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Optimasi Nilai k Pada Algoritma K-Nearest Neighbor Untuk Klasifikasi Pasien Covid-19 Yang Membutuhkan Ruangan ICU 对需要ICU病房Covid-19患者分类的k - nearest算法的值k值优化
Pub Date : 2022-06-10 DOI: 10.35314/isi.v7i1.2481
Raka Aji Pangestu, Taslim Taslim, Yogi Yunefri, Kursiasih Kursiasih, Eka Sabna
Abstrack - The Coronavirus disease pandemic has caused many victims to fall due to being infected with the SARS-CO virus, so medical action is needed in hospitals to treat and stop the circulation of the viral infection. Various kinds of medical actions are carried out including treatment in the ICU (Intensive Care Unit). This is because those infected with COVID-19 can lead to more severe infections, they can develop organ failure or have a risk of death. This study aims to classify patients affected by COVID-19, especially those requiring treatment and care in the ICU. The results of this research can be utilized as a material for though for the hospital or other related parties to take policies in handling COVID-19 patients requiring treatment in the ICU. The classification will be carried out using the K-Nearest Neighbor algorithm and optimization on k value using k-fold cross validation 5-fold cross validation algorithm. The outcomes obtained are the value of k = 16, and the value of the performance accuracy test is 86.47%.
摘要冠状病毒大流行导致许多患者因感染SARS-CO病毒而摔倒,因此需要在医院采取医疗行动来治疗和阻止病毒感染的传播。开展各种医疗活动,包括在ICU(重症监护病房)进行治疗。这是因为感染COVID-19的人可能会导致更严重的感染,他们可能会出现器官衰竭或有死亡风险。本研究旨在对COVID-19感染的患者进行分类,特别是需要在ICU治疗和护理的患者。本研究结果可以作为医院或其他相关方在处理需要在ICU治疗的COVID-19患者时制定政策的材料。使用k近邻算法进行分类,使用k-fold交叉验证5-fold交叉验证算法对k值进行优化。所得结果k = 16,性能准确度检验值为86.47%。
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引用次数: 0
Pemilihan Jenis Smartphone Sesuai dengan Kebutuhan Menggunakan Metode Forward Chaining dan Decicion Tree 选择智能手机类型符合使用正向Chaining和Decicion Tree方法的需要
Pub Date : 2022-06-10 DOI: 10.35314/isi.v7i1.2402
Rival Amperawansyah, Dhanny Permatasari Putri
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引用次数: 0
Implementasi Pengiriman Pesan Broadcast dengan Redis Pub/Sub dan Bahasa Pemrograman Nim 执行广播消息与Redis酒吧/Sub和Nim的编程语言
Pub Date : 2022-06-10 DOI: 10.35314/isi.v7i1.2314
Tania Rachel, Yerymia Alfa Susetyo
Abstrack – Message broadcasting in the company is very important to keep the information in it up-to-date, in a large company that have many outlets that scattered in various location, the amount of the message that must be sent become a problem and the time allocated to send the message become longer. So In this study, the researchers implemented message delivery using Redis/Pubsub and Nim programming language. By using Redis Pub/Sub the sender only needs to send messages to one channel and the message will received by many subscriber channel. The result of the implementation is server application that used to publish a message and client application that used to subscribe a channel. Based on the test, the result is 86% that means the users “strongly agree” that this reserach can incresae the effectiveness of message delivery, and the result program in this study are very small in size so they are easier to distribute.
