在在正确的时间提供正确数量的食物。因此,饲养员可以最大限度地减轻蛋鸡的压力,减少食物浪费,保持母鸡的理想状态。在这里,该系统可以为鸡节省大约13.76%的食物。
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引用次数: 0
An Automatic Wind Turbine Braking System on PLTH Bayu Baru through a Fuzzy Logic Controller 基于模糊控制器的PLTH巴渝巴鲁风力发电机组自动制动系统
Pub Date : 2022-03-29 DOI: 10.25077/jnte.v11n1.887.2022
T. Sutikno, Syahid Hikmatul Wahid, Rizky Ajie Aprilianto, Arsyad Cahya Subrata, A. Jidin
PLTH Bayu Baru is one of the hybrid power plants (HPP) located in Baru beach, Pandansimo, Bantul, Yogyakarta, Indonesia. It generates electrical energy from two sources, wind and solar energy. However, a problem is encountered regarding wind turbine mechanics due to using a manual switch for braking during periods of excessive wind speed. This study proposes an automatic wind turbine braking system through a utilized fuzzy logic controller (FLC) for the PLTH Bayu Baru application. The Mamdani type FLC without complex mathematical models is applied to the Arduino Uno development board to realize the proposed systems. The error (Error_V) and delta error (dError_V) values from the generator voltage sensor become the input of the proposed systems, while the pulse width modulation (PWM) becomes the output for controlling the on/off period of the MOSFET as switching devices. The proposed systems have been tested on a micro-scale wind turbine with PMSG 12V/400W type. From the testing results, the proposed system successfully braked automatically at the point wherein the generator voltage exceeds the setpoint value. Also, the proposed system keeps the generator voltage less than 13.8V, so the problem caused by excessive speed can be resolved.
PLTH Bayu Baru是位于印度尼西亚日惹班图尔Pandansimo巴鲁海滩的混合动力发电厂(HPP)之一。它通过两种能源发电,风能和太阳能。然而,由于在风速过大的时期使用手动开关进行制动,在风力涡轮机力学方面遇到了一个问题。本研究提出了一种利用模糊控制器(FLC)的风力发电机组自动制动系统,用于PLTH巴优巴鲁应用。将无需复杂数学模型的Mamdani型FLC应用于Arduino Uno开发板,实现所提出的系统。来自发电机电压传感器的误差(Error_V)和增量误差(dError_V)值成为所提出系统的输入,而脉宽调制(PWM)成为控制MOSFET作为开关器件的开/关周期的输出。该系统已在PMSG 12V/400W型微型风力发电机上进行了测试。从测试结果来看,所提出的系统在发电机电压超过设定值时成功地自动制动。同时,该系统使发电机电压保持在13.8V以下,从而解决了转速过快带来的问题。
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引用次数: 1
Microcontroller-based Artificial Lighting to Help Growth the Seedling Pakcoy 基于微控制器的人工照明技术帮助小白菜幼苗生长
Pub Date : 2021-11-30 DOI: 10.25077/jnte.v10n3.943.2021
M. Afandi, I. Hikmah, Chandra Agustinah
Improving efficiency and quality in farming activities is important reason of developing technology to support agriculture. Technology in agriculture such as image processing, Internet of Things (IoT), Artificial Intelligence, Big Data, and Artificial Lighting gives increasing trends. Artificial lighting technology has high impact to support agriculture in an area that has low sun light intensity such as in rainy season. Farmer has a difficulty to cultivating plant especially in early stage in rainy season. This problem happen because of the intensity of sun light is very minimum. Artificial lighting is a technology to solve early stage cultivating problem in rainy season. This technology can support agriculture for cultivating plant with minimum sun light. Artificial lighting contains light emitting diode (LED) that is laid out as an array. This research goal is to make an artificial lighting prototype to support early stage cultivating. Pakcoy is a plant that used to observe artificial lighting impact for early stage Pakcoy cultivation. This research shows Pakcoy plant placed in the prototype gives significant growth compared with a plant which placed in low light room. Pakcoy plant in artificial lighting gives 2 4 leaves, the height is 1.5 5cm, and from 18 seeds 10 is grow. This research can conclude that artificial lighting prototype can support early stage Pakcoy cultivation.
