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Improving Information Security with Machine Learning 利用机器学习提高信息安全
Pub Date : 2024-01-08 DOI: 10.47709/cnahpc.v6i1.3317
A. Sanmorino, R. Gustriansyah, Shinta Puspasari, Juhaini Alie
The study Improving Information Security with Machine Learning explores the fusion of machine learning methodologies within information security, aiming to fortify conventional protocols against evolving cyber threats. By conducting a comprehensive literature review and empirical analysis, this scholarly endeavor highlights the efficacy of machine learning in anomaly detection, threat identification, and predictive analytics within security frameworks. Through practical demonstrations, such as z-score-based anomaly detection in network traffic data and NLP-based email security systems, the study illustrates the practical applications of machine learning techniques. Additionally, it delves into the mathematical underpinnings of predictive analytics and the architecture of neural networks for malware detection. However, while showcasing the transformative potential of machine learning, the study also confronts significant challenges. Ethical, legal, and privacy considerations emerge prominently, emphasizing the need for regulations addressing algorithmic biases, ethical dilemmas, and data protection. Moreover, the study emphasizes the practical challenges of scalability, interpretability, continual adaptation to evolving threats, and the harmonious interaction between human expertise and machine intelligence. By offering practical recommendations and future research directions, this scholarly exploration aims to empower researchers, practitioners, and policymakers in navigating the complex intersection of machine learning and information security, thereby fostering innovation and comprehension in this evolving domain.
利用机器学习改进信息安全》一书探讨了机器学习方法与信息安全的融合,旨在强化传统协议,应对不断发展的网络威胁。通过进行全面的文献综述和实证分析,这项学术研究突出了机器学习在异常检测、威胁识别和安全框架内预测分析方面的功效。本研究通过实际演示,如基于 z 分数的网络流量数据异常检测和基于 NLP 的电子邮件安全系统,说明了机器学习技术的实际应用。此外,研究还深入探讨了预测分析的数学基础和用于恶意软件检测的神经网络架构。不过,在展示机器学习变革潜力的同时,本研究也面临着重大挑战。道德、法律和隐私方面的考虑因素凸显出来,强调需要制定相关法规来解决算法偏差、道德困境和数据保护等问题。此外,该研究还强调了可扩展性、可解释性、持续适应不断变化的威胁以及人类专长与机器智能之间和谐互动等实际挑战。通过提供实用建议和未来研究方向,这一学术探索旨在增强研究人员、从业人员和政策制定者的能力,帮助他们驾驭机器学习与信息安全的复杂交集,从而促进这一不断发展的领域的创新和理解。
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引用次数: 0
Use of RESNET-50 Neural Network in Diagnosing Diseases Mango Leaves 使用 RESNET-50 神经网络诊断芒果叶疾病
Pub Date : 2024-01-08 DOI: 10.47709/cnahpc.v6i1.3308
Djarot Hindarto
Using a state-of-the-art convolutional neural network, specifically RESNET-50, for disease diagnosis on mango leaves is the focus of this research. The end goal is to develop a trustworthy method of mango plant disease detection using leaf image analysis. The approach used comprised gathering a sizable dataset encompassing a range of mango leaf diseases. Afterward, a classification system was developed by training the RESNET-50 model on image data. The system is able to learn extraordinarily intricate and profound visual patterns in pictures of mango leaves thanks to RESNET-50's deep and complicated architecture, which improves feature extraction. With a Test Accuracy of 99.16% and a Test Loss of only 0.4332, the results demonstrate a very reliable system. This impressive level of precision verifies that the system is capable of correctly distinguishing and categorizing mango leaf diseases. Consequently, this case demonstrates promising agricultural applications of the RESNET-50 model and offers a dependable and effective means of disease detection in mango plants. This study adds to the growing body of knowledge that can aid agricultural professionals and farmers in the early detection of disease symptoms on mango leaves, allowing for the prompt implementation of preventative measures. These findings also have broader implications, such as the potential for better agricultural productivity and management brought about by the use of comparable technologies for disease analysis in different crops.