摘要:在企业中,消息广播对于保持信息的及时更新是非常重要的,在一个大型企业中,由于有许多分散在各个位置的出口,必须发送的消息数量成为一个问题,并且分配给发送消息的时间变长。因此,在本研究中,研究人员使用Redis/Pubsub和Nim编程语言实现了消息传递。通过使用Redis发布/订阅,发送者只需要将消息发送到一个频道,消息将被许多订阅者频道接收。实现的结果是用于发布消息的服务器应用程序和用于订阅通道的客户机应用程序。根据测试,结果为86%,这意味着用户“强烈同意”本研究可以提高消息传递的有效性,并且本研究的结果程序规模很小,因此更容易分发。
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引用次数: 1
Analisis Kinerja Private Cloud Computing Menggunakan Metode Reability, Maintanability, Availability dan Security
Pub Date : 2022-06-10 DOI: 10.35314/isi.v7i1.2472
Rahmad Kartolo, E. S. Negara
No.3
3号
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引用次数: 0
Penerapan MAC Address sebagai Autentikasi Aplikasi menggunakan JavascriptBindings Chromium Embedded Framework Python di PT XYZ
Pub Date : 2022-06-10 DOI: 10.35314/isi.v7i1.2315
Audric Tjhoernandes, Yerymia Alfa Susetyo
Abstrack - The development of the world of information technology that is growing cannot be separated from an application authentication development. By following the business development of PT XYZ, the application authentication system is prioritized to be developed. By using the MAC address, the authentication system is not restricted only with username and password, but also filtering some certain hardware. The problem in JavaScript is cannot get the hardware’s MAC address directly. This research was built system that can get the MAC address using JavascriptBindings function in Chromium Embedded Framework (CEF) by using Python programming language. Using CEF Python, the MAC address can be gotten and then being integrated to the JavaScript with Javascriptbindings function. Based on the result of the research, it can be said that the implemented system can help PT XYZ to improve the application authentication system.
摘要:世界信息技术的发展日益壮大,与应用认证的发展密不可分。通过跟踪PT XYZ的业务发展,优先开发应用程序身份验证系统。通过使用MAC地址,认证系统不仅受到用户名和密码的限制,还可以过滤某些硬件。JavaScript的问题是不能直接得到硬件的MAC地址。本研究采用Python编程语言,利用Chromium Embedded Framework (CEF)中的JavascriptBindings函数构建了一个能够获取MAC地址的系统。使用CEF Python,可以获得MAC地址,然后通过Javascriptbindings函数集成到JavaScript中。基于研究结果,可以认为所实现的系统可以帮助PT XYZ改进应用程序认证系统。
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引用次数: 0
Implementasi dan Analisis Protokol Komunikasi IoT untuk Crowdsensing pada Bidang Kesehatan 广泛实施和分析医疗领域的通信协议
Pub Date : 2022-06-10 DOI: 10.35314/isi.v7i1.2365
Ata Amrullah, M. Udin, H. Rasyid, Idris Winarno
Perkembangan teknologi informasi dan komunikasi telah menandai berlangsungnya era revolusi industri 4.0. Kemudahan pertukaran data antar perangkat yang bergerak menjadikan paradigma baru pada pengumpulan data terpusat yang disebut crowdsensing. Pada bidang kesehatan, crowdsensing tidak lagi mengandalkan telepon bergerak sebagai perangkat pengumpul informasi karena keterbatasan sensor tertanam pada telepon. Berbagai penelitian menggunakan crowdsensing telah mengandalkan kemampuan dari perangkat Internet of Things (IoT). Crowdsensing pada sektor kesehatan dapat membantu mengumpulkan sumber data yang substansial tentang kondisi kesehatan masyarakat secara umum. Namun, kebanyakan teknik crowdsensing hanya mengandalkan satu protokol komunikasi. Metode ini dapat menyebabkan masalah jika perangkat IoT menggunakan protokol komunikasi yang beragam. Oleh sebab itu, kami mengusulkan arsitektur gateway protokol multi-komunikasi untuk crowdsensing. Ketiga protokol komunikasi yang dijalankan pada gateway adalah MQTT, HTTP dan CoAP. Gateway ini berfungsi untuk menangkap data dari crowdsensor dan mengubah ketiga protokol ke dalam protokol yang sama dengan back-end server di cloud. Hasil pengujian menunjukkan bahwa gateway mampu menerima data dengan baik meskipun ketiga protokol dijalankan secara bersamaan. Protokol CoAP memiliki kinerja yang lebih baik daripada kedua protokol dalam pengujian throughput. Protokol MQTT memiliki performa terbaik pada pengukuran delay.
