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PENERAPAN DATA MINING UNTUK ANALISIS POLA PEMBELIAN KONSUMEN DENGAN ALGORITMA FP-GROWTH PADA DATA TRANSAKSI PENJUALAN SPAREPART MOTOR 数据挖掘应用于计算机零件销售数据交易的FP-GROWTH算法分析消费者购买模式
Pub Date : 2023-10-09 DOI: 10.33884/comasiejournal.v9i6.7865
Eka Saputra, Rahmat Fauzi
The motorcycle repair shop is one of the factors that guarantees the comfort of using a motorcycle. Without a repair shop, riders will find it difficult to provide routine maintenance and repair their problem motorbikes. The data that has been collected is not only as archival data by the workshop but is utilized as data that is processed as information data that is used to increase sales of motor spare parts. This also has an impact on the utilization of existing sales transaction data because transaction data which is usually used as an archive causes accumulation of data whose benefits are not known, even though if the data is processed properly it can be useful as information used to make decisions in obtaining new knowledge about sales besides that it is difficult to make the right decision to determine the stock of goods based on spare part purchasing patterns, as well as the availability of repair shops in every corner of the city does not necessarily guarantee the comfort of motorbike users because there is no fast and accurate information. To get this information, it can be done using data mining techniques.
摩托车维修店是保证摩托车使用舒适性的因素之一。没有修理店,骑手们会发现很难提供日常维护和修理他们的问题摩托车。收集到的数据不仅作为车间的档案数据,而且作为数据处理为信息数据,用于提高电机备件的销售。这也对现有销售交易数据的利用产生了影响,因为交易数据通常被用作存档,会导致数据的积累,而这些数据的好处是未知的,即使数据处理得当,它也可以作为决策的有用信息,用于获取有关销售的新知识,除此之外,很难根据备件采购模式做出正确的决定,以确定商品的库存。此外,维修店在城市的每一个角落的可用性不一定保证摩托车用户的舒适,因为没有快速和准确的信息。为了获得这些信息,可以使用数据挖掘技术。
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引用次数: 0
PERANCANGAN MEJA KERJA DAN PENYANGGA KOMPONEN MOTOR PADA UKM SBS GARAGE AND PAINT SBS 车库和油漆 UKM 的工作台和摩托车部件支架设计
Pub Date : 2023-10-09 DOI: 10.33884/comasiejournal.v9i6.7862
Bobby Bernard Siahaan, Ganda Sirait
The growth of the automotive world is growing rapidly, based on data from the Central Statistics Agency (BPS), the number of motorized vehicles in 2021 will reach 120,042,298 units. The increasing number of vehicles affects the volume on the road resulting in the risk of accidents. This can cause the vehicle to become scuffed and damaged. Based on this description, this provides a business opportunity for the paint shop. SBS Garage and Paint UKM is a business engaged in motorcycle painting services. There are problems in painting, namely the positioning of motor components when painting does not use ideal tools resulting in the fall of motor components when laying and painting, during the painting process, the painter must change positions for painting on different component sides, so a table design is needed work and support for motor components so that the Painter is comfortable during the painting process so that it becomes more optimal. Identification of needs and design using the NIDA method (Need, Identification, Decision, and Action). Researchers made 2 alternative results of the design of the workbench and support. Based on the design selection analysis, the selected workbench design is alternative 1 because the height can be adjusted and the support design chosen is alternative 1 because it can move components without removing the support first. After designing the workbench and support components, painting can be done more optimally.
