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Machine Learning-Based Intrusion Detection System (IDS) for Classifying Types of Attacks on Computer Networks Fiska, Ryci Rahmatil; Wahyat, Wahyat; Hermawan, Dedi; Laurenz, Via; Fateha, Izatul
ABEC Indonesia Vol. 12 (2024): 12th Applied Business and Engineering Conference
Publisher : Politeknik Negeri Bengkalis

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Abstract

Server security on a computer network is very important, maintaining the security of a computer network inorder to maintain information, data and maintain infrastructure so that it can work and function properly and provideaccess rights to registered users, this research, aims to build an IDS (Intrusion Detection System) on the network andServer using Raspberry Pi with SNORT which is useful for monitoring Server activity when an attempted attack occurs.With the increasing complexity of network attacks carried out by attackers, intelligent and adaptive approaches areneeded to detect and overcome these threats. Traditional methods such as rule-based or signatures are often not effectiveenough in the face of evolving attacks. The large amount of network traffic data makes it difficult to manually analyzeand detect attacks. Naive Bayes has a very important role in the classification and detection of network attacks, bothconsidered malicious and highly malicious, By using Naive Bayes, network security systems can become more proactiveand adaptive to attacks. This technology not only helps in detecting familiar attacks but also enables identification andresponse to new or unknown attack techniques. Through proper classification, the system can provide better protectionand reduce the impact of attacks.
Pengujian Kualitas Kode Website Pondok Modern Nurul Hidayah Menggunakan Standar ISO 5055 Najichah, Fikrotun; Fiska, Ryci Rahmatil
Techno.Com Vol. 24 No. 3 (2025): Agustus 2025
Publisher : LPPM Universitas Dian Nuswantoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62411/tc.v24i3.12956

Abstract

Abstrak - Website Pondok Modern Nurul Hidayah berfungsi sebagai sarana utama informasi dan komunikasi antara lembaga Pendidikan dan Masyarakat. Namun, belum tersedia dokumentasi sistematis mengenai kualitas kode perangkat lunak. Penelitian ini bertujian menguji kualitas kode website tersebut menggunakan standar internasional ISO 5055, yang mencakup empat aspek: keamanan, keandalan, efisiensi kinerja, dan kemudahan pemeliharaan. Metode yang digunakan adalah Software Testing Life Cycle (STLC), dengan alat bantu seperti SQLMap, PHPUnit, PHP CodeSniffer, dan PHP Metrics. Hasil pengujian menunjukkan bahwa sistem cukup efektif menahan serangan SQL Injection, meskipun terdapat celah autentikasi pada halaman formulir. Dari sisi keandalan, seluruh unit berhasil di uji tapa kesalahan fatal, namun terdapat peringatan deprecation. Efisiensi kinerja terhambat oleh pelanggaran standar PSR-12 seperti penamaan dan visibilitas metode. Nilai kompkeksitas kode yang tinggi (Cyclomatic Complexity = 23.34) mengindikasi Tingkat maintainability yang rendah. Dengan skor rata-rata 68.75 dari empat aspek, disimpulkan bahwa meskipun sistem memiliki pondasi teknis yang baik, dibutuhkan refactoring dan penerapan standar penulisan kode yang konsisten untuk peningkatan berkelanjutan. Penelitian ini juga menyajikan kerangka pengujian praktis berbasis open-source yang dapat diadopsi institusi Pendidikan berskala kecil. Kata kunci: ISO 5055, Keamanan, Keandalan, Efisiensi Kinerja, Pemeliharaan