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DETEKSI ANOMALI DAN SERANGAN LOW RATE DDOS DALAM LALU LINTAS JARINGAN MENGGUNAKAN NAIVE BAYES Firdaus, Diash; Fahira, Fahira; Rianti, Resa
Naratif (Jurnal Nasional Riset, Aplikasi Dan Teknik Informatika) Vol 5 No 2 (2023): NARATIF : Jurnal Nasional Riset Aplikasi dan Teknik Informatika
Publisher : Sekolah Tinggi Teknologi Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.53580/naratif.v5i2.208

Abstract

Low Rate DDoS merupakan serangan jenis DDoS yang sulit di deteksi karena memiliki karakteristik paket yang mirip dengan trafik normal, sehingga dibutuhkan algoritma yang memiliki akurasi tinggi serta memiliki latensi yang cukup rendah dalam memberikan keputusan terhadap trafik di jaringan. Metode Machine Learning dengan algoritma Naïve Bayes digunakan untuk melakukan deteksi terhadap serangan Low Rate DDoS karena memiliki akurasi yang cukup baik. Algoritma yang sering digunakan dalam melakukan deteksi serangan DDoS seperti SVM, KNN dan Random Forest akan tetapi algoritma tersebut memiliki latensi yang cukup tinggi karena komputasi yang dibutuhkan cukup kompleks. Dengan demikian Algoritma Machine Learning yang digunakan adalah algoritma Naive Bayes sebagai model prediksi karena memiliki waktu training yang cepat. Sedangkan dataset yang digunakan adalah CICIDS2017. pada tahap testing dilakukan menggunakan 20% dari CICDS2017. Hasil akhir dari penelitian ini adalah teknik deteksi yang efektif dalam mendeteksi anomali dan serangan Low Rate DDoS. Hal yang dilakukan adalah merancang strategi pemodelan yang baik untuk mendeteksi anomali dan serangan Low Rate DDoS dengan menggunakan pendekatan algoritma Naive Bayes. Model Machine Learning Naive Bayes dievaluasi dengan menggunakan metrik akurasi, presisi, recall, dan f1 score dan dihasilkan model yang dapat memprediksi anomali dan serangan Low Rate DDoS pada lalu lintas jaringan dengan baik. Hasil akurasi yang paling tinggi terdapat pada model GaussianNB yaitu dengan akurasi 83,45 % dimana telah dibandingkan oleh model BernoulliNB yang tertinggi hanya mendapatkan akurasi 76,21%.
Efficiency in Cloud Computing through Serverless and Green Computing based on Microarchitecture Fahira, Fahira; Awangga, Rolly Maulana; Gopikrishnan, Sundaram
Journal of Information Technology and Cyber Security Vol. 2 No. 1 (2024): January
Publisher : Department of Information Systems and Technology, Faculty of Intelligent Electrical and Informatics Technology, Universitas 17 Agustus 1945 Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30996/jitcs.10479

Abstract

PT Pelindo Multi Terminal is a subholding of PT Pelabuhan Indonesia (Persero), a State-Owned Enter-prise (SOE). PT Pelindo Multi Terminal carries out Kesehatan dan Keselamatan Kerja (K3) or Occupa-tional Health and Safety (OHS) monitoring, which currently still uses manual methods with paper. This method causes problems, such as delays in decision making and the inability to monitor events in real-time. This research aims to overcome these problems by proposing an application called "Portsafe+". Portsafe+ is developed using microservices architecture and micro frontend, with Progressive Web Apps (PWA) as the interface and Google Cloud Function as the backend. Portsafe+ was tested by measuring the response speed of the backend that responds to each request. The test results show that this application improves the response speed with 99% execution time of 880.37 ms. Based on the test results, Portsafe+ successfully overcomes the existing problems. The application of PWA technol-ogy facilitates access and improves the efficiency of OHS management compared to the previously used paper-based manual system.
Formulation of Liquid Compound Fertilizer Enriched with Nutritional Elements for Shallot Plants on Inceptisol Reuleut Soil Fahira, Fahira; Akbar, Halim; Ismadi, Ismadi; Handayani, Selvy; Nazirah, Laila; Muliana, Muliana
International Journal of Engineering, Science and Information Technology Vol 5, No 2 (2025)
Publisher : Malikussaleh University, Aceh, Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52088/ijesty.v5i2.796

