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Educational Data Mining for Mapping Student Ability Based on School Location Using Apriori Method Case Study : SMK YPM Sidoarjo 使用 Apriori 方法根据学校位置绘制学生能力图的教育数据挖掘 案例研究:SMK YPM Sidoarjo
Pub Date : 2023-12-31 DOI: 10.54732/jeecs.v8i2.6
M. Hidayat, Rifki Fahrial Zainal, Andi Alfian Efendi
With the advancement of information technology today, the need for accurate information is needed in everyday life, so that information will become an important element in the development of society today and in the future. However, the high need for information is sometimes not matched by the presentation of adequate information, often the information still has to be re-excavated from very large amounts of data. Traditional methods of analyzing existing data, cannot handle large amounts of data. Basically Senior High School is programmed for those who continue to a higher level, while the provision of skills can be said to be non-existent. Vocational High Schools can produce quality graduates in terms of work skills, therefore currently many companies require graduates from Vocational Schools. The purpose of this study is to create an application to obtain useful information about mapping the value of subjects, especially English at YPM Vocational School in Sidoarjo with data mining techniques and Apriori method. From the results of system testing, it shows that there is still a lack of National Examination Scores for English in most YPM Vocational Schools in Sidoarjo.
随着当今信息技术的发展,人们在日常生活中需要准确的信息,因此信息将成为当今和未来社会发展的重要因素。然而,对信息的高需求有时并不能与充分的信息展示相匹配,往往还需要从大量数据中重新挖掘信息。传统的现有数据分析方法无法处理大量数据。高中基本上是为那些继续升学的人设置的,而技能的提供可以说是不存在的。职业高中可以培养出高质量的工作技能型毕业生,因此目前许多公司都需要职业高中的毕业生。本研究的目的是创建一个应用程序,利用数据挖掘技术和 Apriori 方法获取有用的信息,以绘制各学科的价值图,特别是锡都阿若 YPM 职业学校的英语学科。系统测试的结果表明,在锡都阿若的大多数 YPM 职业学校中,仍然缺乏英语的国家考试分数。
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引用次数: 0
Implementation of Multi-Attribute Utility Theory Method for Selecting Social Assistance Recipients 采用多属性效用理论方法选择社会援助对象
Pub Date : 2023-12-31 DOI: 10.54732/jeecs.v8i2.3
Wahyu Widodo, irsyad Panca Gunawan
Amil Zakat Infaq and Shadaqah Muhammadiyah Institution (LazisMu) Ayah is one of the national amil zakat institutions located in Ayah District, Kebumen Regency. Every month, LazisMu Ayah Service Office provides assistance to people in need in the form of house renovation programs, scholarships for high school or college level education, and business capital. The problem that is often encountered in determining potential aid recipients is that the large number of requests for aid is disproportionate to the number of officers processing the screening data. Apart from that, the selection process for aid recipients still uses manual methods, so it often causes problems such as the selection process for selecting aid candidates taking up to a week and miscalculations occurring, resulting in inaccurate results in the selection of potential aid recipients. Therefore, the method used as a solution model in providing decisions on the system for selecting potential aid recipients at LazisMu Ayah is a decision support system using the multi-attribute utility theory (MAUT) method. This method was chosen because it is able to select the best alternative from a number of alternatives, in this case, the intended alternative is people who are entitled to receive assistance based on 10 criteria. The results of the black box testing show that the system created is in accordance with the design and can be used as a tool. making decisions on determining aid recipients, so that LazisMu Ayah services can be improved because the selection process becomes faster, more accurate, and on target.
