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Implementation of Artificial Neural Network Method for Estimating Connected Power and Electric Energy Consumption 基于人工神经网络的接入功率与电能消耗估算方法的实现
Pub Date : 2019-07-26 DOI: 10.17977/um049v1i2p13-18
Roub Nizaar, A. N. Handayani
Abstract—Electricity is vital for modern society’s welfare. Daily electricity usage depended on the customers’ type. Hence, there was a difference between the connected power with consumption. Therefore, there needed an estimation method for long-term connected power and energy consumption to improve the safety of energy management and operation plan for the generator. This research used the Artificial Neural Network method with a backpropagation algorithm model to estimate the connected power and electricity consumption. This method has the advantage of following past patterns after the training process. This research used data such as total population, Gross Regional Domestic Product, total customers, produced energy, remaining energy, distribution loss, total transformer, peak load, and load factor as the independent data. The energy consumption and connected power served as the dependent data. The data was taken from Srengat Network Service Unit, East Java, for ten years, which started in 2008. This research used literature study, information and data collection, information and data process, data estimation and analysis, and conclusion as the procedures. Based on the results, the best network structure was 9-9-2 with the 10-6 goal, 0.9 momentum value, and 0.15 learning rate to produce the smallest Mean Squared Error of 0.00442 in 2015, Mean Absolute Percentage Error of 7.88% for the connected power, and 11.27% on electricity consumption target.
电对现代社会的福祉至关重要。每天的用电量取决于客户的类型。因此,连接的功率与消耗之间存在差异。因此,需要一种长期接入功率和能耗的估算方法,以提高发电机能源管理和运行计划的安全性。本研究采用人工神经网络方法和反向传播算法模型来估计连接功率和用电量。这种方法的优点是在训练过程之后遵循过去的模式。本研究采用人口总数、地区生产总值、总用户量、生产能源、剩余能源、配电损耗、总变压器、峰值负荷、负荷因子等数据作为独立数据。能耗和连接功率作为依赖数据。这些数据来自东爪哇的Srengat网络服务单位,从2008年开始,持续了十年。本研究采用文献研究、信息与数据收集、信息与数据处理、数据估计与分析、结论等程序。结果表明,最佳网络结构为9-9-2,目标为10-6,动量值为0.9,学习率为0.15,2015年均方误差最小,为0.00442,接入电源的平均绝对百分比误差为7.88%,用电量目标的平均绝对百分比误差为11.27%。
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引用次数: 0
Home Energy Security Prototype using Microcontroller Based on Fingerprint Sensor 基于指纹传感器的单片机家庭能源安全样机
Pub Date : 2019-07-26 DOI: 10.17977/um049v1i2p19-29
Alrizal Akbar Nusantar Akbar Nusantar, I. Zaeni, Dyah Lestari
The globalization era brings rapid development in technology.The human need for speed and easiness pushed them toinnovate, such as in the security field. Initially, the securitysystem was conducted manually and impractical compared tonowadays system. A security technology that is developed wasbiometric application, particularly fingerprint. Fingerprintbasedsecurity became a reliable enough system because of itsaccuracy level, safe, secure, and comfortable to be used ashousing security system identification. This research aimed todevelop a security system based on fingerprint biometric takenfrom previous researches by optimizing and upgrading theprevious weaknesses. This security system could be a solutionto a robbery that used Arduino UNO Atmega328P CH340 R3Board Micro USB port. The inputs were fingerprint sensor, 4x5keypad, and magnetic sensor, whereas the outputs were 12 Vsolenoid, 16x2 LCD, GSM SIM800L module, LED, andbuzzer. The advantage of this security system was its ability togive a danger sign in the form of noise when the systemdetected the wrong fingerprint or when it detects a forcedopening. The system would call the homeowner then. Otherthan that, this system notified the homeowner of all of theactivities through SMS so that it can be used as a long-distanceobservation. This system was completed with a push button toopen the door from the inside. The maximum fingerprints thatcould be stored were four users and one admin. The admin’sjob was to add/delete fingerprints, replace the home owner’sphone number, and change the system’s PIN. The resultsshowed that the fingerprint sensor read the prints in a relativelyfast time of 1.136 seconds. The average duration that wasneeded to send an SMS was 69 seconds while through call was3.2 seconds.