提高农业活动的效率和质量是发展技术支持农业的重要原因。图像处理、物联网(IoT)、人工智能、大数据和人工照明等农业技术呈现出日益增长的趋势。在雨季等阳光强度较低的地区,人工照明技术对支持农业有很大影响。农民种植植物很困难,尤其是在雨季的早期。这个问题的发生是因为太阳光的强度非常小。人工照明是一种解决雨季早期栽培问题的技术。这项技术可以支持农业用最少的阳光培育植物。人工照明包含发光二极管(LED),它被布置成阵列。本研究的目标是制作一个支持早期培养的人工照明原型。帕克科伊是一种用于观察人工照明对帕克科伊早期种植的影响的植物。这项研究表明,与放置在低光室内的植物相比,放置在原型中的帕克科伊植物生长显著。Pakcoy植物在人工照明下长出2-4片叶子,高度为1.55cm,从18粒种子中长出10粒。本研究可以得出结论,人工照明原型可以支持Pakcoy的早期培育。
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引用次数: 3
Electrocardiogram Abnormal Classification Based on Abnormality Signal Feature 基于异常信号特征的心电图异常分类
Pub Date : 2021-11-30 DOI: 10.25077/jnte.v10n3.829.2021
S. I. Purnama, M. Afandi
Heart rate abnormalities can lead to many cardiovascular diseases such as heart arrythmia, heart failure, heart valve disease and many more. Some cardiovascular disease can cause death. Abnormalities signal feature can be seen using electrocardiogram. Electrocardiogram is an electric signal record from heart activity. Normal heart and abnormal heart have a different electrocardiogram signal pattern. This research is aim to detect abnormality from heart rate using electrocardiogram abnormality signal feature. Abnormality signal pattern can be used to classify normal and abnormal heart rate. Abnormality feature consists of P signal condition, R signal condition, P R interval rate, and double R interval. Electrocardiogram data that used in this study is obtain from MIT-BIH Arrythmia database. 20 electrocardiogram data have been used to see detection and classification performance while classifying normal and abnormal heart rate. Research result shows that feature based has 90.00% in accuracy, 90.00%in precision, and 90.00% in sensitivity while classify normal and abnormal heart rate. Research result can conclude that abnormality feature can be used to classify normal and abnormal heart rate. This method can be used for embedded system device that has limitation in memory and size.
心率异常会导致许多心血管疾病,如心律失常、心力衰竭、心脏瓣膜病等。一些心血管疾病会导致死亡。使用心电图可以看到异常信号的特征。心电图是心脏活动的电信号记录。正常心脏和异常心脏具有不同的心电图信号模式。本研究旨在利用心电图异常信号特征从心率中检测异常。异常信号模式可以用于对正常和异常心率进行分类。异常特征包括P信号状态、R信号状态、P R间隔率和双R间隔。本研究中使用的心电图数据来自MIT-BIH心律失常数据库。在对正常和异常心率进行分类的同时,已经使用了20个心电图数据来查看检测和分类性能。研究结果表明,在对正常心率和异常心率进行分类时,基于特征的准确率为90.00%,准确率为90.00%,灵敏度为90.00%。研究结果表明,异常特征可以用于心率的正常和异常分类。这种方法可以用于内存和大小都有限制的嵌入式系统设备。
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引用次数: 1
Calculate The Conductivity of Some Composites of Cellulose Bacteria Mixed with Polypyrol 纤维素细菌与聚吡咯复合材料电导率的计算
Pub Date : 2021-11-30 DOI: 10.25077/jnte.v10n3.927.2021
S. Yunus, Hairul Abrar, Auliya Akbar
The manufacture of composites that have good electrical properties is to use a conductive polymer matrix. A conductive polymer is a polymer compound that has a stable bond that allows the polymer to act as a good conductor of electricity. This study aims to determine the highest conductivity value of composite materials that have been coated with polypyrrole, namely bacterial cellulose with polypyrrole (bio composite 1), tempo bacteria cellulose with polypyrrole (bio composite 2), and Gambier bacteria cellulose with polypyrrole (bio composite 3). In this study, there were four samples consisting of nata de coco (cellulosic bacteria), 2, 2, 6, 6-tetramethylpiperidine 1-oxyl (TEMPO), Gambier extract, and polypyrrole. Measurement of resistance value using the two point probe method. The results of this study obtained that the resistance and conductivity values of bio composite 1, bio composite 2, and bio composite 3 were 29.742 k? and 1.17810-3 S/cm, 20.338 k? and 1.69210-3 S/cm, 34,572 k? and 0.980710-3 S/cm. The measurement results show that the highest conductivity value is bio composite 2.