阿亚(Ayah)的伊斯兰天课和穆罕默迪亚(Shadaqah Muhammadiyah)机构(LazisMu)是国家伊斯兰天课机构之一,位于凯布门(Kebumen)县的阿亚(Ayah)区。每个月,LazisMu Ayah 服务办公室都会以房屋翻新计划、高中或大学教育奖学金以及商业资金的形式向有需要的人提供援助。在确定潜在援助对象时经常遇到的问题是,大量的援助申请与处理筛选数据的官员人数不成比例。除此以外,受助人的筛选过程仍然采用人工方式,因此经常出现筛选受助人的过程长达一周、出现计算错误等问题,导致潜在受助人的筛选结果不准确。因此,在为 LazisMu Ayah 挑选潜在受援者的系统提供决策时,所使用的解决模型方法是使用多属性效用理论(MAUT)方法的决策支持系统。之所以选择这种方法,是因为它能够从众多备选方案中选择最佳方案,在本例中,预期备选方案是根据 10 项标准有权获得援助的人。黑盒测试的结果表明,所创建的系统与设计相符,可用作确定受援者的决策工具,从而改善 LazisMu Ayah 的服务,因为选择过程变得更快、更准确、更有针对性。
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引用次数: 0
Study of The Potential and Feasibility of Utilizing Biogas Energy as Power Plant at PT. BTSB Jember 研究 PT.BTSB Jember 发电厂利用沼气能源的潜力和可行性BTSB Jember
Pub Date : 2023-12-31 DOI: 10.54732/jeecs.v8i2.4
Ahmad Aulia Reja, Sofia Ariyani, Aji Brahma, Nugroho, Mokh. Hairul Bahri, Sutikno
The limitation and scarcity of energy sources derived from fossil fuels necessitate the solution of utilizing renewable and replenishable alternative energy sources such as biogas. PT. BTSB (Biro Teknik Sinar Baru) is one of the companies in Jember Regency that has started utilizing biogas energy. However, the utilization of biogas is limited to cooking purposes only. Despite being used only for cooking, biogas can also be utilized as a source of electrical energy.Therefore, in this study, an analysis is conducted to determine the potential of biogas at PT. BTSB that can be utilized as a source of electrical energy. The first step taken in this research was to collect data from PT BTSB Jember regarding biogas which includes: number of cow, target of biogas volume, temperature in digester tank, pressure in digester tank, and methane (CH4) content in biogas. Based on this data, further calculations will be performed for mol of biogas, volume of biogas, electrical energy and power, conversion and production of energy and electrical power, and cost of energy production. Based on the research results, it is known that PT BTSB yields an average of 5.15 m³ of biogas per day and a potential of 57.53 kWh of electrical energy per day. With a cost of around Rp. 23,274,117 per day for each kWh, electricity from PT. BTSB’s biogas proves to be cost-effective. Thus, the biogas energy at PT. BTSB has the potential to be used as a biogas power plant.
由于化石燃料能源的局限性和稀缺性,有必要利用可再生和可补充的替代能源,如沼气。PT.BTSB (Biro Teknik Sinar Baru)是詹巴县开始使用沼气能源的公司之一。然而,沼气的使用仅限于烹饪。因此,本研究对 PT.BTSB 公司的沼气潜力进行了分析。因此,本研究将分析确定 PT.BTSB 公司沼气作为电能来源的潜力。本研究的第一步是从 PT BTSB Jember 收集有关沼气的数据,包括奶牛数量、沼气量目标、沼气池温度、沼气池压力和沼气中甲烷(CH4)含量。根据这些数据,将进一步计算沼气摩尔、沼气量、电能和电力、能源和电力的转换和生产以及能源生产成本。根据研究结果可知,PT BTSB 每天平均产生 5.15 立方米的沼气,每天可能产生 57.53 千瓦时的电能。每天每千瓦时的发电成本约为 23,274,117 印尼盾。BTSB 公司的沼气发电被证明是符合成本效益的。因此,PT.BTSB 公司的沼气能源具有用作沼气发电厂的潜力。
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引用次数: 0
Model View Controller Method For Animal Care (Petcare) Information System At Niz Petcare Lawang Niz Petcare Lawang 的动物护理(宠物护理)信息系统的模型视图控制器方法
Pub Date : 2023-12-31 DOI: 10.54732/jeecs.v8i2.2
Iqbal Ramadhani Mukhlis, Deny Hermansyah, Tika Ayu Hariyanti