Abstract

Shallots (Allium ascalonicum L.) are one of the leading vegetable commodities in Indonesia that have many benefits, such as a flavouring for cooking spices, raw materials for the food industry, and traditional medicinal ingredients. Inceptisol is a soil with a low content of essential nutrients. However, it can still be pursued with the proper technological handling, one of which is the application of Liquid Compound Fertilizer (PMC). This study aims to determine the effectiveness of the liquid compound fertilizer (PMC) formula applied to Inceptisol soil on the growth and yield of shallot plants. This research was conducted at the Experimental Garden, Faculty of Agriculture, Malikussaleh University, from November to December 2023. This study used a single-factor Complete Randomized Design (RAL) with five replicates. PMC treatment consists of 5 levels, namely (K0) Control, (K1) PMC 25%, (K2) PMC 50%, (K3) PMC 75%, and (K4) PMC 100%. The results showed that applying PMC could increase the growth of shallots in the number of cloves and wet and dry crop weight with a PMC concentration of 50%. And PMC treatment of 75% can increase plant height. PMC treatment is 100% able to increase the number of leaves/plants. The application of PMC can affect the chemical properties of the soil, namely increasing the soil's pH value (H2O) by 0.84%, the soil organic by 1.5%, the total N by 2.73%, and the available P by 5.62%.
ISLAMIC ARCHITECTURE APPROACH IN MUSLIMAH SPORTS CENTRE’S LAYOUT Fahira, Fahira; Pramita Eka Laksmiyanti, Dian; Ayu Atika, Firdha
Journal of Civil Engineering, Planning and Design Vol 1, No 2 (2022): November
Publisher : Faculty of Civil Engeneering and Planning - ITATS

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31284/j.jcepd.2022.v1i2.3367

Abstract

Muslimah or women who believe in Islam have various kinds of etiquette restrictions when leaving the house. One of them is etiquette in doing sports. Sports that require active movement, have made it difficult for Muslimah to find public facilities that can accommodate sports without violating Islamic law. According to data, Tambaksari District is a geographically strategic place with the largest Muslim population in Surabaya. This potential supports the existence of the Muslimah Sports Centre in Tambaksari. So that Muslim women will get a sports place that is strategic, comfortable, and safe without male intervention. With mixed research between quantitative and qualitative method, this quantitative research assumes an objective reality and a view of the researcher as independent of the subject of inquiry, while qualitative research involved the study of the use and collection of various empirical materials, which eventually presented the perspective of Muslimah’s experiences. The Muslimah Sports Centre has a big goal of creating a better cultural system for religious behavior by understanding things that have been explained in the Al-Quran and As-Sunnah. Thus, the building will serve not only as a means of sports activities but also as a place for providing Islamic values to the users of the building. For this reason, the design of the Muslimah Sports Centre applies an Islamic architectural approach. Because the aim of this study is to provide an understanding that architecture not only serves as a basic reference for developing buildings and their architectural elements, but it can also provide an understanding and learning about how to behave in accordance with the Qur'an and Sunnah inside the building so that we will not violate Islamic law.
Pengaruh Permainan Tradisional Kadende terhadap Kemampuan Motorik Kasar Anak Fahira, Fahira; Purwanto, Didik; Amrullah, Amrullah; Agusniatih, Andi
Murhum : Jurnal Pendidikan Anak Usia Dini Vol. 6 No. 2 (2025): Desember In Progress
Publisher : Perkumpulan Pengelola Jurnal (PPJ) PAUD Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37985/murhum.v6i2.1463

Abstract

Penelitian ini bertujuan untuk mengetahui pengaruh permainan tradisional kadende terhadap kemampuan motorik kasar anak. Metode penelitian yang digunakan deskriptif dengan  pendekatan kuantitatif. Jenis penelitian ini adalah eksperimen. Adapun subjek adalah 20 anak di Kelompok B TK Lambotan Desa Ulatan Kecamatan Palasa Kabupaten Parigi Moutong. Teknik pengumpulan data melalui observasi, wawancara, dan dokumentasi. Analisis data menggunakan dua Teknik, yaitu analisis deskriptif dan analisis inferensial. Data yang diperoleh dianalisis menggunakan rumus persentase dan aplikasi SPSS Statistich 24. Uji hipotesis penelitian yang digunakan adalah uji-t berpasangan (paired t-test). Uji-t berpasangan (paired t-test) adalah salah satu metode pengujian hipotesis dimana sampel yang di gunakan sama, Uji t ini digunakan untuk mebandingkan kemampuan motorik kasar anak sebelum dan sesudah diberikan perlakuan kegiatan permainant radisional Kadende. Hasil dari penelitian menunjukkan bahwa permainan tradisional kadende berpengaruh terhadap kemampuan motorik kasar anak Kelompok B TK Lambotan Desa Ulatan Kecamatan Palasa Kabupaten Parigi Moutong.. Melalui permainan tradisional kadende anak dapat melatih kemampuan motorik kasarnya seperti kekuatan kaki, keseimbangan dan kecepatan.