汽车世界的增长正在迅速增长,根据中央统计局(BPS)的数据,到2021年,机动车数量将达到120,042,298辆。车辆数量的增加影响了道路上的体积,从而导致事故的风险。这可能会导致车辆磨损和损坏。根据这一描述,这为油漆车间提供了商机。SBS车库和油漆UKM是一家从事摩托车涂装服务的企业。在涂装中存在问题,即涂装时电机部件的定位没有使用理想的工具导致在铺设和涂装时电机部件掉落,在涂装过程中,油漆工必须在不同的部件侧面更换涂装位置,因此需要对电机部件进行工作台设计工作和支撑,使油漆工在涂装过程中感到舒适,从而变得更加优化。使用NIDA方法(需求、识别、决策和行动)识别需求和设计。研究人员对工作台和支架的设计做出了2个备选结果。根据设计选择分析,选择的工作台设计为可调节高度的方案1,选择的支架设计为可移动部件而无需先拆卸支架的方案1。在设计好工作台和支撑部件后,可以更优化地完成喷漆。
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引用次数: 0
DECISION TREE PADA PENILAIAN PERFORMA LAYANAN DRIVER GOJEK DENGAN ALGORITMA C4.5 用 C4.5 算法对 Gojek 司机服务绩效进行决策树评估
Pub Date : 2023-10-09 DOI: 10.33884/comasiejournal.v9i7.7914
Frederikus Cyriaco Leu Le Uape, Erlin Elisa
Transportation is an important means to support daily activities and operations, be it private transportation or public transportation. This study will analyze the level of customer satisfaction as a public vehicle user, in this case the author utilizes data on customers who use and utilize the gojek application as a means of transportation, using a questionnaire data collection technique, the writer will determine client satisfaction levels using the variables Tangible, Reliability, Responsiveness, Assurance, Empathy. The analytical Data mining with the is a technique employed in this investigation. concept of the Algorithm C4.5 classification which can show the results of the highest Entrophy and gain values modeled as a decision tree with the aim that the results obtained can be a guide for gojek partners to service and increase customers. Considering the outcomes of the classicization It is demonstrated by the C4.5 algorithm that the accuracy achieves 75.33% where the factors that become the assessment of satisfaction are Tangible, Reliability.
交通是支持日常活动和经营的重要手段,无论是私人交通工具还是公共交通工具。本研究将分析作为公共车辆用户的客户满意度水平,在这种情况下,作者利用使用和利用gojek应用程序作为交通工具的客户数据,使用问卷数据收集技术,作者将使用变量确定客户满意度水平有形,可靠性,响应性,保证,移情。分析数据挖掘是本次调查中使用的一种技术。算法C4.5分类的概念,可以将最高熵和增益值的结果建模为决策树,目的是获得的结果可以指导gojek合作伙伴服务和增加客户。考虑分类结果,C4.5算法证明准确率达到75.33%,其中成为满意度评估的因素是有形的、可靠的。
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引用次数: 0
PENGENDALIAN PERSEDIAAN SUKU CADANG FORKLIFT PADA UMKM ABDI JASA INDUSTRI 工业服务人员UMKM的叉车零件供应控制
Pub Date : 2023-10-09 DOI: 10.33884/comasiejournal.v9i8.7837
Galih Rafiqi, Elsya Paskaria Loyda Tarigan
UMKM ABDI JASA INDUSTRI merupakan perusahaan yang bergerak di bidang alat berat industri yaitu forklift dan generator set (genset). permasalahan khusus pada UMKM ABDI JAYSA INDUSTRI diantaranya: seringnya terdapat masalah dari jumlah suku cadang, ketidakpastian permintaan persediaan, baik jumlah suku cadang yang dipesan maupun jumlah suku cadang yang disimpan, belum adanya spesifikasi suku cadang dalam penentuan jumlah pemesanan suku cadang forklift, sehingga menyebabkan tempat penyimpanan suku cadang tidak cukup. Penelitian ini bertujuan untuk mengklasifikasikan suku cadang tersebut sehingga mendapatkan jumlah pemesanan yang optimal meliputi ukuran lot per tiap kali pesan, titik reorder point yang jelas, dan adanya safety stock sebagai antisipasi jika terjadi hal yang tidak diinginkan serta perusahaan dapat memperoleh total biaya persediaan yang lebih hemat, yang menjadi permasalahan adalah Persediaan yang tidak terkendali sehingga mengakibatkan tempat penyimpanan suku cadang tidak mencukupi. Tujuan dari penelitian ini adalah untuk mengetahui jumlah persediaan dan pengendalian suku cadang dengan menggunakan metode continuous review system. Berdasarkan dari hasil analisa, pengolahan data, hasil & implementasi dan juga pembahasan, dari data yang di ambil dari penelitian dalam hal membuat pengendalian persediaan suku cadang forklift didapatkan hasil forecasting yang memiliki eror terkecil (MAD) untuk masing-masing suku cadang. MAD pada suku cadang seal plunger adalah 1.25, Battery 0.6, Ban 1.325, King Pin Kit 2.925, Filter Solar 6.25, dan kampas rem 0.925, Dan juga didapatkan hasil forescasting untuk 1 bulan kedepan (agustus) untuk tiap suku cadang adalah: cadang seal plunger 24.4, Battery 3, Ban 7, King Pin Kit 13.3, Filter Solar 24, dan kampas rem 13. Dan didapatkan Hasil penghematan persediaan sebesar Biaya Total Rp25.595.310,00 atau sebesar 6.75%.
