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International Conference on Augmented Intelligence and Sustainable Systems (ICAISS)

Post-Quantum Cryptographic Algorithms Performance Evaluation of Secure Networked Systems

Prathusha Prakash, Naga Deepak Pothuraju

Published Apr 28, 2026• 0 citations
Publisher

Abstract

It is also worth noting that the implementation of quantum computing has been a big threat to the classical cryptographic algorithms that are popular in secure networked systems. PostQuantum Cryptography (PQC) has come to play as one of the viable answers to this issue because it has the capacity to resist quantum-enabled attacks. In this paper, the author offers a detailed performance analysis of post-quantum cryptographic algorithms, lattice-based encryption which is based on the Learning with Errors (LWE) principle, and hashbased digital signatures which is based on SPHINCS+. An experimental environment was created that is controlled by using specific performance measures, such as time of key generation, the latency of encryption and decryption, amount of memory, and the size of keys and ciphertext. To determine the suitability of PQC in guaranteeing confidentiality, integrity, and authenticity over insecure channels, secure network communication was emulated. Through experimental findings, it has been shown that the lattice-based generation of keys has greater overhead in terms of computation and memory, but the encryption, decryption and signature processes have feasible limits. The results validate the practicability of the post-quantum cryptography mechanisms implementation in the practical secure network systems and the trade-off between the increased quantum resistance and the resource consumption.

