SMISHING GUARD: STRATEGI PENGEMBANGAN SISTEM DETEKSI DAN RESPONS ANCAMAN SMS PHISHING

Slamet Slamet

Abstract


Dalam beberapa tahun terakhir, serangan SMS phishing (smishing) telah menunjukkan peningkatan signifikan secara global, termasuk di Indonesia, dengan modus yang semakin variatif dan kompleks. Serangan ini mengeksploitasi kelemahan dalam sistem perpesanan seluler dan rendahnya literasi keamanan digital untuk memperoleh informasi sensitif dari korban. Penelitian ini mengusulkan Smishing Guard, sebuah strategi terintegrasi berbasis kecerdasan buatan yang dirancang untuk mendeteksi dan merespons ancaman SMS phishing secara adaptif dan kontekstual. Sistem ini dikembangkan dengan memanfaatkan data dari SMS public gateway sebagai sumber informasi awal, yang merepresentasikan pesan-pesan mencurigakan yang kerap digunakan dalam skema phishing. Melalui pendekatan pembelajaran mesin dan analisis berbasis fitur linguistik dan metadata, Smishing Guard mampu mengidentifikasi pola serangan dengan tingkat akurasi yang tinggi. Selain itu, strategi respons yang diusulkan mencakup notifikasi real-time kepada pengguna serta penyusunan basis data phishing dinamis sebagai upaya mitigasi jangka panjang. Hasil penelitian ini menunjukkan potensi signifikan dalam memperkuat ekosistem keamanan siber, khususnya dalam menanggulangi ancaman smishing yang kian kompleks di era digital.

Keywords


SMS phishing, deteksi ancaman, sistem keamanan, SMS public gateway

Full Text:

PDF hlm 12 - 23

References


K. Y. Chai and M. F. Zolkipli, “Review on Confidentiality, Integrity and Availability in Information Security,” Journal of ICT In Education, vol. 8, no. 2, pp. 34–42, 2021, doi: 10.37134/jictie.vol8.2.4.2021.

S. Slamet, “Pertahanan Pencegahan Serangan Social Engineering Menggunakan Two Factor Authentication (2Fa) Berbasis Sms (Short Message System),” Spirit, vol. 14, no. 2, pp. 23–29, 2023, doi: 10.53567/spirit.v14i2.260.

A. A. C.Meenakshi, “SmishSMS- The Latest Detection of SMS Phishing Trends,” Tuijin Jishu/Journal of Propulsion Technology, vol. 44, no. 4, pp. 796–806, 2023, doi: 10.52783/tjjpt.v44.i4.936.

Id-SIRTII /CC, “Lanskap Keamanan Siber Indonesia,” Id-SIRTII /CC, no. 70, pp. 1–107, 2023.

Federal Trade Commission, “Annual Performance Report for Fiscal Year 2022 and Annual Performance Plan for Fiscal Years 2023 to 2024,” 2023, [Online]. Available: https://www.ftc.gov/system/files/ftc_gov/pdf/p859900fy22apr_fy23-24app.pdf.

S. Pokhrel, “Annual Review 2024,” Αγαη, vol. 15, no. 1, pp. 37–48, 2024.

B. Reaves, N. Scaife, D. Tian, L. Blue, P. Traynor, and K. R. B. Butler, “Sending Out an SMS: Characterizing the Security of the SMS Ecosystem with Public Gateways,” Proceedings - 2016 IEEE Symposium on Security and Privacy, SP 2016, pp. 339–356, 2016, doi: 10.1109/SP.2016.28.

E. N. Ekwonwune and V. C. Enyinnaya, “Design and Implementation of End to End Encrypted Short Message Service (SMS) Using Hybrid Cipher Algorithm,” Journal of Software Engineering and Applications, vol. 13, no. 03, pp. 25–40, 2020, doi: 10.4236/jsea.2020.133003.

O. Corporation, “Oracle ® Communications Convergent Charging Controller SMS Center Technical Guide,” no. October, 2023.

S. M. Peer-to-peer and P. Specification, “Short Message Peer-to-Peer Protocol Specification Version 5.0,” 2023, [Online]. Available: www.smsforum.net.