UMKM工业服务业是一家专业从事叉车和发电机等工业重型设备的公司。其中工业阿卜迪JAYSA UMKM特殊的问题:从零件的数量问题,不确定性有多次请求补给,无论是订购的零件数量储存零件的数量,没有零件的零件规格确定预订数量叉车,直接导致备件仓库是不够的。本研究旨在分类,以至于得到零件尺寸的最佳包括预订拍品数量每次明确,reorder角点的信息,以及安全证券作为预测如果发生不必要的事情和公司可以获得更节省的总成本为补给,悬而未决的问题是失控导致备件仓库的库存不足。本研究的目的是使用持续的系统审查方法确定库存数量和部件控制。基于分析、数据处理和结果从研究中获得的关于控制叉车零件供应的数据中,可以获得获得每个零件的预选结果。活塞密封零件的疯狂是1。25,炮台0。6,轮胎1.325,金别针2.925工具包,柴油6。25,仔细检查刹车0.925过滤器,也得到forescasting结果1月(8月)为每一个零件都是:海豹备件24 . 4活塞,炮台3、轮胎7金别针Kit 13。3、柴油滤清器24和仔细检查刹车13。这导致储蓄总额为25595310.00或6.75%。
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引用次数: 0
IMPLEMENTASI APLIKASI PENGENALAN SOP PENGOLAHAN LIMBAH INDUSTRI PT X BERBASIS ANDROID 采用基于ANDROID的PT X行业废物处理程序pro
Pub Date : 2023-10-09 DOI: 10.33884/comasiejournal.v9i7.7977
Rosalinda Mentigasa Derosari, Koko Handoko
The management and proper handling of industrial waste are crucial for environmental sustainability and regulatory compliance. This project presents the development and implementation of an Android-based application designed to recognize and facilitate the adherence to Standard Operating Procedures (SOPs) in the industrial waste processing operations of PT X. The application employs advanced image recognition and processing techniques to identify and validate SOPs associated with different waste processing tasks, ensuring that employees follow the prescribed guidelines accurately. By providing real-time guidance and verification, the application aims to enhance operational efficiency, reduce errors, and promote responsible waste management practices. This paper outlines the key features, technical aspects, and benefits of the application, underscoring its potential to contribute to a more sustainable and compliant industrial waste processing environment at PT X.
管理和妥善处理工业废物对环境的可持续性和遵守法规至关重要。本项目开发并实现了一个基于android的应用程序,旨在识别和促进x公司工业废物处理操作中对标准操作程序(sop)的遵守。该应用程序采用先进的图像识别和处理技术来识别和验证与不同废物处理任务相关的标准操作程序,确保员工准确地遵循规定的指导方针。该应用程序提供实时指引和核实,旨在提高运作效率、减少错误,并推广负责任的废物管理做法。本文概述了该应用程序的主要特点、技术方面和好处,强调了其有助于PT X建立更可持续和合规的工业废物处理环境的潜力。
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引用次数: 0
IMPLEMENTASI KEAMANAN JARINGAN MENGGUNAKAN PORT KNOCKING 使用敲端口的网络安全执行
Pub Date : 2023-10-09 DOI: 10.33884/comasiejournal.v9i7.7890
Yuniaman Mendrofa, Rahmat Fauzi
Technological advancements continue to progress rapidly, allowing experts to enhance their knowledge across various industries, including health, network security, and others. PT Air Batam Hulu is a water company situated at Building A-WTP Moya Muka Kuning Jl. Letjend Supranto in Batam, responsible for managing the security of drinking water. However, the company's existing system is susceptible to data security breaches due to unauthorized hacking attempts. In addition, computer network systems face both physical and logical threats, such as Sniffer, Spoofing, Preaking, Remote Attack, Hole, Hacker, Cracker, and more. Among the current successful hacking attempts, UML sites, Malware, Trojans, Viruses, and port scanning are commonly encountered. To address security concerns, the company implements a security system called "port knocking," which involves opening or closing access to specific ports through the use of a firewall on network devices. This system works by sending certain packets or connections, including TCP, UDP, and ICMP protocols. To gain access to restricted ports, users are required to perform a "knocking" action by inputting the necessary rule beforehand. This ensures that only authorized users can access and use specific ports, enhancing data security and reducing the risk of unauthorized infiltration.