全球化时代带来了科技的飞速发展。人类对速度和易用性的需求促使他们进行创新,比如在安全领域。与今天的安全系统相比,最初的安全系统是手工进行的,不切实际。生物识别技术,特别是指纹识别技术是一种安全技术。指纹识别系统以其准确、安全、可靠、舒适的特点成为一种足够可靠的住房安全识别系统。本课题旨在借鉴前人的研究成果,通过对前人的弱点进行优化和升级,开发一种基于指纹生物识别的安全系统。该安全系统可以解决使用Arduino UNO Atmega328P CH340 R3Board Micro USB端口的抢劫问题。输入是指纹传感器、4x5键盘和磁传感器,输出是12 v螺线管、16x2 LCD、GSM SIM800L模块、LED和蜂鸣器。这种安全系统的优点是,当系统检测到错误的指纹或检测到强行打开时,它能够以噪音的形式发出危险信号。系统会给房主打电话。除此之外,这个系统通过短信通知房主所有的活动,这样就可以用作远距离观察。这个系统是由一个从里面打开门的按钮完成的。最多可以存储4个用户和1个管理员的指纹。管理员的工作是添加/删除指纹,替换房主的电话号码,并更改系统的PIN。结果表明,指纹传感器读取指纹的时间相对较快,为1.136秒。发送短信所需的平均时间为69秒,而通话所需的平均时间为3.2秒。
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引用次数: 0
Evaluation of Power Distribution based on Power Losses on Transmission Interconnection 基于输电互连功率损耗的配电评估
Pub Date : 2019-07-26 DOI: 10.17977/um049v1i2p30-25
Mega Agustina, A. Afandi
This paper discusses the analysis of continuity of power delivery and network losses in the scenario of adding 150 kV to the Malang Raya transmission network. The discussion in this paper is based on the increasing load growth conditions in Malang Raya and the condition of the Malang 150 kV main system which is centralized in the Kebonagung Substation so that a scenario of adding 150 kV transmission network interconnection is needed to increase the capacity, reliability, and improvement of the Malang Raya system. Based on the simulation results before the scenario of adding 150 kV transmission network losses in the poor 150 kV main system by 0.02 MW, whereas after the scenario of adding 150 kV transmission network the overall losses in the 150 kV main unfortunate main system were 0.009 MW.
本文讨论了麻郎拉雅输电网增建150千伏情况下的电力输送连续性和网损分析。本文的讨论是基于麻郎拉雅日益增长的负荷增长情况和集中在Kebonagung变电站的麻郎150千伏主系统的情况,因此需要增加150千伏输电网络互联的方案,以增加麻郎拉雅系统的容量、可靠性和改进。从模拟结果来看,在150kv输电网在150kv主系统中增加150kv输电网损耗为0.02 MW,而在150kv输电网在150kv主系统中增加150kv输电网后,150kv主系统的总损耗为0.009 MW。
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引用次数: 1
Study of Technical and Non-technical Factors in Energy Consumption on 20 kV Distribution Networks 20kv配电网能耗的技术与非技术因素研究
Pub Date : 2019-07-26 DOI: 10.17977/um049v1i2p1-6
Mikael Abimanyu Putra Pamungkas, Dwi Priharto, H. Putranto
This research aimed to find the technical and non-technical losses that occurred on the 20 kV Tawangrejo Feeder network by calculating the electricity losses after measurement and the calculated losses, made an application to calculate the losses, and determined the improvement alternative from the suitable electricity losses. Based on the data analysis, the conclusions were: Tawangrejo Feeder used mesh configuration with a three-phase four-wire construction model. The values of power and energy losses in total, technical, and non-technical were fluctuating, depended on the current value that was sent from the primary substation to the load. This power loss calculation application had a high accuracy because the error occurred at a maximum of 0.0021%. The most effective power loss improvement was replacing the conductor duct that reduces 56% of power and energy losses.