H. O. Lasisi, O. Oladepo, T. T. Awofolaju, and K. G. Olalekan, “Enhancement of Signaling System Number 7 for Improved Quality of Service in Mobile Communication Network,” vol. 6, no. 1, pp. 197–204, 2023.

A. J. Kouam, A. C. Viana, and A. Tchana, “SIMBox Bypass Frauds in Cellular Networks: Strategies, Evolution, Detection, and Future Directions,” IEEE Communications Surveys and Tutorials, vol. 23, no. 4, pp. 2295–2323, 2021, doi: 10.1109/COMST.2021.3100916.

D. C. Dewi, V. Y. Utami, and S. Y. M. Yusuf, “Peningkatan Kinerja Aparatur Melalui Sistem Informasi SHORT MESSAGE SERVICES (SMS) GATEWAY Pada Dinas Penanaman Modal dan Pelayanan Terpadu Satu Pintu Kota Makassar,” Ranah Publik Indonesia Kontemporer, vol. 1, no. 2, pp. 1–12, 2021.

R. Zieni, L. Massari, and M. C. Calzarossa, “Phishing or Not Phishing? A Survey on the Detection of Phishing Websites,” IEEE Access, vol. 11, no. January, pp. 18499–18519, 2023, doi: 10.1109/ACCESS.2023.3247135.

W. Li, S. Manickam, S. U. A. Laghari, and Y. W. Chong, “Uncovering the Cloak: A Systematic Review of Techniques Used to Conceal Phishing Websites,” IEEE Access, vol. 11, no. June, pp. 71925–71939, 2023, doi: 10.1109/ACCESS.2023.3293063.

B. Tejaswi, N. Samarasinghe, S. Pourali, M. Mannan, and A. Youssef, “Leaky Kits: The Increased Risk of Data Exposure from Phishing Kits,” eCrime Researchers Summit, eCrime, vol. 2022-Novem, 2022, doi: 10.1109/eCrime57793.2022.10142092.

T. Mynttinen, “Long Tran DATA SCRAPING APPLICTION WITH SCRAPY,” 2023.

B. Improve, “VirusTotal Enterprise,” 2021.

T. Gerbet and A. Kumar, “On the ( In ) security of Google Safe Browsing,” pp. 1–20, 2022.

E. B. Blancaflor, A. B. Alfonso, K. N. U. Banganay, G. A. B. D. Cruz, K. E. Fernandez, and S. A. M. Santos, “Let’s Go Phishing: A Phishing Awareness Campaign Using Smishing, Email Phishing, and Social Media Phishing Tools,” Proceedings of the International Conference on Industrial Engineering and Operations Management, no. Sanchez 2020, pp. 260–269, 2021, doi: 10.46254/ap01.20210108.

N. A. F. ICHIDA, “Optimasi Algoritma Simplified Lesk Dengan Spacy Untuk Word Sense Disambiguation Pada Kalimat Bahasa Inggris,” Jurnal Khatulistiwa Informatika, vol. 12, no. 1, pp. 13–18, 2024, doi: 10.31294/jki.v12i1.21404.

N. Nystrom, M. R. Clarkson, and A. C. Myers, “Polyglot: An extensible compiler framework for Java,” Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 2622, pp. 138–152, 2003, doi: 10.1007/3-540-36579-6_11.




DOI: http://dx.doi.org/10.53567/spirit.v17i1.380

Refbacks

  • There are currently no refbacks.


Copyright (c) 2025 Slamet Slamet

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

 

Diindeks Oleh:

SPIRIT : Sarana Penunjang Informasi Terkini

Diterbitkan oleh Teknologi Informasi Institut Teknologi dan Bisnis Yadika Pasuruan
Alamat Redaksi: Jl. Bader No.9, Kwangsan, Kalirejo, Kec. Bangil, Pasuruan, Jawa Timur 67153
Telp/Fax: (0343) 742070 , Email : lppm@stmik-yadika.ac.id
Google Maps :  Klik Disini

 Creative Commons License
Karya ini dilisensikan di bawah  Lisensi Internasional Creative Commons Atribusi 4.0 .