技术进步继续快速发展,使专家能够提高他们在各个行业的知识,包括卫生、网络安全等。PT Air Batam Hulu是一家水务公司,位于Moya Muka Kuning jr . a - wtp大厦。巴淡岛的Letjend Supranto,负责管理饮用水安全。然而,由于未经授权的黑客攻击,该公司现有的系统容易受到数据安全漏洞的影响。此外,计算机网络系统面临着物理和逻辑威胁,例如嗅探器、欺骗、伪造、远程攻击、漏洞、黑客、骇客等。在当前成功的黑客攻击中,经常会遇到UML站点、恶意软件、特洛伊木马、病毒和端口扫描。为了解决安全问题,该公司实施了一种称为“端口敲门”的安全系统,该系统涉及通过使用网络设备上的防火墙打开或关闭对特定端口的访问。该系统通过发送某些报文或连接来工作,包括TCP、UDP和ICMP协议。为了获得对受限端口的访问权限,用户需要通过事先输入必要的规则来执行“敲门”操作。这样可以确保只有授权用户才能访问和使用特定端口,增强数据安全性,降低未经授权的渗透风险。
{"title":"IMPLEMENTASI KEAMANAN JARINGAN MENGGUNAKAN PORT KNOCKING","authors":"Yuniaman Mendrofa, Rahmat Fauzi","doi":"10.33884/comasiejournal.v9i7.7890","DOIUrl":"https://doi.org/10.33884/comasiejournal.v9i7.7890","url":null,"abstract":"Technological advancements continue to progress rapidly, allowing experts to enhance their knowledge across various industries, including health, network security, and others. PT Air Batam Hulu is a water company situated at Building A-WTP Moya Muka Kuning Jl. Letjend Supranto in Batam, responsible for managing the security of drinking water. However, the company's existing system is susceptible to data security breaches due to unauthorized hacking attempts. In addition, computer network systems face both physical and logical threats, such as Sniffer, Spoofing, Preaking, Remote Attack, Hole, Hacker, Cracker, and more. Among the current successful hacking attempts, UML sites, Malware, Trojans, Viruses, and port scanning are commonly encountered. To address security concerns, the company implements a security system called \"port knocking,\" which involves opening or closing access to specific ports through the use of a firewall on network devices. This system works by sending certain packets or connections, including TCP, UDP, and ICMP protocols. To gain access to restricted ports, users are required to perform a \"knocking\" action by inputting the necessary rule beforehand. This ensures that only authorized users can access and use specific ports, enhancing data security and reducing the risk of unauthorized infiltration.","PeriodicalId":500489,"journal":{"name":"Computer and Science Industrial Engineering (COMASIE)","volume":"94 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135095047","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
ANALISIS PENGUKURAN POSTUR KERJA PADA AKTIVITAS MANUAL MATERIAL HANDLING DI PT JMS BATAM 测量姿势分析关于PT JMS BATAM手工材料活动的工作
Pub Date : 2023-10-09 DOI: 10.33884/comasiejournal.v9i6.7866
Fashion Dedy Sidabutar, Sri Zetli
This study aims to analyze the risk level of Musculoskeletal Disorders (MSDs) in workers who carry out Manual Material Handling (MMH) activities at PT JMS Batam. MMH is a manual transportation and material transfer activity using human labor. This study was conducted because MMH activities carried out repetitively often cause health complaints, especially in the skeletal muscles. The primary data collection method is carried out through observation, direct interviews with employees, documentation using mobile phone cameras, and the distribution of Nordic Body Map (NBM) questionnaires to identify complaints on workers' body parts. The Rapid Entire Body Assessment (REBA) method is used to assess the posture of workers during MMH activities. The results showed that Nordic Body Map analysis showed that all stevedoring workers had the potential to experience musculoskeletal disorder complaints, especially on the left shoulder, right shoulder, back, waist, and buttocks. Workers with scores above 70 are at high risk and need immediate improvement. Workers scoring 55-70 are at moderate risk and require consideration of future improvements. Analysis using the REBA method showed that material transfer has a high risk of trunk and upper arm posture, increasing the risk of injury and health problems.
