Research Article

Performance Evaluation of ML-KEM and ML-DSA Post-Quantum Algorithms in Real-World IoT Networks

Number: Advanced Online Publication Early Pub Date: July 22, 2026

Performance Evaluation of ML-KEM and ML-DSA Post-Quantum Algorithms in Real-World IoT Networks

Abstract

The recent introduction of Google’s Willow quantum chip has demonstrated remarkable computational capabilities, solving problems in microseconds that would take classical computers millions of years. As quantum computers advance toward cryptographic relevance, existing encryption algorithms become vulnerable to attacks that could break them within seconds or minutes, rendering current cryptographic protections ineffective. This necessitates the establishment of post-quantum cryptography (PQC) standards to secure systems in the quantum era. This study evaluates the performance of NIST-standardized PQC algorithms Kyber (512, 768, 1024) and Dilithium (2, 3, 5) on a Raspberry Pi 4 Model B, representing baseline IoT device capabilities. Using the Liboqs library, each algorithm was executed across 1000 iterations in a real-world wireless network environment connected to a router, accounting for practical network conditions such as packet loss, latency, and jitter to assess computational feasibility under resource-constrained conditions. Experimental results demonstrate the practical viability of PQC algorithms in IoT environments. Kyber-512 achieved encryption times of 58 μs and decryption times of 51 μs, while Dilithium-2 completed signature generation in 1.1 ms. These findings confirm that both Kyber and Dilithium algorithms offer efficient and rapid performance, making them suitable candidates for securing IoT devices against quantum threats.

Keywords

References

  1. A. Hamza, B. Kumar, "A review paper on DES, AES, RSA encryption standards," in 2020 9th Int. Conf. System Modeling and Advancement in Research Trends (SMART), Moradabad, India, 2020, pp. 333-338.
  2. P. W. Shor, "Algorithms for quantum computation: Discrete logarithms and factoring," in Proc. 35th Annu. Symp. Found. Comput. Sci., Santa Fe, NM, USA, 1994, pp. 124-134.
  3. M. Frustaci, P. Pace, G. Aloi, G. Fortino, "Evaluating critical security issues of the IoT world: Present and future challenges," IEEE Internet of Things Journal, vol. 5, no. 4, pp. 2483-2495, Aug. 2018.
  4. E. Alkim, Y. A. Choi, C.-P. Chuengsatiansup, L. Ducas, T. Güneysu, J. Howe, T. Oder, M. J. Peikert, P. Schwabe, D. Stebila, M. R. Albrecht, "NewHope on ARM Cortex-M," in Proc. Int. Conf. Security, Privacy, and Applied Cryptography Engineering (SPACE), Hyderabad, India, 2016, pp. 332-349.
  5. S. Ravi, A. Raghunathan, P. Kocher, S. Hattangady, "Security in embedded systems: Design challenges," ACM Transactions on Embedded Computing Systems, vol. 3, no. 3, pp. 461-491, Aug. 2004.
  6. J. W. Bos, C. Costello, L. Ducas, I. Mironov, M. Naehrig, V. Nikolaenko, A. Raghunathan, D. Stebila, "CRYSTALS - Kyber: A CCA-secure module-latticebased KEM," in Proc. IEEE Eur. Symp. Security and Privacy (EuroS&P), Paris, France, 2018, pp. 353-367.
  7. L. Ducas, E. Kiltz, T. Lepoint, V. Lyubashevsky, P. Schwabe, G. Seiler, D. Stehlé, "CRYSTALS-Dilithium: A lattice-based digital signature scheme," IACR Transactions on Cryptographic Hardware and Embedded Systems, vol. 2018, no. 1, pp. 238-268, 2018.
  8. T. Güneysu, V. Lyubashevsky, T. Pöppelmann, "Practical lattice-based cryptography: A signature scheme for embedded systems," in Proc. Cryptographic Hardware and Embedded Systems (CHES), Leuven, Belgium, 2012, pp. 530-547.

Details

Primary Language

English

Subjects

Cryptography

Journal Section

Research Article

Early Pub Date

July 22, 2026

Publication Date

-

Submission Date

January 28, 2026

Acceptance Date

June 10, 2026

Published in Issue

Year 2026 Number: Advanced Online Publication

APA
İnce, C. (2026). Performance Evaluation of ML-KEM and ML-DSA Post-Quantum Algorithms in Real-World IoT Networks. Sakarya University Journal of Computer and Information Sciences, Advanced Online Publication, 1004-1011. https://doi.org/10.35377/saucis...1874093
AMA
1.İnce C. Performance Evaluation of ML-KEM and ML-DSA Post-Quantum Algorithms in Real-World IoT Networks. SAUCIS. 2026;(Advanced Online Publication):1004-1011. doi:10.35377/saucis.1874093
Chicago
İnce, Cemile. 2026. “Performance Evaluation of ML-KEM and ML-DSA Post-Quantum Algorithms in Real-World IoT Networks”. Sakarya University Journal of Computer and Information Sciences, no. Advanced Online Publication: 1004-11. https://doi.org/10.35377/saucis. 1874093.
EndNote
İnce C (July 1, 2026) Performance Evaluation of ML-KEM and ML-DSA Post-Quantum Algorithms in Real-World IoT Networks. Sakarya University Journal of Computer and Information Sciences Advanced Online Publication 1004–1011.
IEEE
[1]C. İnce, “Performance Evaluation of ML-KEM and ML-DSA Post-Quantum Algorithms in Real-World IoT Networks”, SAUCIS, no. Advanced Online Publication, pp. 1004–1011, July 2026, doi: 10.35377/saucis...1874093.
ISNAD
İnce, Cemile. “Performance Evaluation of ML-KEM and ML-DSA Post-Quantum Algorithms in Real-World IoT Networks”. Sakarya University Journal of Computer and Information Sciences. Advanced Online Publication (July 1, 2026): 1004-1011. https://doi.org/10.35377/saucis. 1874093.
JAMA
1.İnce C. Performance Evaluation of ML-KEM and ML-DSA Post-Quantum Algorithms in Real-World IoT Networks. SAUCIS. 2026;:1004–1011.
MLA
İnce, Cemile. “Performance Evaluation of ML-KEM and ML-DSA Post-Quantum Algorithms in Real-World IoT Networks”. Sakarya University Journal of Computer and Information Sciences, no. Advanced Online Publication, July 2026, pp. 1004-11, doi:10.35377/saucis. 1874093.
Vancouver
1.Cemile İnce. Performance Evaluation of ML-KEM and ML-DSA Post-Quantum Algorithms in Real-World IoT Networks. SAUCIS. 2026 Jul. 1;(Advanced Online Publication):1004-11. doi:10.35377/saucis. 1874093

 

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