信息和通信技术的发展标志着工业革命的开始。移动设备之间的数据交换便利将为集中数据收集创造一种新的范例,称为众包。在健康领域,由于手机固有的审查限制,crowdsensing不再依赖手机作为信息收集设备。许多使用众包的研究都依赖于事物互联网设备的能力。大众对卫生部门的审查可以帮助收集关于公共卫生状况的大量数据来源。然而,大多数众包技术只依赖于一种通信协议。如果许多设备使用不同的通信协议,这种方法可能会引起问题。因此,我们提出了众包通信网关协议的架构。网关上运行的三种通信协议是MQTT、HTTP和CoAP。门户功能是捕捉众传感器的数据,并将这三种协议转换成与云中的备份服务器相同的协议。测试结果表明,网关能够很好地接收数据,尽管这三个协议是同时运行的。CoAP协议在测试throughput时表现最好。MQTT协议在延迟测量中表现最好。
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引用次数: 0
Development of SIAKAD Applications in Balikpapan Schools using APXP: Advanced Personal Extreme Programming 利用APXP:高级个人极限编程在Balikpapan学校开发SIAKAD应用程序
Pub Date : 2022-06-10 DOI: 10.35314/isi.v7i1.2196
Aidil Saputra Kirsan, Nursanti Novi Arisa, V. F. Insanittaqwa
The iteration process in Personal Extreme Programming (PXP) consists of Initialization, Design, Implementation, Testing, and Retrospective. There are still areas for improvement in this method. In the future, this method will be a problem because it can make the application unable to run after the retrospective process. One of the problems is the version update app on Android. We propose an Advanced PXP model (APXP) for an academic information system (SIAKAD) in Balikpapan Schools that contains PXP modifications at the beginning and end of the process. At the middle stage of APXP is system testing. Each process from 1-11 iterations produces Valid results. We add Deployment methods such as Blue-Green Deployment Strategy. The deployment process can change very quickly once the switch service changes in the APXP method. Furthermore, the deployment process has almost no issues with different versions of the service
个人极限编程(PXP)中的迭代过程包括初始化、设计、实现、测试和回顾。这种方法仍有需要改进的地方。在将来,这种方法将成为一个问题,因为它可能使应用程序无法在回顾过程之后运行。其中一个问题是Android上的版本更新应用程序。我们为Balikpapan学校的学术信息系统(SIAKAD)提出了一个高级PXP模型(APXP),该模型在过程的开始和结束时包含PXP修改。在APXP的中间阶段是系统测试。1-11次迭代中的每个过程都会产生有效的结果。我们添加了部署方法,例如Blue-Green部署策略。在APXP方法中,一旦交换机服务发生变化,部署过程就会很快发生变化。此外,部署过程对于不同版本的服务几乎没有问题
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引用次数: 0
Prediksi Prestasi Akademik Mahasiswa Bekerja Paruh Waktu Menggunakan Artificial Neural Network 兼职用人工神经网络预测学生的学业成绩
Pub Date : 2022-06-10 DOI: 10.35314/isi.v7i1.2368
Yuhelmi Yuhelmi, Taslim Taslim, Syamsidar Syamsidar, Machdalena Machdalena
Abstrack – Students who work part-time are required to be able to divide their time effectively and efficiently between time for work and time for study. The prediction of those who study while working is expected to be one of the policy considerations for the academic side so that students who work while working can complete their study period on time. This research begins with the stage of collecting data from students who are studying while working for the next data cleaning process. The data is then divided into two groups of data, namely training data and testing data which are normalized by the min-max method. Neural network algorithms are used to predict the results of studies for those who study while working which are categorized into 3 labels. Optimization is carried out on the parameters by utilizing the optimize parameter tool. In model testing, the parameters displayed are training cycle, learning rate, momentum, accuracy and RMSE value with a range of learning rate and momentum values from 0.1 to 0.9, with a sigmoid activation function. The best value validation was obtained in the training cycle 201, learning rate 0.74, momentum 0.9 with an accuracy value of 89.62%, RMSE 0.263 with a value of k-fold = 3.