Pet Care is a company that offers animal care services that are equipped with a variety of pet shop products such as food, vitamins and care. In addition to Daily Pet Care selling pet supplies and also offering animal medical and treatment services. on one computer. Pet sitting services are one of the best solutions for the majority of Indonesian people who have pets but have to travel far and cannot bring their pets with them. The owners of Niz Petcare see this as a great business opportunity. However, currently they still use manual recording in their business processes, sometimes resulting in loss of material and customer confidence. The purpose of this research is to solve this problem by designing a flow and design of a petcare application prototype that is integrated and more organized using information technology that is developing rapidly and makes it easier for customers to access online. Given these needs, the authors apply the prototyping method to accommodate these needs. The implementation of making software uses the model view controller (MVC) method which adopts the CodeIgniter framework. In this study, an evaluation was carried out using UAT and Usability Testing with ISO/IEC 9126. The evaluation results show that the application of the MVC method can produce good software products that work according to their functionality. Based on the ISO/IEC 9126 percentage, the criteria with the greatest value for understanding on P05, P07, and P09 is 89%, usability on P05 is 89%, and learning on P07 is 89% and 88% power handling at P10. From the results of the summary of the evaluation,  it can be concluded that there are if the users of the system are owners, customers, administrators, fully aware of the ease of understanding, learning, use and attractiveness of the NIZ pet care information system created
宠物护理公司是一家提供动物护理服务的公司,配备各种宠物店产品,如食品、维生素和护理产品。除了每日宠物护理公司销售宠物用品外,还提供动物医疗和治疗服务。对于大多数养宠物但必须出远门而无法携带宠物的印尼人来说,宠物看护服务是最好的解决方案之一。Niz Petcare 的所有者认为这是一个巨大的商机。然而,目前他们在业务流程中仍然使用手工记录,有时会造成材料和客户信心的损失。本研究的目的就是要解决这个问题,利用飞速发展的信息技术设计一个宠物护理应用原型的流程和设计,使其更加集成和有序,并使客户更容易在线访问。鉴于这些需求,作者应用原型设计方法来满足这些需求。制作软件的实现采用了模型视图控制器(MVC)方法,该方法采用了 CodeIgniter 框架。在这项研究中,使用 ISO/IEC 9126 的 UAT 和可用性测试进行了评估。评估结果表明,MVC 方法的应用可以产生符合其功能的良好软件产品。根据 ISO/IEC 9126 的百分比,P05、P07 和 P09 的理解性标准值最大,为 89%;P05 的可用性标准值最大,为 89%;P07 的学习性标准值最大,为 89%;P10 的电源处理标准值最大,为 88%。从评估总结的结果可以得出结论,如果系统的用户是业主、客户、管理员,则充分认识到所创建的 NIZ 宠物护理信息系统的易懂性、易学性、易用性和吸引力。
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引用次数: 0
Implementation of ADABOOST Algorithm on C50 for Improving the Performance of Liver Disease Classification 在 C50 上使用 ADABOOST 算法提高肝病分类性能
Pub Date : 2023-12-31 DOI: 10.54732/jeecs.v8i2.1
Jl. Rungkut, Madya No, Gn. Anyar, Kec. Gn, Anyar