本研究旨在通过计算测量后的电损耗和计算出的电损耗,找出20kv Tawangrejo馈线网络发生的技术和非技术损耗,并应用计算电损耗,从合适的电损耗中确定改进方案。基于数据分析,得出结论:Tawangrejo馈线器采用网状结构,采用三相四线制结构模型。总的、技术性的和非技术性的功率和能量损失的值是波动的,这取决于从主变电站发送到负载的电流值。这个功率损耗计算应用程序具有很高的精度,因为误差发生在最大0.0021%。最有效的改进功率损耗是更换导体导管,减少了56%的功率和能量损耗。
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引用次数: 1
Performance Comparative Analysis of Monocrystalline and Polycrystalline Single Diode Solar Panel Models using the Five Parameters Method 利用五参数法对单晶和多晶单二极管太阳能电池板模型进行性能比较分析
Pub Date : 2019-01-25 DOI: 10.17977/um049v1i1p14-19
Rizal Akbarudin Rahman, A. Aripriharta, H. Putranto
The use of renewable energy as a source of electrical energyincreases every year. Unfortunately, Indonesia does not have manypower plants that utilize renewable energy sources. The mostpotential renewable energy in Indonesia is the sunlight with the helpof solar panels that converts solar energy into electrical energy.However, the environment could affect the solar panel module andin turn, affect the performance of solar panels or the generatedelectric energy. This research calculated the performance of solarpanels with a single-diode model using the Five Parameters methodthat required solar panel module specification data, the totalradiation absorbed by the solar panel module, and the temperatureof the environment. The Five Parameters method is a methodmodeled after solar panel module performance in the form of thesingle-diode equivalent circuit. The Five Parameters method isreliable in predicting the energy produced by the solar panels whenthe input data is limited. The results for using the Five Parametersin monocrystalline solar panels were Isc = 1.827 A, Imp = 0.662 A,Voc = 18.221 V, Vmp = 15.019 V, Pmp = 9.955 W. And the results inpolycrystalline solar panels were Isc = 1.926 A, Imp = 0.686 A, Voc =17.594 V, Vmp = 14.166 V, Pmp = 9.722 W. Based on the results; itwas concluded that the most efficient and optimised types of solarpanels on natural conditions in Sendang Biru Beach was themonocrystalline solar panel because it produced electrical outputpower of 9.955 W. Therefore, there could be a manufacturer ofsolar energy power plants to reduce the cost of electricity in thecoastal area, such as in Sendang Biru Beach.
可再生能源作为电能来源的使用每年都在增加。不幸的是,印尼没有很多利用可再生能源的发电厂。印度尼西亚最有潜力的可再生能源是太阳能电池板的帮助下的阳光,太阳能电池板将太阳能转化为电能。然而,环境可能会影响太阳能电池板模块,进而影响太阳能电池板的性能或产生的电能。本研究采用五参数法计算了单二极管模型下太阳能电池板的性能,该方法需要太阳能电池板组件的规格数据、太阳能电池板组件吸收的总辐射以及环境温度。五参数法是一种以单二极管等效电路的形式模拟太阳能电池板组件性能的方法。当输入数据有限时,五参数法在预测太阳能电池板产生的能量方面是可靠的。5个参数在单晶太阳能电池板上的应用结果为Isc = 1.827 A, Imp = 0.662 A,Voc = 18.221 V, Vmp = 15.019 V, Pmp = 9.955 W。结果表明,多晶太阳能电池板的Isc = 1.926 A, Imp = 0.686 A, Voc =17.594 V, Vmp = 14.166 V, Pmp = 9.722 W。根据结果;得出的结论是,在仙唐比鲁海滩的自然条件下,最有效和最优化的太阳能电池板类型是单晶太阳能电池板,因为它产生的电力输出功率为9.955瓦。因此,可以有一个太阳能发电厂的制造商来降低沿海地区的电力成本,比如在仙堂比鲁海滩。
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引用次数: 2
Implementation of Gyrinops Versteegii Gaharu Leaves as a Dye-Sensitized Solar Cell 黄颡鱼叶染料敏化太阳能电池的研制
Pub Date : 2019-01-25 DOI: 10.17977/um049v1i1p10-13
Reza Maulana Mashari, Dwi Prihanto
Dye-Sensitized Solar Cell (DSSC) is a photoelectrochemical solarcell that uses electrolytes as the cargo transport medium. Gratzeldeveloped it as an alternative resource through the discovery of thelatest solar cell material by mimicking the photosynthesis processcalled photo-electrochemical reactions. According to the researchof Saputra, flavonoids can be used as dyes in Dye-Sensitized SolarCells, while Yanti in 2014 studied the agarwood leaf extract thatcontained flavonoids and chlorophyll. This study aimed to design,build, and test Dye-Sensitized Solar Cell by testing the lightabsorption, and the Performance of Dye-Sensitized Solar Cell usingAgarwood Chlorophyll. This research extracted the Gyrinopsversteegii that was grouped into young, medium and old leaves.With the same dose of extract, 15 grams of agarwood leaves weredissolved in 96% ethanol for 100 ml. The results showed that eventhough the maximum absorption power was the same, or 4.00, themedium leaves absorbed the light more than its wavelength range.The DSSC performance test results obtained the voltages of theyoung, medium, and old agarwood leaves that were 0.398 V, 0.399V, and 0.369 V. The currents of those leaves were 0.01 mA, 0.01mA, and 0.01 mA respectively.