摘要:兼职的学生需要能够有效地分配他们的工作时间和学习时间。对边打工边学的预测,有望成为学术方面的政策考虑之一,使边打工边学的学生能够按时完成学业。本研究从收集正在学习的学生的数据阶段开始,这些学生正在为下一个数据清理过程工作。然后将数据分为两组数据,即训练数据和测试数据,并通过最小-最大方法进行归一化。神经网络算法用于预测那些边工作边学习的人的学习结果,这些结果分为3个标签。利用优化参数工具对参数进行优化。在模型测试中,显示的参数为训练周期、学习率、动量、准确率和RMSE值,学习率和动量的取值范围为0.1 ~ 0.9,具有s型激活函数。在训练周期201获得最佳值验证,学习率为0.74,动量为0.9,正确率为89.62%,RMSE为0.263,k-fold = 3。
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引用次数: 0
Rancang Bangun Aplikasi Edukasi Tuberkulosis Menggunakan Metode Scrum 利用Scrum方法设计结核病教育应用
Pub Date : 2022-06-10 DOI: 10.35314/isi.v7i1.2353
Sri Suci Utami Atmoko, Kyky Eviyanti, W. Sari, Sri Chusri Haryanti
- The purpose of this research is to produce the Yes TBcare! based on Android using the scrum method. The application is used by TB cadres at YARSI TB Care to provide counseling to TB patients, families and communities in the pandemic era nor when the pandemic ends. This study uses the scrum method because it is more effective in working on projects in the short term, with a small number of teams and with changing needs in the field. The scrum method has scrum roles, namely the product owner, scrum master and the scrum team. The stages of the scrum method include: user stories, product backlog, sprint planning, daily scrum (Sprint Execution), sprint review and sprint retrospective. System testing is done by black box and UEQ methods. The results showed: 1) Testing the black box method was declared valid 100%; 2) The UEQ test on the benchmark diagram resulted in the attractiveness, clarity, efficiency and novelty being categorized as good, while the accuracy and stimulation scales were categorized as excellent.
-本研究的目的是生产Yes TBcare!在基于Android的平台上使用scrum方法。YARSI结核病护理中心的结核病干部使用该应用程序,在大流行时期或大流行结束时向结核病患者、家庭和社区提供咨询。本研究使用了scrum方法,因为它在短期内更有效地处理项目,在少数团队和领域中不断变化的需求。scrum方法有scrum角色,即产品负责人、scrum管理员和scrum团队。scrum方法的阶段包括:用户故事、产品待办事项、冲刺计划、每日scrum(冲刺执行)、冲刺评审和冲刺回顾。系统测试是通过黑盒和UEQ方法完成的。结果表明:1)黑箱法检测100%有效;2)对基准图进行UEQ测试,吸引力、清晰度、效率和新颖性量表为好,准确性和刺激量表为优。
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引用次数: 2
Sistem Informasi Layanan Haji Berbasis Web Pada Yayasan KBIH Pringsewu Lampung 基于KBIH sewu楠榜基金会的网络哈吉服务信息系统
Pub Date : 2022-06-10 DOI: 10.35314/isi.v7i1.2363
Neni Purwati, Rini Nurlistiani
Intisari -Menunaikan  ibadah  haji  merupakan  ibadah yang  sangat  dirindukan  oleh  semua  umat  islam.  