Development and Evaluation of a Desktop Academic Data Encryption Application Using AES with Password-Based Key Management

Authors

  • Muhammad Wahyu Rizqi Pratama UNIVERSITAS ISLAM BALITAR
  • Haris Yuana
  • Fatikhatul Trisna Ardinansyah

DOI:

https://doi.org/10.59934/jaiea.v5i3.2374

Keywords:

AES, PBKDF2, Academic Data Security, Cryptographic Performance, Pondok Pesantren Nur Rohman

Abstract

This study evaluates a desktop-based academic data security application integrating the Advanced Encryption Standard (AES) and Password-Based Key Derivation Function 2 (PBKDF2) at Pondok Pesantren Nur Rohman. Using an experimental approach, three AES key lengths (128-bit, 192-bit, and 256-bit) were tested against 10 authentic academic files to assess computational performance and cryptographic strength. The results show that AES-128 achieves the fastest speed with a throughput of 57.84–65.00 MB/s, while AES-256 requires the longest processing time due to its 14 internal rounds. Regarding security, all variations exhibit ideal mathematical resilience: ciphertext entropy ranges tightly between 7.9988 and 7.9999 (near absolute randomness), and avalanche effect percentages remain stable between 49.85% and 50.19%. Furthermore, PBKDF2 successfully mitigates brute-force vulnerabilities by mapping passwords into precise hexadecimal keys. The process introduces a minimal, constant file size overhead of exactly 64 bytes (Salt, IV, and padding). Hardware utilization is exceptionally efficient, recording low CPU usage (0.1%–0.2%) and stable RAM allocation (53%–54%). In conclusion, the system delivers an optimal equilibrium between high-level data protection and local hardware efficiency.

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References

A. Yanto, … W. A.-… : J. P., and undefined 2023, “Digitalisasi Pesantren Darul Mustafa Lebak Banten,” pdfs.semanticscholar.org, vol. 16, no. 2, 2023, doi: 10.35931/aq.v16i6.1541.

D. Surahman, S., Hidayatullah, M. T., Widawati, A., & Agustin, “Strategi pengelolaan informasi dan kearsipan di lembaga pendidikan,” Al-Ubudiyah J. Pendidik. dan Stud. Islam, vol. 6(1), pp. 292–298, 2025.

S. Bahri et al., “Evaluasi Sistem Keamanan Teknologi Informasi Menggunakan Indeks Kami dan Cobit 5 Di Pondok Pesantren,” J. Janitra Inform. dan Sist. Inf., vol. 4, no. 2, pp. 119–128, Feb. 2024, doi: 10.59395/PXZWYD38.

F. A. Ananta, A. Wulandary, J. Rizka, W. A. Hidayat, and M. Azkal, “Evaluasi Keamanan Dan Manajemen Data Pada Sistem Informasi Sekolah Di Era Transformasi Digital,” ejournal.unsuda.ac.id, vol. 2, no. 1, 2026, Accessed: May 23, 2026. [Online]. Available: http://ejournal.unsuda.ac.id/index.php/MPI/article/view/2346

A. Khusna, B. S.-J. M. Informatika, and undefined 2025, “Evaluasi Keamanan Informasi Dengan Indeks KAMI: Pondok Pesantren se-Magelang,” ejournal.sisfokomtek.orgAA Khusna, B SugiantoroJurnal Media Inform. 2025•ejournal.sisfokomtek.org, vol. 6, pp. 2600–2606, 2025, Accessed: May 23, 2026. [Online]. Available: https://ejournal.sisfokomtek.org/index.php/jumin/article/download/5962/4256

F. A. Ananta, A. Wulandary, J. Rizka, W. A. Hidayat, and M. Azkal, “Analisis Keamanan Komputer dalam Melindungi Data dari Serangan Siber,” JIKUM J. Ilmu Komput., vol. 2, no. 1, pp. 133–137, Jan. 2026, doi: 10.62671/JIKUM.V2I1.157.