染料敏化太阳能电池(Dye-Sensitized Solar Cell, DSSC)是一种利用电解质作为货物运输介质的光电化学太阳能电池。gratzel通过模仿被称为光电化学反应的光合作用过程,发现了最新的太阳能电池材料,从而将其开发为一种替代资源。Saputra的研究表明,类黄酮可以作为染料敏化SolarCells的染料,而Yanti在2014年研究了沉香叶提取物中含有类黄酮和叶绿素。本研究旨在通过测试沉香木叶绿素染料敏化太阳能电池的光吸收和性能,设计、构建和测试染料敏化太阳能电池。本研究提取了龙井草,将其分为幼叶、中叶和老叶。以相同剂量的沉香叶15 g,用96%的乙醇溶解100 ml。结果表明,即使最大吸收功率相同,也为4.00,介质叶吸收的光超过其波长范围。DSSC性能测试结果表明,沉香幼叶、中叶和老叶的电压分别为0.398 V、0.99 V和0.369 V。叶片的电流分别为0.01mA、0.01mA和0.01mA。
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引用次数: 2
Monitoring and Controlling The Hybrid System Using The Internet Of Things For Energy Transaction 基于物联网的能源交易混合系统监测与控制
Pub Date : 1900-01-01 DOI: 10.17977/um049v1i1p1-9
Sulton Ari wibowo, Dyah Lestari
The electrical energy is an energy that is needed by the people. Theelectrical energy, to date, came from several power plants, such aselectric steam power plants and diesel power plants. The communitymust pay the service provider, such as the State ElectricityCompany (PLN) with a rising cost, to obtain electrical energy.However, there were other alternative energies, for example, solarpower plants and windmill power plants. The hybrid system is acombination of two or more different energy sources to meet thedemand. The hybrid system was also expected to solve the problemthat might arise in utilizing other energies, the site condition, andthe unpredicted situation on the power plant. The solution to theseproblems was a hybrid using a monitoring device with ACS 712sensor current parameter, ZMPT101B voltage sensor, LDR solarsensor, hybrid electrical energy power, controller for four electricalsource inputs and three electrical sources for the output load. Thedevice used Arduino Mega 2560 for data processing, ESP 8266 asthe module to connect the device to the internet network and relayas the control actuator. Monitoring and controlling the device usedthe internet network and the implementation of the Internet ofThings (IoT) on the hybrid system plants (PLN, generator, solarpower plant, windmill power plant) that was integrated into thewebsite. The overall test resulted in the comparison average errorvalue between the device and the measuring instrument of thecurrent, voltage, and power. The test also resulted in the averageerror value of the response time for the four input contacts and threeoutput contacts. The average error value of the current was 2.13%,the average error value of the voltage was 0.7%, and the averageerror value from the power parameter was 0%. Meanwhile, theaverage error value of response time was 0.23 seconds. Based onthe above results, it can be concluded that the monitoring andcontrolling system from the website with the implementation of theIoT in the hybrid power system was worked following the design.