具有良好电性能的复合材料的制造是使用导电聚合物基体。导电聚合物是一种具有稳定键的聚合物化合物,该键允许聚合物充当良好的导电体。本研究旨在确定涂有聚吡咯的复合材料的最高电导率值,即细菌纤维素与聚吡咯(生物复合材料1)、tempo细菌纤维素与聚吡咯(生物合成材料2)和Gambier细菌纤维素与聚合吡咯(生物复合材料3)。在本研究中,共有四个样品,包括nata de coco(纤维素细菌)、2、2、6、6-四甲基哌啶-1-氧基(TEMPO)、甘比尔提取物和聚吡咯。使用两点探针法测量电阻值。本研究的结果表明,生物复合材料1、生物复合材料2和生物复合材料3的电阻和电导率分别为29.742k?和1.17810-3 S/cm,20.338 k?和1.69210-3 S/cm,34572 k?和0.980710-3 S/cm。测量结果表明,生物复合材料2的电导率值最高。
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引用次数: 0
Implementation of Template Matching on Detection of Stop Line Violations 模板匹配在停车线违规检测中的实现
Pub Date : 2021-11-30 DOI: 10.25077/jnte.v10n3.898.2021
D. K. Larasati, Iwan Setyawan
Road marking is a sign located above the road surface that combines either a line or a symbol and provides information as visual guidance to road users. One example of road marking is the stop line behind the zebra crossing. Many violations of pedestrian rights are committed by motorized vehicles, especially because vehicles do not stop behind the stop line. This paper proposes a system to detect this type of traffic violation using the template matching method. This method is a technique in digital image processing to find small parts of the image that match the image template, so it can detect whether there is a traffic violation or not. This system uses the appropriate template images for each dataset (morning, afternoon, and evening). The system produces accuracy performances for the morning and afternoon dataset of about 100% and 78% respectively, and for the evening dataset is 70%. So, the overall average accuracy rate is 83%. The main factor affecting the overall accuracy performance is the inability to automatically extract the best template for the dataset from the morning and evening datasets.