The liver is a vital organ that is important for humans because it plays a role in regulating hormone cycles, neutralizing toxins, and controlling the composition of blood. Liver disease is a common ailment worldwide. Often, this disease occurs without specific symptoms (asymptomatic). Therefore, liver disease is known as a "silent killer," and it is necessary to quickly and accurately diagnose and treat liver diseases. Data mining technology can be useful for rapidly detecting liver diseases from laboratory diagnosis results. One classification algorithm that can be used is the C50 algorithm. This algorithm is an improvement over the previous C45 algorithm, with several advantages such as efficient memory usage and more concise tree results. However, the C50 algorithm may experience overfitting on complex medical data, requiring the boosting process using AdaBoost. The AdaBoost algorithm can make the C50 algorithm more susceptible to overfitting. Another advantage of the AdaBoost algorithm is its ability to handle imbalanced datasets in terms of target labels. This research used 583 data from UCI machine learning with two target labels: liver and normal. The research results show that the C50 algorithm is capable of identification with an accuracy rate of 74.58%. Furthermore, the C50 algorithm's accuracy can be maximized by AdaBoost to reach 86.44%
肝脏是人类的重要器官,因为它在调节激素周期、中和毒素以及控制血液成分方面发挥着重要作用。肝脏疾病是全球常见的疾病。这种疾病通常没有特殊症状(无症状)。因此,肝病被称为 "无声杀手",有必要快速准确地诊断和治疗肝病。数据挖掘技术可用于从实验室诊断结果中快速检测肝病。C50算法就是一种可利用的分类算法。该算法是对之前的 C45 算法的改进,具有内存使用效率高、树结果更简洁等优点。不过,C50 算法在处理复杂的医疗数据时可能会出现过拟合的情况,这就需要使用 AdaBoost 算法进行提升处理。AdaBoost 算法会使 C50 算法更容易出现过拟合。AdaBoost 算法的另一个优点是能够处理目标标签不平衡的数据集。本研究使用了来自 UCI 机器学习的 583 个数据,其中有两个目标标签:肝脏和正常。研究结果表明,C50 算法的识别准确率为 74.58%。此外,C50 算法的准确率可以通过 AdaBoost 算法达到最大化,从而达到 86.44% 的准确率。
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引用次数: 0
Loading System Analysis of Diesel Generator in PT. Intracawood Manufacturing, Tarakan City, North Kalimantan 北加拉干省塔拉坎市 Intracawood Manufacturing 公司柴油发电机装载系统分析北加里曼丹塔拉坎市 Intracawood Manufacturing 公司的柴油发电机系统分析
Pub Date : 2023-12-31 DOI: 10.54732/jeecs.v8i2.5
Zakaria, Ismit Mado
Penelitian ini menganalisis sistem pembebanan 6 unit Pembangkit Listrik Tenaga Diesel (PLTD) di PT. Intracawood Manufacturing, Kota Tarakan, Kalimantan Utara. PLTD digunakan untuk menggerakkan peralatan produksi yang digunakan dalam produksi bahan baku dan beban utama. PLTD ini digunakan sebagai pembangkit listrik cadangan saat sumber utama PT. PLN (Persero) Tarakan mengalami gangguan operasional atau padam. Klasifikasi 6 unit PLTD tersebut memiliki daya yang berbeda yaitu: 3 unit (G2, G6, dan G7) dengan kapasitas masing-masing 1000 KVA, 2 unit (G9 dan G11) dengan kapasitas masing-masing 1360 KVA, dan 1 unit ( G12) dengan kapasitas masing-masing 1400 KVA. Besarnya total daya yang dihasilkan oleh genset dipengaruhi oleh jumlah produksi bahan baku yang dihasilkan oleh perusahaan. Metode deskripsi analitik berdasarkan data pengukuran kualitatif pada sisi generator digunakan sebagai analisis pembebanan. Sementara itu, sistem pembangkit paralel diusulkan untuk menggunakan mekanisme tipe sinkron sebagai penyempurnaan dari metode manual. Setelah dilakukan analisa distribusi beban pada masing-masing genset, maka beban listrik yang harus ditanggung oleh masing-masing genset adalah sebesar 4,76 MW dari kapasitas mampu genset sebesar 7,14 MW atau setara dengan 67 persen daya mampu genset