电能是人们所需要的一种能源。到目前为止,电能来自几个发电厂,如电力蒸汽发电厂和柴油发电厂。社区必须支付服务提供商,如国家电力公司(PLN),以不断上升的成本获得电能。然而,也有其他替代能源,例如太阳能发电厂和风车发电厂。混合系统是两种或两种以上不同能源的组合,以满足需求。该混合动力系统还有望解决其他能源利用可能出现的问题,现场条件,以及电厂的不可预测的情况。这些问题的解决方案是使用一个混合监测装置,该装置具有ACS 712传感器电流参数,ZMPT101B电压传感器,LDR太阳能传感器,混合电能电源,四个电源输入控制器和三个电源输出负载。该设备采用Arduino Mega 2560进行数据处理,ESP 8266作为模块将设备连接到互联网并中继控制执行器。监测和控制设备使用互联网网络和物联网(IoT)对混合系统工厂(PLN,发电机,太阳能发电厂,风车发电厂)的实施,集成到网站中。整体测试结果为该装置与测量仪器的电流、电压和功率的比较平均误差值。测试还得出了四个输入触点和三个输出触点的响应时间的平均误差值。电流平均误差值为2.13%,电压平均误差值为0.7%,功率参数平均误差值为0%。同时,响应时间的平均误差值为0.23秒。基于以上结果,可以得出结论,在混合动力系统中实施物联网的网站监控系统是按照设计工作的。
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引用次数: 0
Load Impact Analysis Towards Power Loss in Distribution Substation in Wlingi District 灵吉区配电变电所失电负荷影响分析
Pub Date : 1900-01-01 DOI: 10.17977/um049v1i1p27-33
T. Setyawan, Y. Rahmawati
This research aimed to find: (1) the distribution substations configuration in Kesamben Feeder, Wlingi District, (2) how much was the loading in those distribution substations, (3) how much load imbalance in the distribution substation’s load, and (4) how much was the power loss towards the imbalance load. This research used descriptive analysis by analyzing the loading imbalance towards the power loss of distribution substation in one feeder. The results showed that the higher percentage of loading imbalance meant higher power loss. However, although an imbalance percentage was more significant than a smaller percentage, the power loss that occurred might be more substantial due to the probable higher loading percentage so that the power loss in the substation was also influenced by the loading value, apart from the load imbalance.
本研究旨在找出:(1)Wlingi区Kesamben支线的配电变电站配置,(2)这些配电变电站的负载有多少,(3)配电变电站的负载有多少不平衡,(4)不平衡负载的功率损失有多少。本文采用描述性分析的方法,分析了单馈线配电所的负荷不平衡对功率损耗的影响。结果表明,负载不平衡百分比越高,功率损失越大。然而,尽管不平衡百分比比较小的百分比更显著,但由于负载百分比可能更高,因此所发生的功率损失可能更大,因此变电站的功率损失除了受负载不平衡的影响外,还受负载值的影响。
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引用次数: 0
Power Optimization of Electric Developments in Diesel Power Plant for the Electrical Energy Sources using Dynamic Programming Algorithm 基于动态规划算法的柴油发电厂电力开发功率优化
Pub Date : 1900-01-01 DOI: 10.17977/um049v1i1p20-26
Sigit Prasetyo Haq, M. Muladi, S. Sendari
The electricity need in the G4 Building at the State University ofMalang was more than 85 kVA. All electrical devices could beactivated; but when the energy source was inactive, all electricityrequirements were transferred to the diesel power plant (DPP).However, the electrical capacity of DPP was only 20 kVA;therefore, it was necessary to optimize the electrical power load sothat the DPP energy could be absorbed optimally using the roomscheduling and electrical devices priority systems. The DynamicProgramming Algorithm was embedded in the power optimizationsystem to help optimize the work. The power optimization prototypewas used to simulate the 1st floor of the G4 Building’s condition.The system consisted of a controller, a central controller, and auser interface. the controller comprised of a current sensor,microcontroller, and a relay. The central controller consisted ofRaspberry Pi 3 hardware that was installed as the server to answerthe HTTP request from the controller and user interface. The userinterface was displayed in a dynamic web to ease the user inmanaging the electrical devices and entering the room usageschedule. The power optimization system managed the electricalenergy from DPP by turning on the electrical devices according tothe priority value. The power optimization system tests were dividedinto six problems, of which each stage had an error value of 0%.
玛琅州立大学G4大楼的用电量超过85千伏安。所有电气设备都可以启动;但当能源不活跃时,所有的电力需求都转移到柴油发电厂(DPP)。然而,DPP的电容量只有20 kVA,因此有必要利用房间调度和电气设备优先系统对电力负荷进行优化,使DPP的能量得到最优吸收。在功率优化系统中嵌入动态规划算法,帮助优化工作。采用功率优化原型对G4大厦一层的工况进行了仿真。该系统由一个控制器、一个中央控制器和一个用户界面组成。该控制器由电流传感器、微控制器和继电器组成。中央控制器由树莓派3硬件组成,它被安装为服务器,以响应来自控制器和用户界面的HTTP请求。用户界面以动态web形式显示,方便用户管理电气设备和进入房间使用时间表。功率优化系统通过按优先级开启电气设备,对DPP输出的电能进行管理。将功率优化系统测试分为6个问题,每个阶段的误差值为0%。
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引用次数: 0
期刊
Frontier Energy System and Power Engineering
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