本研究的重点是利用最先进的卷积神经网络(特别是 RESNET-50)对芒果叶片进行病害诊断。最终目标是利用叶片图像分析,开发出一种值得信赖的芒果植物病害检测方法。所采用的方法包括收集大量数据集,其中包含一系列芒果叶病。然后,通过在图像数据上训练 RESNET-50 模型,开发了一个分类系统。得益于 RESNET-50 的深度复杂架构,该系统能够从芒果叶图片中学习到异常复杂和深刻的视觉模式,从而改进了特征提取。测试准确率为 99.16%,测试损失仅为 0.4332,结果表明这是一个非常可靠的系统。这一令人印象深刻的精确度水平验证了该系统能够正确区分和归类芒果叶病。因此,本案例证明了 RESNET-50 模型在农业上的应用前景广阔,并为芒果植物的病害检测提供了可靠而有效的手段。这项研究为不断增长的知识库增添了新的内容,有助于农业专业人员和农民及早发现芒果叶片上的病害症状,从而及时采取预防措施。这些发现还具有更广泛的意义,例如,在不同作物中使用可比技术进行病害分析,有可能提高农业生产率和管理水平。
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引用次数: 0
Using Genetic Algorithm to Solve Puzzle Games: A Review 使用遗传算法解决益智游戏:综述
Pub Date : 2024-01-05 DOI: 10.47709/cnahpc.v6i1.3348
Iksan Bukhori, Jason Felix, Saddam Ali
Puzzles have been recognized for their development as a popular form of entertainment due to their ability to intricately challenge the mind while engendering creativity in the player. The development of puzzle games has given rise to a new generation of puzzle games characterized by diverse sequences and different image variations. With the rapid development of puzzle games, we looked at solving approaches using Genetic Algorithms (GA). In this paper, we try to analyze several puzzle games such as Sliding Blocks, Sudoku, Tic-Tac-Toe, and Jigsaw that can be solved using GA. We found that 120 papers have examined the use of GA for puzzle games, and eliminated into 14 papers. We evaluated these 14 papers for each puzzle game we selected by comparing the chromosome representation, GA operator, GA parameters, and the results. Based on the discussion, the application of GA to solve puzzle games can be effectively executed with a high degree of accuracy. Puzzle games that use measurement methods such as Sliding Block, Sudoku, and Jigsaw run in a similar pattern. What is common to all of them is that the chromosomes are represented as matrices or arrays in all cases, and standard genetic operators such as selection, crossover, and mutation are used. The population size is large, often 1000 chromosomes, and parameters such as mutation rate are kept low, around 5%. On the other hand, the performance of GA for solving Tetris and Tic-Tac-Toe from each publication cannot be compared due to different measurement methods and metrics.
拼图游戏因其能够在激发玩家创造力的同时对其思维提出复杂的挑战而被公认为一种流行的娱乐形式。解谜游戏的发展催生了新一代的解谜游戏,其特点是序列多样、图像多变。随着解谜游戏的迅速发展,我们开始研究使用遗传算法(GA)的解谜方法。在本文中,我们试图分析几种可以使用遗传算法解谜的益智游戏,如滑动积木、数独、嘀嗒嘀和拼图。我们发现有 120 篇论文研究了如何在益智游戏中使用 GA,并从中筛选出 14 篇。我们通过比较染色体表示法、遗传算法算子、遗传算法参数和结果,对这 14 篇论文所选的每一种谜题游戏进行了评估。根据讨论结果,应用遗传算法解谜游戏可以有效地执行,并且具有很高的准确性。使用测量方法的益智游戏,如滑动方块、数独和拼图,都有类似的运行模式。所有这些游戏的共同点是,染色体在所有情况下都表示为矩阵或数组,并使用标准遗传算子,如选择、交叉和突变。群体规模较大,通常为 1000 条染色体,突变率等参数保持在较低水平,约为 5%。另一方面,由于测量方法和指标不同,无法比较每篇论文中 GA 解决俄罗斯方块和井字游戏的性能。
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引用次数: 0
UI/UX Design of The ENC Application as Electronic Nursing Care in Clinical Practice Education for Nursing Students in Hospitals. 作为医院护理专业学生临床实践教育中的电子护理应用程序,ENC 应用程序的用户界面/用户体验设计。
Pub Date : 2024-01-04 DOI: 10.47709/cnahpc.v6i1.3207
Minanton Minanton, H. Agustina, Nurfitria Khoirunnisa
The implementation of hospital information systems in the digitalization-based era, including medical records, currently shows that there is a need for nursing education to focus on information education, including developing electronic-based practical student nursing care applications. This research aimed to design the user interface and user experience of electronic nursing documentation, named "The ENC". The ENC (electronic nursing care) with a design thinking approach. Designing the user interface (UI) and user experience (UX) used a design thinking approach consisting of empathize, define, ideate, prototype and test. Data collection was carried out at the empathize stage using content questionnaires and interviews. UI/UX design using the Figma application. Application testing with nursing student users based on predetermined scenarios. The ENC (electronic nursing care) application design uses the design thinking method to produce an application prototype that adapts to the needs of nursing students. To validate the efficacy of The ENC application, testing was conducted with nursing student users through predetermined scenarios. The design thinking approach facilitated the creation of an application prototype attuned to the specific requirements of nursing students. Following this, a comprehensive survey involving 30 nursing students was conducted to assess usability, quality, and satisfaction with the application's UI/UX, thereby capturing both positive and negative feedback. The ENC application adapts to the needs of nursing students to ease the transition from paper-based to electronic-based documentation, increase acceptance of the application, and increase its use in the clinical environment.