Yayasan KBIH Pringsewu merupakansebuahlembaga layanan bagimasyarakatyanginginmelaksanakanibadahhaji denganpembimbinganibadahhaji.Masalah yangterjadiyaitupemborosan biayainformasimengenai penerimaanpendaftaranhajimenggunakan pamflet dan radio, pendaftaran calon jamaah dengan formulir yang harus mendatangi kantor KBIH Pringsewu sehingga sering menjadikan antrian, pengolahandatamasih konvensional seperti penginputankembalidata pendaftar calon jamaahuntukmenentukandatakelompok, untuk memperoleh informasinomorporsidan informasi jadwal keberangkatanjamaahharuspergikekantor,serta pembuatan buktipembayaran masih menggunakan kertas yang sering terjadi kehilangan dan kerusakan. Sistem informasilayananhajiberbasiswebdibangunmenggunakan metodewaterfall dengan tahapannya yaituanalisakebutuhan,desain sistem, penulisan kode program, pengujian program, penerapan program dan pemeliharaan.Dengansisteminformasilayanan berbasis webinidapatmemberikan informasi penerimaan calon jamaah haji kepada masyarakat dengan biaya yang minimal dan informasinya cepat dan mudah sampai serta tepat sasaran, calon jamaaah dapat dengan mudah melakukan pendaftaran haji tanpa harus datang ke kantor dan terhindar dari antrian yang menghabiskan waktu lama, prosespengolahandatatidak perlu dilakukan berulang-ulang danmenghasilkandatayangakurat karena sudah memanfaatkan database, informasimengenainomor porsi daninformasijadwal keberangkatan ibadahhaji lebihcepat diketahui oleh calon jamaah, bukti pembayaran tercatat secara elektronik sehingga tidak akan terjadi kehilangan dan kerusakan. Hal tersebut dibuktikan dengan hasil ujicoba sistem menggunakan TAM (Technology Acceptance Model) oleh 62 responden bahwa persepsi kemanfaatan (Usefulness) untuk performance tertinggi adalah 34% menjawab Setuju(S), untuk importance tertinggi sebanyak 42% menjawab Setuju(S), dan persepsi kemudahan (Ease of Use) untuk performance tertinggi adalah 31% menjawab Setuju(S), untuk importance tertinggi sebanyak 42% menjawab Setuju(S) Kata Kunci - Sistem Informasi, Layanan Haji, Web.
朝圣的本质是所有穆斯林都非常渴望的一种崇拜。KBIH sewu是一个为社区提供服务的机构,学生们希望与朝圣者一起进行朝圣。问题yangterjadiyaitupemborosan biayainformasimengenai penerimaanpendaftaranhajimenggunakan传单和广播,该名朝拜者和候选人登记表格来到办公室KBIH Pringsewu这样经常使队伍,传统pengolahandatamasih penginputankembalidata申请者jamaahuntukmenentukandatakelompok候选人,获得informasinomorporsidan keberangkatanjamaahharuspergikekantor时间表,以及buktipembayaran还用纸制作信息经常发生的损失和损害。基于web的信息服务系统正在使用分析方法、系统设计、编写程序代码、程序测试、程序应用和维护。基于webinidapatmemberikan Dengansisteminformasilayanan招生信息对社会未来的朝圣者用最小的成本和快速和容易的信息直到靶心,jamaaah候选人可以很容易地做朝圣,而不必到办公室来登记和避免花了很长时间的排队,需要做prosespengolahandatatidak danmenghasilkandatayangakurat屡次因为利用了数据库,信息提供了部分信息和行程信息,让未来的朝圣者更早知道,付款记录在电子文件中,这样就不会有损失和破坏。这证明制度试验结果用TAM (Technology Acceptance)由62个受访者认为感知模型权宜之计(Usefulness)最高的演出是34%的回答同意(S),最高多达42%的重要性回答同意便利条件(S),和感知(注意用的)最高的演出是发电量回答同意(S),最高多达42%的重要性回答同意信息系统(S) -关键词,哈吉,Web服务。
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引用次数: 0
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INOVTEK Polbeng - Seri Informatika
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