Perancangan Basis Pengetahuan pada Sistem Pakar Identifikasi Jenis Serangan Keamanan Jaringan dengan Metode Rule-Based System


  • Nico Bustanul Anshary * Mail Universitas Indraprasta PGRI, Jakarta Selatan, Indonesia
  • (*) Corresponding Author
Keywords: Network Security; Knowledge Base; Rule-Based; Forward Chaining; MITRE ATT&CK

Abstract

Network security threats continue to evolve along with the increasing complexity and scale of network infrastructures. Therefore, a threat analysis model that can represent attack patterns in a structured and systematic manner is required. This study aims to design a knowledge base for network security threat analysis using a rule-based reasoning approach with a forward chaining inference mechanism. Knowledge is represented in the form of IF–THEN rules, which are constructed based on attack characteristics and mapped to the MITRE ATT&CK framework. The developed knowledge base covers ten major types of threats, including attacks on service availability, unauthorized access, malicious code execution, lateral movement, and reconnaissance activities. Knowledge base validation was conducted through theoretical conformity assessment, logical consistency analysis of the rules, and testing using conceptual test scenarios. The results show that all rules produce accurate and consistent inferences according to the given threat conditions, with no conflicts or ambiguities identified. The findings indicate that the rule-based approach with forward chaining is effective for modeling and analyzing network security threats at a conceptual level. The resulting knowledge base model can serve as a foundation for the development of network security threat analysis or detection systems in future research.

Downloads

Download data is not yet available.

References

Asnawi, M. F., Fitriyanto, N., & Pamoengkas, M. A. (2025). Tinjauan Pustaka Sistematis Tentang Teknologi Keamanan Data : Tren Dan Tantangan. TECHNOMEDIA : Informatics and Computer Science, 2(2), 72–79.

Aulia, B. W., Rizki, M., Prindiyana, P., & Surgana, S. (2023). Peran Krusial Jaringan Komputer dan Basis Data dalam Era Digital. JUSTINFO | Jurnal Sistem Informasi Dan Teknologi Informasi, 1(1), 9–20. https://doi.org/10.33197/justinfo.vol1.iss1.2023.1253

Esterlin, E., Sihombing, V., & Juledi, A. P. (2024). Deteksi Serangan dalam Jaringan Komputer dengan Algoritma Pohon Keputusan C4.5. Jurnal Ilmu Komputer Dan Sistem Informasi (JIKOMSI), 7(1), 322–327. https://doi.org/https://doi.org/10.55338/jikomsi.v7i1.3087

Farajollahi, M., & Baradaran, V. (2024). Expert system application in law : A review of research and applications. International Journal of Nonlinear Analysis and Applications, 15(July 2023), 107–114. https://doi.org/https://doi.org/10.22075/ijnaa.2023.31260.4596

Haryono, D., & Zulianda, Y. (2021). Sistem Pendeteksian Serangan Jaringan Local Area Network ( Lan ) Menggunakan Algoritma Naive Bayes. JOISIE Journal Of Information System And Informatics Engineering, 5(1), 1–8. https://doi.org/https://doi.org/10.35145/joisie.v5i1.949

Ilaina, A. S. A., & Nugraha, F. (2025). terjadi, mulai dari pencurian data sampai dengan peretasan. Triwikrama: Jurnal Multidisiplin Ilmu Sosial, 8(6), 1–15. https://doi.org/https://doi.org/10.9963/fb6a9g13

Karimi, B. I., & Yusuf, A. R. (2025). Kebocoran Data dan Distributed Denial of Service (DDoS) dalam Cloud Computing: Systematic Literature Review. Integrative Perspectives of Social and Science Journal, 2(3), 3871–3879.