目前,在以数字化为基础的时代,包括病历在内的医院信息系统的实施表明,护理教育有必要重视信息教育,包括开发基于电子化的学生护理实践应用软件。本研究旨在设计名为 "ENC "的电子护理文件的用户界面和用户体验。采用设计思维方法设计 ENC(电子护理)。用户界面(UI)和用户体验(UX)的设计采用了设计思维方法,包括移情、定义、构思、原型和测试。在移情阶段,使用内容问卷和访谈进行数据收集。使用 Figma 应用程序进行用户界面/用户体验设计。根据预先设定的情景,对护理专业学生用户进行应用测试。ENC(电子护理)应用设计采用了设计思维方法,制作了一个适应护理专业学生需求的应用原型。为了验证 ENC 应用程序的有效性,我们通过预先设定的场景对护理专业学生用户进行了测试。设计思维方法促进了符合护理专业学生具体要求的应用原型的创建。随后,对 30 名护理专业学生进行了一次全面调查,以评估应用程序的可用性、质量以及用户界面/用户体验的满意度,从而获得正面和负面反馈。ENC 应用程序适应了护理专业学生的需求,缓解了从纸质文档到电子文档的过渡,提高了应用程序的接受度,并增加了其在临床环境中的使用。
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引用次数: 0
E-Commerce Application with Web Engineering Method Website Based 基于网站工程方法的电子商务应用
Pub Date : 2024-01-01 DOI: 10.47709/cnahpc.v6i1.3353
Nurhabibah Febrianty Hasibuan, Raissa Amanda Putri, Aninda Muliani Harahap
CV Jon Indo merupakan perusahaan yang bergerak di bidang material pabrik sebagai supplier, kontraktor, dan stockist yang memperdagangkan material pabrik lainnya. Untuk bersaing secara global, salah satu alat atau tools yang dapat menjangkau pasar yang diharapkan dalam hal ini adalah peningkatan penjualan produk. CV. Jon Indo belum memiliki sistem pemesanan yang mampu menjangkau banyak konsumen yaitu masih menjual barangnya melalui WhatsApp dan merekapitulasi data penjualan secara manual sehingga terdapat permasalahan seperti kesalahan penjadwalan pengiriman barang, serta kesalahan input produk. pesanan sehingga menyebabkan penjualan menurun. Penelitian ini bertujuan untuk merancang sebuah aplikasi yang ditampilkan pada CV Jon Indo untuk meningkatkan volume penjualan dan memperluas pemasaran produk CV Jon Indo. Sistem yang dibangun mempunyai fitur promosi dan penambahan CTA (call to action) pada website, kemudian pada sistem pengiriman barang peneliti membuat fitur tracking dan fitur permintaan barang sesuai keinginan pelanggan. Aplikasi berbasis web ini dirancang dengan menggunakan metode Research and Development (RnD) dan Metode Web Engginering sebagai perancangan aplikasi E-Commarece. Bahasa pemrograman yang digunakan untuk implementasi E-comarece menggunakan bahasa pemrograman PHP dan database MySql. Aplikasi yang dibuat dapat digunakan untuk memudahkan penjualan, pembelian dan penyebaran informasi produk terbaru.