道路标记是位于路面上方的标志,它结合了一条线或一个符号,并为道路使用者提供视觉指导信息。道路标线的一个例子是斑马线后面的停车线。许多侵犯行人权利的行为都是由机动车辆实施的,尤其是因为车辆没有停在停车线后面。本文提出了一种利用模板匹配方法检测此类交通违法行为的系统。该方法是数字图像处理中的一种技术,用于查找图像中与图像模板匹配的小部分,从而检测是否存在交通违法行为。该系统为每个数据集(上午、下午和晚上)使用适当的模板图像。该系统对上午和下午数据集的准确率分别约为100%和78%,对晚上数据集的精度为70%。因此,总体平均准确率为83%。影响整体准确性性能的主要因素是无法从早晚数据集中自动提取数据集的最佳模板。
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引用次数: 2
Online Tuning Diagnosis of Proportional Integral Derivative Controller based on IEC 61499 Function Blocks 基于iec61499功能块的比例积分导数控制器在线整定诊断
Pub Date : 2021-11-30 DOI: 10.25077/jnte.v10n3.940.2021
Florentina Vela Nindyasari, Awang N. I. Wardana, Agus Arif
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引用次数: 0
Features of Household Solid Waste Object Recognition on Garbage Collector Robot (GACOBOT) 基于GACOBOT的生活垃圾物体识别特征
Pub Date : 2021-11-30 DOI: 10.25077/jnte.v10n3.834.2021
A. P. Prasetyo, Rendyansyah Rendyansyah, Kemahyanto Exaudi, Abdurahman Abdurahman, T. W. Septian
Solid waste or garbage is one of the problems that must be faced by the world's population so that life becomes more harmonious. Through a series of studies, a Garbage Collector Robot (GACOBOT) was created which is expected to help humans overcome this problem in terms of garbage collection. By adding a feature in the form of object recognition, the waste can be sorted by type so that it can be grouped and processed further. In this research, using the Support Vector Machine (SVM) classification method based on the feature extraction of the Histogram of Oriented Gradients (HOG) as the main method. Researchers used 14 pieces of data as training data and 10 pieces of data as test data. From the results of the tests that have been carried out, it has been obtained a success rate of 100% that the system has succeeded in separating waste into 2 types, namely plastic bag waste and glass bottle waste.
固体废物或垃圾是世界人口必须面对的问题之一,以便生活变得更加和谐。通过一系列的研究,垃圾收集机器人(GACOBOT)被创造出来,有望帮助人类在垃圾收集方面克服这一问题。通过添加物体识别形式的特征,可以将废物按类型分类,以便进行分组和进一步处理。在本研究中,采用基于定向梯度直方图(HOG)特征提取的支持向量机(SVM)分类方法作为主要方法。研究人员使用了14条数据作为训练数据,10条数据作为测试数据。从已经进行的测试结果来看,该系统成功将垃圾分为塑料袋垃圾和玻璃瓶垃圾两类,成功率为100%。
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引用次数: 0
A Fully Automated Car Parking Lot 一个全自动停车场
Pub Date : 2021-11-30 DOI: 10.25077/jnte.v10n3.885.2021
E. Normanyo, Francis Husinu, Kumi Manel Fiona
Most car parking lots in the country have not been fully automated and many of them serve temporal, manual parking needs. A fully automated car parking lot assures of flexibility, improved efficiency and minimisation of manual tasks. In this paper, use was made of Siemens Step 7 PLC and WinCC Flexible Advanced software to design a fully automated car parking lot. The number of parking spaces available, the parking space number and position, arrival and departure times of cars and the time spent at the parking space are provided by the design. Simulations of designed system using Simatic PLC SIM confirmed the fulfillment of the design criteria and reliability of the developed flowcharts. Remote operator monitoring and control of the car parking lot has been actualised. Simulation results on the parking of six cars for a time duration of 0.5 hr, 1 hr, 1.5 hrs, 2 hrs, 2.5 hrs and 3 hrs, respectively yielded a total amount of GH 17.00. It stands to reason that hitherto existing manual car parking lots should be converted into the fully automated type using a PLC and an HMI workstation in order to bring orderliness and deserving responsibility to car parking in Ghana.
该国大多数停车场还没有完全自动化,其中许多停车场满足临时手动停车的需求。全自动停车场确保了灵活性,提高了效率,并最大限度地减少了手动任务。本文利用西门子Step 7 PLC和WinCC Flexible Advanced软件设计了一个全自动停车场。可用停车位的数量、停车位的编号和位置、汽车的到达和离开时间以及在停车位花费的时间由设计提供。使用Simatic PLC SIM对所设计的系统进行仿真,证实了所开发流程图符合设计标准和可靠性。实现了对停车场的远程操作员监控。对六辆车停车0.5小时、1小时、1.5小时、2小时、2.5小时和3小时的模拟结果分别得出了17.00 GH的总量。理所当然的是,迄今为止现有的手动停车场应该使用PLC和HMI工作站转换为全自动停车场,以使加纳的停车场井然有序,并承担起应有的责任。
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引用次数: 0
期刊
Jurnal Nasional Teknik Elektro
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