Laode, I. U., Rizal, A. S., & Isnawaty, I. (2024). Deteksi Serangan Siber Pada Jaringan Komputer Menggunakan Metode Random Forest. JATI (Jurnal Mahasiswa Teknik Informatika), 8(3), 2787–2793. https://doi.org/10.36040/jati.v8i3.8891

Mubarok, K., & Romli, M. A. (2025). Implementation of Rule Based Method in Detecting Brute Force Attacks on Owncloud Implementasi Metode Rule Based dalam Mendeteksi Serangan Brute Force pada Owncloud. MALCOM: Indonesian Journal of Machine Learning and Computer Science, 5(January), 159–167. https://doi.org/https://doi.org/10.57152/malcom.v5i1.1701

Nasution, A. R. S. (2021). Identifikasi Permasalahan Penelitian. ALACRITY : Journal Of Education, 1(2), 13–19. https://doi.org/https://doi.org/10.52121/alacrity.v1i2.21

Qorimah, E. N., & Sutama, S. (2022). Studi Literatur: Media Augmented Reality (AR) Terhadap Hasil Belajar Kognitif. JURNALBASICEDU, 6(2), 2055–2060. https://doi.org/https://doi.org/10.31004/basicedu.v6i2.2348

Rakhmawati, N. A., Septa, A., Budi, S., Atletiko, F. J., Maulida, K., Ramadhani, F., & Handayani, S. F. (2018). Penentuan Prioritas Pengambilan Pesanan Barang Oleh Angkutan Kota Dengan Metode Rule-Based System. Jurnal Sistem Informasi Bisnis, 02(1), 195–202. https://doi.org/10.21456/vol8iss2pp195-202

Sajida, M., Yuhandri, Y., & Nurcahyo, G. W. (2024). Perancangan Sistem Pakar Dengan Metode Forward Chaining dan Certainty Factor Untuk Mendeteksi Penyakit Kelinci. Jurnal KomtekInfo, 11, 98–105. https://doi.org/10.35134/komtekinfo.v11i3.546

Setiawan, D. (2018). Dampak Perkembangan Teknologi Informasi dan Komunikasi Terhadap Budaya Impact of Information Technology Development and Communication on. Jurnal Simbolika, 4(1), 62–72. https://doi.org/10.31289/simbollika.v4i1.1474

Setiawan, D., Pratama, M. C., & Arisandi, D. (2023). Implementasi Sistem Keamanan Jaringan Menggunakan Rule-Based Ids Pada Pt Netkrida Tuah Cakrawala. JOISIE Journal Of Information System And Informatics Engineering, 7(2), 381–389. https://doi.org/https://doi.org/10.35145/joisie.v7i2.4014

Simatangkir, D. W. E. S., Afifah, E. F. N., & Faliha, N. S. (2025). Keamanan Siber dalam Perbankan Serta Tantangan dan Solusi di Era Digital. Jurnal Multidisiplin Ilmu Akademik, 2(1), 33–42. https://doi.org/10.1484/m.tt-eb.4.2017009

Strom, B. E., Miller, D. P., Nickels, K. C., Pennington, A. G., & Thomas, C. B. (2020). MITRE ATT & CK ® : Design and Philosophy. The MITRE Corporation, July 2018, 1–46.

Subali, M. A. P., & Fatichah, C. (2019). Kombinasi Metode Rule-Based dan N-Gram Stemming untuk Mengenali Stemmer Bahasa Bali. Jurnal Teknologi Informasi Dan Ilmu Komputer, 6(2), 219–228. https://doi.org/10.25126/jtiik.2019621105

Syifa, P., Safwandi, S., & Fitri, Z. (2025). Sistem pakar diagnosis penyakit paru menggunakan metode convolutional neural network dan rule based system 1) 1,2,3). RABIT : Jurnal Teknologi Dan Sistem Informasi Univrab, 10(2), 1380–1392. https://doi.org/https://doi.org/10.36341/rabit.v10i2.6548

Yamin, M., & Sulindawaty, S. (2024). Implementasi Sistem Pakar Deteksi Dini Penyakit Demam Berdarah Dengue Menggunakan Metode Rule Based Reasoning (Rumah Sakit Umum Bandung). JOURNAL DATA SCIENCE PENUSA (JDSP), 1(1), 1–8.


Bila bermanfaat silahkan share artikel ini

Berikan Komentar Anda terhadap artikel Perancangan Basis Pengetahuan pada Sistem Pakar Identifikasi Jenis Serangan Keamanan Jaringan dengan Metode Rule-Based System

Dimensions Badge
Article History
Published: 2025-12-31
Abstract View: 327 times
PDF Download: 336 times
Issue
Section
Articles