CV Jon Indo 是一家从事工厂材料领域的公司,既是供应商、承包商,也是从事其他工厂材料贸易的库存商。为了参与全球竞争,在这种情况下,能够达到预期市场的工具或手段之一就是增加产品销量。CV. Jon Indo 公司目前还没有一个能够触及众多消费者的订购系统,即仍然通过 WhatsApp 销售商品,并以人工方式重新汇总销售数据,因此存在着货物交付时间安排错误以及产品输入错误等问题,导致销售额下降。本研究旨在设计一个在 CV Jon Indo 展示的应用程序,以增加销售量,扩大 CV Jon Indo 产品的营销。建立的系统具有促销功能,并在网站上添加了 CTA(行动号召),然后在货物交付系统中,研究人员创建了跟踪功能和根据客户意愿要求货物的功能。该网络应用程序的设计采用了研究与开发(RnD)方法和网络工程方法,作为 E-Commarece 应用程序的设计。实施 E-comarece 所使用的编程语言是 PHP 编程语言和 MySql 数据库。所制作的应用程序可用于促进销售、采购和传播最新产品信息。
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引用次数: 0
Analysis of the Implementation of E-Learning in Melajah.id Using Human Organization Technology (HOT) Fit Model Melajah电子学习的实施分析。使用人类组织技术(HOT)匹配模型
Pub Date : 2023-10-31 DOI: 10.47709/cnahpc.v5i2.2921
Gusti Komang Pradhana, Gede Rasben Dantes, Dewa Gede Hendra Divayana
This research is motivated by the absence of prior analysis on the success level of implementing Melajah.id e-learning and the performance analysis of the e-learning platform from the perspective of human, organizational, and technological support aspects. Therefore, the existence of this scholarly research is considered necessary as a consideration for stakeholders involved in the policy-making for the development of educational service quality in vocational schools. The purpose of this research is to assess the performance and success level of the implementation of the Melajah.id e-learning platform in use at SMK Negeri 3 Tabanan. For the indicators of the human variable, they include: (a) System Use and (b) User Satisfaction. For the indicators of the organizational variable, they include: (a) Organization Structure and (b) Organization Environment. As for the indicators of the technology variable, they encompass: (a) System Quality, (b) Information Quality, and (c) Service Quality. Data collection for the research was conducted through the distribution of online questionnaires using Google Forms, while supplementary data was obtained through observation and interviews to gather information that could not be revealed through questionnaires. Subsequently, the data analysis approach used to measure the success and performance of the e-learning system implementation was linear regression analysis as the quantitative method. Furthermore, qualitative data analysis was performed through content analysis of interview scripts and interpretation of observational data (photos and videos). The combination of the results from quantitative and qualitative analyses served as the basis for drawing conclusions and making recommendations regarding the analysis of the success of the Melajah.id e-learning implementation in the vocational school where the research was conducted.
本研究的动机是缺乏对实施美拉加成功程度的先前分析。从人力、组织和技术支持的角度对电子学习和电子学习平台进行绩效分析。因此,这一学术研究的存在被认为是必要的,因为利益相关者参与了职业学校教育服务质量发展的政策制定。本研究的目的是评估美拉加实施的绩效和成功程度。在SMK Negeri 3 Tabanan使用的id电子学习平台。对于人的变量的指标,它们包括:(a)系统使用和(b)用户满意度。组织变量的指标包括:(a)组织结构和(b)组织环境。至于技术变量的指标,它们包括:(a)系统质量、(b)信息质量和(c)服务质量。本研究的数据收集是通过使用Google Forms发放在线调查问卷的方式进行的,同时通过观察和访谈的方式获得补充数据,收集问卷无法揭示的信息。随后,衡量电子学习系统实施成功和绩效的数据分析方法是线性回归分析作为定量方法。此外,通过采访脚本的内容分析和观测数据(照片和视频)的解释,进行定性数据分析。定量和定性分析的结果结合在一起,成为对美拉加成功与否的分析得出结论和提出建议的基础。研究所在职业学校的电子学习实施情况。
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引用次数: 0
Media Introduction to Aircraft Engine Collections Using QR Code at Nurtanio Laboratory ITD Adisutjipto 在Nurtanio实验室ITD Adisutjipto使用QR码对飞机发动机收藏品进行媒体介绍
Pub Date : 2023-10-23 DOI: 10.47709/cnahpc.v5i2.2946
Yuliani Indrianingsih, Berland Vardy Pratama, Salam Aryanto, Dwi Nugraheny
The Public Relations and New Student Admissions Center of the Adisutjipto Dirgantara Technology Institute often collaborates with high schools and vocational schools both from Java and outside Java in terms of campus visits and has a program called Campus Tour. In carrying out campus tour activities, there are several problems that often arise. Therefore, an application called Education for Aero Engineering Adisutjipto (TORERO) was created with a 360° virtual reality tour and voice over which was able to provide information about aircraft engines at the Nurtanio Laboratory using a QR Code. This application is expected to be able to help Public Relations and the New Student Admission Center at the Adisutjipto Aerospace Technology Institute. Application testing uses the Black Box method for system testing, and is carried out on several browsers with the results obtained that all browsers support the use of the TORERO application. User test results using the Likert scale method, obtained results with a success rate of 86.23% with a statement of strongly agree.