H. Lallie, A. Thompson, E. Titis, P. S.- Computers, and U. 2025, “Enhancing cybersecurity in educational institutions: Challenges and strategies,” researchgate.net, vol. 2, no. 1, p. 2025, 2025, doi: 10.69760/lumin.20250001001.

G. Farid, N. F. Warraich, and S. Iftikhar, “Digital information security management policy in academic libraries: A systematic review (2010–2022),” journals.sagepub.com, vol. 51, no. 4, pp. 1000–1014, Aug. 2025, doi: 10.1177/01655515231160026.

H. Reddy Penubadi et al., “Sustainable electronic document security: A comprehensive framework integrating encryption, digital signature and watermarking algorithms,” pdfs.semanticscholar.org, vol. 5, no. 2, pp. 391–404, 2023, doi: 10.37868/hsd.v4i1.359.

Z. Arif, A. N.-J. T. S. Informasi, and undefined 2023, “Analisis Perbandingan Algoritma Kriptografi Simetris Dan Asimetris Dalam Meningkatkan Keamanan Sistem Informasi,” jurnal.mdp.ac.id, vol. 4, no. 2, pp. 394–405, 2023, Accessed: May 23, 2026. [Online]. Available: https://jurnal.mdp.ac.id/index.php/jtsi/article/view/6077

I. El Hanouti, “Contributions to the Design and Cryptanalysis of Symmetric-Key Cryptographic Constructions Based on Discrete Dynamical Systems,” researchgate.net, 2024, Accessed: May 23, 2026. [Online]. Available: https://www.researchgate.net/profile/Imad-El-Hanouti/publication/391217453_Introduction_Contributions_to_the_Design_and_Cryptanalysis_of_Symmetric-Key_Cryptographic_Constructions_Based_on_Discrete_Dynamical_Systems_Applications_to_Multimedia_Data_Introduc

A. Garg, B. Sharma, A. Gupta, and R. Khan, “Security of Modern Networks and Its Challenges,” taylorfrancis.com, pp. 57–71, Jan. 2023, doi: 10.1201/9781003267812-4/SECURITY-MODERN-NETWORKS-CHALLENGES-APURV-GARG-BHARTENDU-SHARMA-ANMOL-GUPTA-RIJWAN-KHAN.

S. S. G. Venkata, “Secure software development: Integrating encryption protocols from design to deployment,” ijamjournal.org, vol. 38, no. 2s, p. 2025, 2025, Accessed: May 23, 2026. [Online]. Available: https://ijamjournal.org/ijam/publication/index.php/ijam/article/view/714

M. F. Al-Gailani, “AES Cipher’s Candidates: Design and FPGA Implementation,” J. Internet Serv. Inf. Secur., vol. 15, no. 1, pp. 51-66., 2025.

P. Daffa Dwiyansah, F. Fathurrohman, N. Alfikry, and J. Sunupurwa Asri, “Comparative Analysis of Execution Time Performance and Memory Efficiency of AES-128, AES-192, and AES-256 Algorithms in Digital File Encryption,” ejournal.mediacovatech.org, vol. 6, no. 02, pp. 176–182, 2026, Accessed: May 23, 2026. [Online]. Available: https://ejournal.mediacovatech.org/index.php/jutics/article/view/4

G. Dupré, “Energy efficiency in AES encryption on ARM Cortex CPUs: Comparative analysis across modes of operation, data sizes, and key lengths,” diva-portal.org, 2024, Accessed: May 23, 2026. [Online]. Available: https://www.diva-portal.org/smash/record.jsf?pid=diva2:1880029

M. N. Alenezi, H. Alabdulrazzaq, H. M. Alhatlani, and F. A. Alobaid, “Advancing cloud image security via AES algorithm enhancement techniques,” etasr.com, vol. 23, no. 3, pp. 322–337, 2024, doi: 10.1504/IJICS.2024.138494.

