AI-based cyber patrol system for media sentiment analysis on online news regarding the Indonesian Air Force
DOI:
https://doi.org/10.35335/mandiri.v14i3.497Keywords:
Cyber Patrol, Sentiment Analysis, Viral Phrases, Web ScrapingAbstract
This study presents the development of an adaptive cyber patrol system designed to assist the Indonesian Air Force in monitoring the rapidly changing dynamics of public information. The system aims to detect issues that may influence strategic perception and operational readiness by automatically tracking online news sources across Indonesia. The integrated framework automates the collection, Analysis, and reporting process ranging from identifying viral phrases and performing sentiment Analysis to generating tactical reports for Download. Artificial intelligence techniques are employed to expand keyword coverage, ensure the timeliness of information, and assess the relevance and coherence of collected content. Evaluation results indicate that the system operates reliably and produces well-structured outputs. Overall, this research offers a modular integration of AI, information Analysis, and automated reporting that can be further developed toward predictive and multi-tenant analytics in the future.
References
Aga, S. S., & Nissar, S. (2022). Essential Guide to Manuscript Writing for Academic Dummies: An Editor’s Perspective. Biochemistry Research International, 2022(1), 1492058. https://doi.org/10.1155/2022/1492058
Al-Fedaghi, S. (2021). Validation: Conceptual versus Activity Diagram Approaches. International Journal of Advanced Computer Science and Applications, 12(6), 287–297. https://doi.org/10.14569/IJACSA.2021.0120632
Azgin, B., & Kiralp, S. (2024). Surveillance, Disinformation, and Legislative Measures in the 21st Century: AI, Social Media, and the Future of Democracies. Social Sciences 2024, Vol. 13, Page 510, 13(10), 510. https://doi.org/10.3390/SOCSCI13100510
Behzadi, P., & Gajdács, M. (2021). Writing a strong scientific paper in medicine and the biomedical sciences: a checklist and recommendations for early career researchers. Biologia Futura, 72(4), 395–407. https://doi.org/10.1007/S42977-021-00095-Z
Borgeaud, S., Mensch, A., Hoffmann, J., Cai, T., Rutherford, E., Millican, K., van den Driessche, G., Lespiau, J. B., Damoc, B., Clark, A., de Las Casas, D., Guy, A., Menick, J., Ring, R., Hennigan, T., Huang, S., Maggiore, L., Jones, C., Cassirer, A., … Sifre, L. (2021). Improving language models by retrieving from trillions of tokens. Proceedings of Machine Learning Research, 162, 2206–2240. https://arxiv.org/pdf/2112.04426
Englar, R. E. (2023). Finding Yourself in the Arena of Scientific Writing: The Journey From Idea to Publication in Shelter and Community Medicine. Journal of Shelter Medicine and Community Animal Health, 2(1). https://doi.org/10.56771/JSMCAH.V2.60
Fauzi, M. A., Tribiakto, H., Moniva, A., Amir, F., Ilyas, I. K., & Utami, E. (2023). Systematic Literature Reviews on Rapid Application Development Information System. Bulletin of Computer Science and Electrical Engineering, 4(1), 57–64. https://doi.org/10.25008/BCSEE.V4I1.1181
Gedam, M. N., & Meshram, B. B. (2023). Proposed Secure Activity Diagram for Software Development. International Journal of Advanced Computer Science and Applications, 14(6), 671–680. https://doi.org/10.14569/IJACSA.2023.0140671
Guess, A. M., Malhotra, N., Pan, J., Barberá, P., Allcott, H., Brown, T., Crespo-Tenorio, A., Dimmery, D., Freelon, D., Gentzkow, M., González-Bailón, S., Kennedy, E., Kim, Y. M., Lazer, D., Moehler, D., Nyhan, B., Rivera, C. V., Settle, J., Thomas, D. R., … Tucker, J. A. (2023). How do social media feed algorithms affect attitudes and behavior in an election campaign? Science, 381(6656), 398–404. https://doi.org/10.1126/science.abp9364
Iskandar, M. F., Dharmawan, D., Kusnady, D., Sintesa, N., & Arijanti, S. (2024). Application of The Rapid Application Development Method to Develop a Decision Support System for Employee Performance Assessment in a State-Owned Electricity Company. Jurnal Informasi Dan Teknologi, 132–137. https://doi.org/10.60083/JIDT.V6I1.486