Adisutjipto Dirgantara技术学院的公共关系和新生招生中心经常与来自爪哇和爪哇以外的高中和职业学校合作进行校园参观,并有一个名为校园游览的项目。在开展校园旅游活动中,经常会出现几个问题。因此,一款名为“航空工程教育”(TORERO)的应用程序被创建,该应用程序具有360°虚拟现实之旅和语音,能够使用QR码提供Nurtanio实验室的飞机发动机信息。这个应用程序预计能够帮助公共关系和新学生入学中心在阿迪苏迪普航天技术学院。应用程序测试使用黑盒方法进行系统测试,并在几个浏览器上进行,得到的结果是所有浏览器都支持使用TORERO应用程序。用户测试结果采用李克特量表法,获得的结果成功率为86.23%,并表示强烈同意。
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引用次数: 0
Goods Inventory Information Systems Based on the Fast Concept at SDN 07 Sidang Danau 基于快速概念的SDN - 07四唐达瑙货物库存信息系统
Pub Date : 2023-10-08 DOI: 10.47709/cnahpc.v5i2.2891
Irman Effendy, Sarwanto Sarwanto
Inventory data collection activities in schools are still manual and the data tracking system is not yet available because the inventory data collection system in schools is not well managed so that it often makes it difficult to search for data on existing items. The inventory data collection system running at SDN 07 Sindang Danau still uses a simple computerized system utilizing standard office (Microsoft Office Excel and Word). This allows for many errors in processing inventory data, and causes inventory data collection managed by SDN 07 Sindang Danau to be less efficient. , As well as resulting in difficulties in searching for data and taking up a relatively long time in preparing reports. To help solve this problem, it is necessary to have a web-based inventory data system using the FAST concept (framework for the application of system thinking) which has 6 stages of scope definition, problem analysis, requirements analysis, logical design, decision analysis and physical design.
学校的库存数据收集活动仍然是手工的,数据跟踪系统尚未建立,因为学校的库存数据收集系统管理不善,因此往往难以搜索现有项目的数据。SDN 07 Sindang Danau的库存数据收集系统仍然使用简单的计算机系统,使用标准办公软件(Microsoft office Excel和Word)。这使得在处理库存数据时出现许多错误,并导致SDN 07 Sindang Danau管理的库存数据收集效率较低。,同时也造成资料查找困难,编写报告的时间较长。为了帮助解决这一问题,有必要采用FAST概念(系统思维应用框架)建立一个基于web的库存数据系统,该系统分为范围定义、问题分析、需求分析、逻辑设计、决策分析和物理设计6个阶段。
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引用次数: 0
Application Of The Association Rule Method Based On Book Borrowing Patterns In Bojonegoro Regional Libraries 基于图书借阅模式的关联规则方法在波戎内哥罗地区图书馆的应用
Pub Date : 2023-10-07 DOI: 10.47709/cnahpc.v5i2.2893
Putrye Aufia Indah Lestari, Nita Cahyani
The library is an institution that processes collections of written and printed works, to meet the educational, research, information, and recreation needs of its users. The Bojonegoro Library Service provides reading materials with a collection of around 24,130 book titles and around 24,130 book copies. The number of registered visitors was 1,424 people. From 2021-2022, there are 303 book lending transaction data. Knowing the results of the Association Rule with the Frequent Pattem-Growth algorithm in determining recommendations for book placement based on borrowing patterns in libraries in the Bojonegoro area. The method used is Association Rule Mining, to produce an efficient algorithm, the algorithm used is the Frequent Pattern Growth (FP-Growth) Algorithm. The characteristic of the FP-Growth algorithm is the data structure used in a tree called FP-Tree. By using FP-Tree the FP-Growth algorithm can directly extract frequent itemsets from FP-Tree. The results of the research carried out by applying the FP growth algorithm with a support value limit of 20% and a confidence value of 80% from a dataset of 144 book lending transactions which became frequent itemsets were a combination of itemsets, resulting in a strong rule of 5 association rules which met the requirements. Can help the Bojongoro Library and archives service to improve the quality of service and can provide recommendations for librarians and as a reference for placing classes of books that are more often borrowed together closer together.