M. Althamir and … A. A., “A systematic literature review on symmetric and asymmetric encryption comparison key size,” ieeexplore.ieee.org, 2023, Accessed: May 23, 2026. [Online]. Available: https://ieeexplore.ieee.org/abstract/document/10127879/

M. Marimuthu et al., “Survey of applications, advantages, and comparisons of AES encryption algorithm with other standards,” milestoneresearch.in, vol. 74, no. 3, pp. 4729–4745, 2023, doi: 10.32604/CMC.2023.033020.

T. Hasija, A. Kaur, K. R. Ramkumar, S. Sharma, S. Mittal, and B. Singh, “Research on enhanced AES algorithm based on key operations,” ieeexplore.ieee.org, vol. 948, pp. 39–54, 2023, doi: 10.1007/978-981-19-6383-4_4.

A. Tiwari, N. Sharma, M. Beri, and B. A. Botre, “Secure Offline Password Manager With AES-256-GCM and Honey Encryption for Brute-Force Attack Resilience,” ieeexplore.ieee.org, vol. 91, no. 4, pp. 1458–1471, Dec. 2025, doi: 10.1007/S43538-025-00583-Z.

J. V. Valencia and … M. L.-A., “Image Encryption Using Chaotic Box Partition–Permutation and Modular Diffusion with PBKDF2 Key Derivation,” mdpi.com, 2025, Accessed: May 23, 2026. [Online]. Available: https://www.mdpi.com/2624-800X/6/1/21

A. AlQahtani, “Key Derivation: A Dynamic PBKDF2 Model for Modern Cryptographic Systems,” mdpi.com, 2025, Accessed: May 23, 2026. [Online]. Available: https://www.mdpi.com/2410-387X/9/2/39

H. K. Veerabadrappa, K., Naikodi, C. B., Venkataswamy, S. B., & Narayanaswamy, “Elliptic Curve Cryptography and Password Based Key Derivation Function with Advanced Encryption Standard Method for Cloud Data Security,” Int. J. Intell. Eng. Syst., vol. 17, no. 6, 2024.

M. Yeni, R. Siregar, T. T.- JiTEKH, and undefined 2023, “Analisis pengaplikasian linear congruential generator (lcg) pada mode cipher block chaining (cbc) advanced encryption standard (aes),” jurnal.harapan.ac.id, vol. 11, no. 2, 2023, doi: 10.35447/jitekh.v11i2.795.

M. Nair and E. Akash, “AES-Based Cryptography for Sensitive Data Protection,” researchgate.net, 2022, Accessed: May 23, 2026. [Online]. Available: https://www.researchgate.net/profile/Ekkaldev-Akash/publication/390042866_AES-Based_Cryptography_for_Sensitive_Data_Protection/links/67dd03c9e62c604a0df7bce5/AES-Based-Cryptography-for-Sensitive-Data-Protection.pdf

F. Talaat, “FortiCrypt: Bridging Security and Usability in AES-256 File Encryption with PBKDF2-Enhanced Key Management,” researchgate.net, 2024, Accessed: May 23, 2026. [Online]. Available: https://www.researchgate.net/profile/Fatma-M-Talaat/publication/392094426_FortiCrypt_Bridging_Security_and_Usability_in_AES-256_File_Encryption_with_PBKDF2-Enhanced_Key_Management/links/68343d818a76251f22e8ac35/FortiCrypt-Bridging-Security-and-Usability-i

J. Khudair and … K. A. G., “Comparative study in enhancing AES algorithm: Data encryption,” wjps.uowasit.edu.iq, 2023, Accessed: May 23, 2026. [Online]. Available: http://wjps.uowasit.edu.iq/index.php/wjps/article/view/100

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Published

2026-06-15

How to Cite

Muhammad Wahyu Rizqi Pratama, Haris Yuana, & Fatikhatul Trisna Ardinansyah. (2026). Development and Evaluation of a Desktop Academic Data Encryption Application Using AES with Password-Based Key Management. Journal of Artificial Intelligence and Engineering Applications (JAIEA), 5(3), 4197–4210. https://doi.org/10.59934/jaiea.v5i3.2374

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