本研究旨在分析巴淡岛JMS工厂从事手工物料搬运(MMH)工作的工人罹患肌肉骨骼疾病(MSDs)的风险水平。MMH是一种使用人力的手工运输和材料转移活动。之所以进行这项研究,是因为反复进行MMH活动经常会引起健康问题,特别是在骨骼肌方面。主要的数据收集方法是通过观察、直接与员工面谈、使用手机相机进行记录,以及分发北欧身体地图(NBM)问卷来确定对工人身体部位的投诉。采用快速全身评估(REBA)方法评估工人在MMH活动中的姿势。结果显示,北欧身体地图分析显示,所有装卸工人都有可能出现肌肉骨骼疾病,特别是在左肩、右肩、背部、腰部和臀部。得分在70分以上的工人有很高的风险,需要立即改善。55-70分的员工处于中等风险,需要考虑未来的改进。使用REBA方法分析表明,材料转移具有躯干和上臂姿势的高风险,增加了受伤和健康问题的风险。
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引用次数: 0
IMPLEMENTASI DATA MINING DALAM PREDIKSI KEPUASAN BELAJAR SAAT PANDEMIC COVID MENGGUNAKAN ALGORITMA C 4.5 使用 C 4.5 算法在科维德大流行病期间预测学习满意度的数据挖掘实施情况
Pub Date : 2023-10-09 DOI: 10.33884/comasiejournal.v9i8.7949
Asnija Elisabeth Siahaan, Rahmat Fauzi
In 2020, the Covid-virus pandemic has spread throughout the world, including in Indonesia, of course affecting all aspects, especially the lives of Indonesian people, including education during the online learning process and the transition from face-to-face processes, of course, various obstacles arise including the lack of students understanding the teaching and learning process, and teachers who are unable to convey material optimally, that's why this online learning system requires the implementation of Data Mining to maximize learning and help related parties. The method used in this research is analysis and data mining. Analysis is an attempt to observe something in detail. things or things by outlining its constituent components or constituents for further study. Data mining, also known as knowledge, is one of the fields whose rapid growth is due to the high demand for added value from large-scale database batteries. From the research that has been done, it indicates that the decision tree can be a reference for schools in order to increase student and female learning satisfaction in the learning process, and based on the results of system testing it can be concluded that this application was successful in increasing student satisfaction in online learning during the covid pandemic. Data mining is used by the C4.5 algorithm to interest students in online learning during the corona virus.
2020年,新冠肺炎疫情已经蔓延到世界各地,包括印度尼西亚,当然影响到各个方面,特别是印度尼西亚人民的生活,包括在线学习过程中的教育和面对面学习过程的过渡,当然,出现了各种障碍,包括学生缺乏对教学过程的理解,教师无法最佳地传达材料。这就是为什么这个在线学习系统需要实现数据挖掘,以最大限度地学习和帮助相关方。本研究使用的方法是分析和数据挖掘。分析是试图详细观察事物。事物或事物通过概述其组成成分或成分以供进一步研究。数据挖掘,也被称为知识,是快速增长的领域之一,这是由于对大规模数据库电池的附加值的高需求。从已经完成的研究来看,决策树可以作为学校在学习过程中提高学生和女性学习满意度的参考,并且根据系统测试的结果可以得出结论,该应用程序成功地提高了covid大流行期间学生在线学习的满意度。C4.5算法使用数据挖掘来引起学生在冠状病毒期间在线学习的兴趣。
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引用次数: 0
PERANCANGAN ULANG TUTUP KALENG MAKANAN YANG AMAN 重新设计食品瓶盖
Pub Date : 2023-10-09 DOI: 10.33884/comasiejournal.v9i6.7821
Fairizal Lumban Tungkup, Ganda Sirait
PT ABC is a manufacturing company engaged in canned food products. PT ABC produces several types of ready-to-eat food cans ranging from small to large sizes. Based on field studies, several problems were found in the can lid, where the can lid is often difficult to open, causing pain when opening the can lid. Another problem is the side of the can cover that is too sharp, causing cuts when hit by the side of the can cover when taking food. Therefore, it is necessary to redesign a safe food can lid to maintain user safety. The method used in this research is the NIDA method (Need, Idea, Decision, and Action). Based on the research results, there are 2 alternative forms of can lid design. The first alternative provides an increase in the distance between the puller and the lid of the can by 2mm and adds a curve to the side of the can cover in the form of a radius of 0.3mm. While the second alternative adds a distance between the puller and the lid of the can by 2mm and adds an arch on the side of the can cover in the form of an angle of 60 °. Based on the results of the analysis of the two alternatives, the first alternative was chosen as a safe form of can lid design.