图书馆是一个处理书面和印刷作品的机构,以满足其用户的教育、研究、信息和娱乐需求。Bojonegoro图书馆服务提供的阅读材料约有24,130种图书和24,130种图书副本。登记参观人数为1424人。从2021年到2022年,共有303笔图书借阅交易数据。了解基于Bojonegoro地区图书馆借阅模式确定图书放置建议的关联规则与频繁模式增长算法的结果。使用的方法是关联规则挖掘,产生一个高效的算法,所使用的算法是频繁模式增长(FP-Growth)算法。FP-Growth算法的特点是在称为FP-Tree的树中使用的数据结构。通过使用FP-Tree, FP-Growth算法可以直接从FP-Tree中提取频繁项集。采用支持值上限为20%、置信度为80%的FP增长算法对144个图书借阅交易数据集进行研究,结果表明,频繁项目集是多个项目集的组合,得到一个由5个关联规则组成的强规则,符合要求。可以帮助博宗路图书馆和档案服务提高服务质量,可以为图书管理员提供建议,并作为参考,将经常被借阅的书籍放在更近的地方。
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引用次数: 0
Design Product Counting and Sorting Tools Using Esp8266-Based Volumenization 使用基于esp8266的批量化设计产品计数和排序工具
Pub Date : 2023-09-29 DOI: 10.47709/cnahpc.v5i2.2879
Taufik Marzuki, Akhmad Ahfas, Dwi Hadidjaja R.S, Izza Anshory
Indonesia is a large country, so it does not rule out the possibility of natural resources owned by Indonesia such as natural resources coal, petroleum, gas, nickel and many others When we enter the industrial world, especially placed in the production process area, more precisely the process of sorting goods, it is very necessary to optimize the performance and results of the effectiveness of these working hours so as to get high performance efficiency and will get maximum yield. In the shipping section there are several occurrences of problems which include three main activities of the process of receiving, storing and sending when receiving or sending. We recommend reducing errors at the time of delivery of goods. As for the problem of empty packaging and calculating the number of inappropriate products, by providing solutions using loadcell sensors for weight, proximity sensors for automatic counters and using google sheets as data storage in real time using esp8266 as a controller module.causing performance effectiveness that is expected to be better automatically and using the sophistication of IoT systems connected to the web system.and supported by several Components include relays, pneumatics, googlesheets in order to get accurate results, product sorting tools using this loadcell will be compared with loadcell weighing devices that have been on the market in order to find out how accurately it has obtained the appropriate results using a volume of 103gr. The results of the entire test tool get accurate data ranging from googlesheet to reading through Lcd 20x4 testing is carried out five times so that this tool can be applied to other supporting tools.that the entire tool is able to answer the problems of the developing industrial world.
印度尼西亚是一个大国,所以不排除印尼拥有的自然资源的可能性,比如煤炭、石油、天然气、镍等许多自然资源。当我们进入工业领域,特别是放置在生产过程领域,更精确地分拣货物的过程中,非常有必要优化这些工作时间的绩效和效果,以获得高性能效率,并将获得最大的产量。在运输部分出现了几个问题,其中包括接收或发送时接收、存储和发送过程中的三个主要活动。我们建议减少交货时的错误。对于空包装和计算不合适产品数量的问题,通过提供使用称重传感器,自动计数器接近传感器和使用google sheets作为实时数据存储的解决方案,使用esp8266作为控制器模块。使用连接到web系统的物联网系统的复杂性,自动产生预期更好的性能效率。为了获得准确的结果,使用该称重传感器的产品分类工具将与市场上的称重传感器称重设备进行比较,以了解它在使用103克体积时获得适当结果的准确性。整个测试工具的结果得到准确的数据范围从谷歌表到阅读通过Lcd 20x4测试进行了五次,使该工具可以应用于其他配套工具。整个工具能够解决发展中工业世界的问题。
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引用次数: 0
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Journal Of Computer Networks, Architecture and High Performance Computing
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