Izacard, G., & Grave, E. (2021). Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering. EACL 2021 - 16th Conference of the European Chapter of the Association for Computational Linguistics, Proceedings of the Conference, 874–880. https://doi.org/10.18653/V1/2021.EACL-MAIN.74
Jatmiko, B. (2023). What Are Information Warfare and Its Significance For Indonesian Defense and Security? Indonesian Maritime Journal, 3(2), 16–16. https://maritimejournal.id/index.php/jmi/article/view/142
Joseph, J., Vineetha, S., & Sobhana, N. V. (2022). A survey on deep learning based sentiment analysis. Materials Today: Proceedings, 58, 456–460. https://doi.org/10.1016/J.MATPR.2022.02.483
Maulana, M. R., Susanto, E. B., & Christianto, P. A. (2024). Pengujian Black Box dengan Teknik Equivalence Partitioning pada Aplikasi Monitoring Pemberian Obat Filariasis Berbasis Android. KLIK: Kajian Ilmiah Informatika Dan Komputer, 4(4), 2179–2187. https://doi.org/10.30865/KLIK.V4I4.1603
Mazarr, M. J., Bauer, R., Casey, A., Heintz, S., & Matthews, L. J. (2020). The Emerging Risk of Virtual Societal Warfare: Social Manipulation in a Changing Information Environment. The Emerging Risk of Virtual Societal Warfare: Social Manipulation in a Changing Information Environment. https://doi.org/10.7249/RR2714
Munusamy, S., Syasyila, K., Shaari, A. A. H., Pitchan, M. A., Kamaluddin, M. R., & Jatnika, R. (2024). Psychological factors contributing to the creation and dissemination of fake news among social media users: a systematic review. BMC Psychology 2024 12:1, 12(1), 673-. https://doi.org/10.1186/S40359-024-02129-2
Pennycook, G., & Rand, D. G. (2021). The Psychology of Fake News. Trends in Cognitive Sciences, 25(5), 388–402. https://doi.org/10.1016/J.TICS.2021.02.007
Permatasari, I., Adhania, F., Putri, S. A., & Nursari, S. R. C. (2023). Pengujian Black Box Menggunakan Metode Analisis Nilai Batas pada Aplikasi DANA. KONSTELASI: Konvergensi Teknologi Dan Sistem Informasi, 3(2), 373–387. https://doi.org/10.24002/KONSTELASI.V3I2.8289
Putri, R. E., Fadly, Y., Purwanto, D., Pardede, J., Studi, P., & Komputer, S. (2024). DESIGN OF A DIGITAL LIBRARY SYSTEM BASED ON UML. PROSIDING UNIVERSITAS DHARMAWANGSA, 4(1), 333–338. https://doi.org/10.46576/PROSUNDHAR.V4I1.367
Rospricilia, T. A., Nizar, M., & Ma’ady, P. (2024). Pemodelan Integration Use Case (IUC): Perancangan Use Case Diagram (UML) untuk Sistem-sistem yang Terintegrasi. INTEGER: Journal of Information Technology, 9(2). https://doi.org/10.31284/J.INTEGER.2024.V9I2.6345
Sarker, I. H., Kayes, A. S. M., Badsha, S., Alqahtani, H., Watters, P., & Ng, A. (2020). Cybersecurity data science: an overview from machine learning perspective. Journal of Big Data, 7(1). https://doi.org/10.1186/S40537-020-00318-5
Susanto, D. D. (2024). IMPLEMENTASI UML PADA PERANCANGAN SISTEM INFORMASI PELATIHAN KERJA DI BALAI LATIHAN KERJA KOTA MOJOKERTO. Jurnal Informatika Teknologi Dan Sains (Jinteks), 6(4), 862–871. https://doi.org/10.51401/JINTEKS.V6I4.4851
Yan, H., Ma, M., Wu, Y., Fan, H., & Dong, C. (2022). Overview and analysis of the text mining applications in the construction industry. Heliyon, 8(12), e12088. https://doi.org/10.1016/j.heliyon.2022.e12088
Yumhi, Y., Dharmawan, D., Febrian, W. D., Sutisna, A. J., & Syahribulan. (2024). Application of Rapid Application Development Method in Designing a Knowledge Management System to Improve Employee Performance in National Construction Company. Jurnal Informasi Dan Teknologi, 155–160. https://doi.org/10.60083/JIDT.V6I1.491
Zakaria, F., & Utami, E. (2024). An Analysis of Requirement Engineering and Techniques: A Literature Review. International Journal of Research and Applied Technology (INJURATECH), 4(1), 48–59. https://doi.org/10.34010/INJURATECH.V4I1.13731
Zulkarnaini, Firdhayanti, A., Taufik, T., & Bachry, B. (2023). User Acceptance Testing through Blackbox Evaluation for Corn Distribution Information System. Bit-Tech, 6(2), 208–215. https://doi.org/10.32877/BT.V6I2.1065
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2025 Muhammad Iqbal Setyawan, Adam Mardamsyah, Anindito Anindito, Dwi Cahyo Budiman

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.