本研究分析了北加里曼丹省塔拉坎市 PT Intracawood Manufacturing 公司 6 台柴油发动机(PLTD)的装载系统。PLTD 用于驱动生产原料和主要负载的生产设备。当 PT PLN (Persero) Tarakan 的主电源出现运行中断或停电时,该 PLTD 将作为备用电厂使用。6 个 PLTD 机组的功率各不相同,分别为3 台机组(G2、G6 和 G7)的功率分别为 1000 千伏安,2 台机组(G9 和 G11)的功率分别为 1360 千伏安,1 台机组(G12)的功率分别为 1400 千伏安。发电机组的总发电量受公司原材料生产量的影响。负载分析采用基于发电机侧定性测量数据的分析描述法。同时,作为手动方法的改进,提出了采用同步式机构的并联发电系统。在分析了每台发电机的负荷分布后,每台发电机必须承担的电力负荷为 4.76 兆瓦,而发电机的发电能力为 7.14 兆瓦,相当于发电机发电能力的 67%。
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引用次数: 0
Application of Certainty Factor Method to Web-based Expert System for Chicken Disease Diagnosis 确定性因子法在基于web的鸡疾病诊断专家系统中的应用
Pub Date : 2023-06-30 DOI: 10.54732/jeecs.v8i1.5
Adam Ridwan, M. Hidayat, Rifki Fahrial Zainal, Rahmawati Febrifyaning Tias, Rangsang Purnama, Akhmad Najmul Irfani, Noer Firda Yuana Ridhawaty
This research aims to design an expert system to diagnose diseases in chickens. This system is designed to assist farmers in identifying diseases in chickens accurately and quickly. This expert system was built using the Certainty Factor method. Chicken disease data is collected from trusted sources, and rules are made to support the diagnostic process. This application is used to assist users in identifying chicken diseases based on the symptoms they input. This expert system is tested to see its ability to provide accurate and useful diagnosis for users. Therefore, this expert system of chicken disease diagnosis can be a useful solution in the field of animal husbandry.
本研究旨在设计一个诊断鸡疾病的专家系统。该系统旨在帮助农民准确、快速地识别鸡的疾病。该专家系统采用确定性因子法建立。从可信来源收集鸡疾病数据,并制定规则以支持诊断过程。此应用程序用于根据用户输入的症状帮助用户识别鸡的疾病。该专家系统经过测试,以了解其为用户提供准确和有用的诊断的能力。因此,该鸡病诊断专家系统可为畜牧业领域提供有益的解决方案。
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引用次数: 0
Development of Employee Online Attendance System using Webcams and Web-Based Location (Case Study of CV. OTW Computer Gusaha) 基于网络摄像头和网络定位的员工在线考勤系统的开发(以简历为例)OTW Computer Gusaha)
Pub Date : 2023-06-30 DOI: 10.54732/jeecs.v8i1.7
Bagus Ramdana Kurnia Aji, M. Hidayat, Alifia Julianti, Ahmad Arif Muzzani
Attendance is an activity of data collection to determine the number of people present at an activity in an institution or company. In the previous era, attendance at CV. OTW Computer Gusaha was still done manually through paper, which was very ineffective and inefficient, resulting in attendance data not being well stored. To solve this problem, a reliable and efficient online attendance application is needed for users. The purpose of this application is to improve the efficiency of the attendance process, facilitate monitoring and evaluation, and minimize the risk of fraud in the attendance process. The method used is the geolocation method. The results of this research show that an online attendance system using a webcam and a web-based location can improve the efficiency of CV. OTW Computer Gusaha and increase the discipline and responsibility of employees.