PT ABC是一家从事罐头食品的制造公司。PT ABC生产从小到大的几种即食食品罐头。根据现场研究,发现了易拉罐盖存在的几个问题,易拉罐盖往往难以打开,导致打开易拉罐盖时疼痛。另一个问题是易拉罐盖的侧面太锋利,吃东西时被易拉罐盖侧面撞到会造成割伤。因此,有必要重新设计一个安全的食品瓶盖,以维护用户的安全。在本研究中使用的方法是NIDA方法(需要,想法,决策和行动)。根据研究结果,有两种可供选择的易拉罐盖设计形式。第一种选择是将拉杆和罐盖之间的距离增加2mm,并在罐盖的侧面以0.3mm的半径形式增加曲线。而第二种选择在拉杆和罐盖之间增加2mm的距离,并在罐盖侧面以60°角的形式增加拱形。根据两种方案的分析结果,选择第一种方案作为罐盖的安全设计形式。
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引用次数: 0
PERANCANGAN ALAT BANTU KERJA PADA PROSES PAINTING BOF NONFLIP DI PT XYZ XYZ 工地防滑油漆喷涂过程中的辅助工具设计
Pub Date : 2023-10-07 DOI: 10.33884/comasiejournal.v9i5.7750
Alvin Ari Siswanto, Anggia Arista
All products must have aesthetic value in order to attract customer interest, one of which is to apply color coating by carrying out the painting process. This research was conducted at the painting department at PT XYZ where the color coating process on nonflip bof products was carried out without the use of tools according to product specifications, as a result the product fell due to wind pressure from the spray gun causing the nonflip bof product to become deformed and the target was not reached. Based on this, the researcher intends to conduct research on the design of work aids for the painting process of nonflip bof products using the Design for Manufacturing and Assembly (DFMA) method. Based on the DFMA analysis, the design of this tool was assembled with a total of 10 components and a manufacturing cost of IDR 2,608,163 and a manufacturing time of 3.82 hours. From the test results after using the tools from the design results, it was found that the painting process of nonflip bof only took 3.64 minutes for one time painting process of 20 units of nonflip bof products with a total output of 1 working day producing 1,860 units.
所有的产品都必须具有审美价值,才能吸引顾客的兴趣,其中之一就是通过进行涂装工艺来进行彩色涂层。本研究是在PT XYZ的涂装部门进行的,在没有使用工具的情况下,根据产品规格进行了非翻转翻转产品的彩色涂装工艺,导致产品由于喷枪的风压而掉落,导致非翻转翻转产品变形,没有达到目标。在此基础上,本研究拟采用面向制造与装配的设计(DFMA)方法对非翻转翻转产品涂装工艺的工作辅助设计进行研究。基于DFMA分析,该工具的设计共包含10个部件,制造成本为2,608,163印尼盾,制造时间为3.82小时。从使用设计结果中的工具后的测试结果中发现,20台非翻盖产品的涂装过程一次只需要3.64分钟,总产量为1个工作日,生产1860台。
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引用次数: 0
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Computer and Science Industrial Engineering (COMASIE)
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