考勤是一种数据收集活动,用于确定机构或公司中出席活动的人数。在以前的时代,出席简历。OTW Computer Gusaha仍然是通过纸张手工完成的,效率低下,导致考勤数据没有很好地存储。为了解决这个问题,用户需要一个可靠、高效的在线考勤应用程序。本应用程序的目的是提高考勤流程的效率,便于监控和评估,并最大限度地降低考勤过程中的欺诈风险。使用的方法是地理定位方法。研究结果表明,使用网络摄像头和网络位置的在线考勤系统可以提高简历的效率。OTW Computer Gusaha和增加员工的纪律性和责任感。
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引用次数: 0
Electrical Energy Audit in Pakuwon City Mall 2 Building for Efficiency 朴原市购物中心2号楼的能效审计
Pub Date : 2023-06-30 DOI: 10.54732/jeecs.v8i1.9
Ade Kristanto, Saidah
This study conducted an electrical energy audit activity at the Pakuwon City Mall 2 (PCM2) Surabaya Building to determine the utilization of electrical energy in the electrical system which includes the type of energy, amount of energy used, energy equipment, energy intensity, load profile, the performance of energy equipment, Energy Saving Opportunities (ESOs) and value of Energy Consumption Intensity (ECI) in an air-conditioned room. From the calculation results is obtained that the value of ECI in the PCM2 Surabaya Building for an AC room is 8.231 kWh/m2/month and 98.772 kWh/m2/year and is included in the efficient criteria. Based on the research that has been done, it is known that most of the rooms in the PCM2 Surabaya Building have ideal room temperatures. The results of measuring the strong level of lighting in PCM2 Surabaya's rooms, most of the values met the standards set by SNI 03-6197-2000 and the results of measuring the quality of electric power in PCM2 Surabaya met the standards set by PLN.
本研究在Pakuwon City Mall 2 (PCM2)泗水大厦进行了一项电能审计活动,以确定电力系统中的电能利用情况,包括能源类型、能源使用量、能源设备、能源强度、负荷概况、能源设备性能、节能机会(ESOs)和空调房间的能源消耗强度(ECI)值。计算结果表明,泗水大厦PCM2空调房间的ECI值为8.231 kWh/m2/月和98.772 kWh/m2/年,已列入能效标准。根据已经完成的研究,我们知道,PCM2泗水大厦的大多数房间都有理想的室温。对泗水PCM2各房间照明强度的测量结果,大部分达到SNI 03-6197-2000的标准,对泗水PCM2电力质量的测量结果达到PLN的标准。
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引用次数: 0
IMPLEMENTATION OF VIRTUAL REALITY IN SIMPLE MATH QUIZZES AS A CHILDREN'S LEARNING PLATFORM 实现虚拟现实在简单数学小测验中作为儿童的学习平台
Pub Date : 2023-06-30 DOI: 10.54732/jeecs.v8i1.10
Danief Ridloka, Vivy Cahyani, Hatta Zuama, M. Hidayat
Virtual Reality (VR) has been used extensively in various fields, including education. This study aims to implement VR in simple math quizzes as a medium for children's learning. The purpose of this study is to increase children's interest and motivation in learning mathematics and improve their problem-solving skills. This research uses software development methods, which consist of several stages, namely needs analysis, design, development, evaluation, and revision. The result of this study is software that allows children to interact with mathematical material in an engaging VR environment. This research shows that the use of VR in mathematics learning can increase children's interest and motivation in learning and improve their problem-solving skills. It is hoped that the results of this research can make a positive contribution in the development of mathematics learning that is more interactive and fun for children.
虚拟现实(VR)已广泛应用于包括教育在内的各个领域。本研究旨在将虚拟现实应用于简单的数学测验中,作为儿童学习的媒介。本研究的目的是提高儿童学习数学的兴趣和动机,并提高他们解决问题的能力。本研究采用软件开发方法,软件开发过程包括需求分析、设计、开发、评估和修订几个阶段。这项研究的结果是让孩子们在一个引人入胜的虚拟现实环境中与数学材料互动的软件。本研究表明,在数学学习中使用VR可以增加儿童的学习兴趣和动机,提高他们的解决问题的能力。希望本研究的结果能够对儿童数学学习的发展做出积极的贡献,使其更具互动性和趣味性。
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引用次数: 0
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JEECS (Journal of Electrical Engineering and Computer Sciences)
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