DOI
10.1109/icaiss68683.2026.11526574

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It is also worth noting that the implementation of quantum computing has been a big threat to the classical cryptographic algorithms that are popular in secure networked systems. PostQuantum Cryptography (PQC) has come to play as one of the viable answers to this issue because it has the capacity to resist quantum-enabled attacks. In this paper, the author offers a detailed performance analysis of post-quantum cryptographic algorithms, lattice-based encryption which is based on the Learning with Errors (LWE) principle, and hashbased digital signatures which is based on SPHINCS+. An experimental environment was created that is controlled by using specific performance measures, such as time of key generation, the latency of encryption and decryption, amount of memory, and the size of keys and ciphertext. To determine the suitability of PQC in guaranteeing confidentiality, integrity, and authenticity over insecure channels, secure network communication was emulated. Through experimental findings, it has been shown that the lattice-based generation of keys has greater overhead in terms of computation and memory, but the encryption, decryption and signature processes have feasible limits. The results validate the practicability of the post-quantum cryptography mechanisms implementation in the practical secure network systems and the trade-off between the increased quantum resistance and the resource consumption.
Post-quantum cryptography (PQC) is a critical area of research aimed at addressing the threat quantum computing poses to traditional cryptographic systems. It focuses on evaluating the efficiency, security, and practical performance of PQC algorithms through experimental analysis. This research supports the development of optimized cryptographic solutions, contributes to standardization efforts, and ensures secure and efficient implementations for a wide range of applications. Despite progress in PQC, gaps still exist in practical performance evaluations, particularly in resource-constrained environments. There is a lack of standardized comparisons, hindering the selection of suitable algorithms for specific use cases like IoT and cloud systems. Furthermore, research on scalability, integration challenges, and the trade-offs between security and efficiency remains insufficient. The methodology involves creating a comprehensive framework to evaluate various PQC algorithms, including lattice-based (e.g., Kyber, Dilithium), code-based (e.g., McEliece), and hash-based (e.g., SPHINCS+). These algorithms will be tested in diverse environments, from resource-constrained devices to high-performance infrastructures such as cloud platforms. Key metrics such as encryption/decryption speed, key sizes, memory usage, and computational efficiency will be measured, focusing on the trade-offs between security, efficiency, and scalability. The results will be benchmarked against standardized metrics to provide a clear understanding of each algorithm's suitability for real-world deployment. The findings indicate that lattice-based algorithms like Kyber offer a strong balance between security and efficiency but require considerable computational resources. Code-based algorithms like McEliece are highly secure but come with large key sizes and slower speeds. Hash-based schemes like SPHINCS+ provide strong security but are computationally expensive, making them less suitable for resource-limited systems. The highlights the importance of optimizing PQC algorithms according to specific application requirements, where the choice of algorithm must balance security, efficiency, and resource constraints, with continuous optimization needed to address evolving real-world demands.
The advent of quantum computing presents a significant threat to classical public-key cryptographic systems, including RSA and Elliptic Curve Cryptography (ECC), thereby accelerating the development and standardization of post-quantum cryptography (PQC). This study evaluates the performance and implementation challenges of leading PQC algorithms across three major categories: lattice-based, hash-based, and multivariate cryptographic schemes. Utilizing empirical benchmark data from NIST candidate algorithms, the analysis focuses on key generation time, encryption latency, and memory consumption. Simulations and regression modeling reveal that lattice-based algorithms, particularly Kyber, demonstrate favorable trade-offs between computational efficiency and cryptographic strength. However, these schemes also present integration difficulties, especially in resource-constrained or legacy systems. Hash-based schemes like SPHINCS+ exhibit strong security guarantees but suffer from high latency and memory overhead, while multivariate algorithms such as Rainbow offer compact key sizes with moderate performance. The findings highlight the need for application-specific evaluation in selecting PQC solutions and provide actionable insights for guiding secure and efficient cryptographic transitions in the post-quantum era. Keywords: Post-Quantum Cryptography, Lattice-Based Cryptography, Hash-Based Cryptography, Multivariate Cryptography, Quantum Computing, Cryptographic Algorithms, Key Generation, Encryption Latency, Implementation Challenges, NIST PQC Standardization
The potential of the swift development of quantum computing is an extreme danger to the traditional cryptographic programs, and they are the foundation of the modern communication infrastructure. RSA and ECC are classical public-key algorithms that can be successfully quantum-attacked, in particular, Shor's algorithm can easily factor large integers and calculate discrete logarithms (Bernstein et al., 2017). The Post-Quantum Cryptography (PQC) has become the key to secure the next-generation communication networks against these threats, which relies on lattice problem-based algorithms, hash-based based algorithms, multivariate polynomials-based algorithms, and code-based cryptography. The paper examines the concepts, design, and implementation issues of PQC within current network infrastructure focusing on the secure transmission of data, authentication, and key management in the upcoming 5G and 6G networks. The approach will include the survey of existing algorithms of PQC, model the integration of protocol in the communication systems and test computational efficiency, security strength, and scalability. It has been found that PQC is suitable to protect network communications against quantum attackers, and achieves reasonable performance, though trade-offs can be seen in terms of computation overhead, key size, and latency. The research offers understanding to the researcher, network engineers and policy makers in order to adopt quantum resistant cryptography protocols to secure the confidentiality, integrity and authenticity of information in the future communication networks.
The advent of quantum computing poses a significant challenge to conventional cryptographic methods such as RSA, Elliptic Curve Cryptography (ECC), and Diffie-Hellman key exchange. Quantum algorithms, particularly Shor’s algorithm, have the potential to break these encryption techniques, making it essential to develop cryptographic approaches that can withstand quantum threats. Post-quantum cryptography (PQC) has emerged as a crucial area of research, aiming to establish cryptographic mechanisms that remain secure even in the presence of quantum adversaries. This study presents a detailed comparative analysis of five primary categories of quantum-resistant cryptographic algorithms: lattice-based, code-based, hash-based, multivariate polynomial, and isogeny-based encryption schemes. Each of these approaches offers distinct advantages and challenges in terms of security, efficiency, and implementation feasibility. Among them, lattice-based cryptography has gained significant attention due to its robust security properties and computational efficiency, making it a strong candidate for standardization. Conversely, code-based cryptography provides high security but is hindered by its large key sizes, affecting its practical deployment. The research includes a real-time performance assessment of selected PQC algorithms, analyzing key factors such as encryption speed, key size, and computational demands. Furthermore, the study examines the challenges associated with transitioning from classical encryption standards to quantum-resistant frameworks, including compatibility constraints, computational overhead, and the necessity for global standardization. Potential mitigation approaches, such as hybrid cryptographic techniques that integrate both classical and post-quantum encryption models, are also explored. Our findings emphasize that while quantum-resistant cryptography is still evolving, early adoption of PQC frameworks is essential for safeguarding future communication networks. This paper provides valuable insights for researchers, cybersecurity professionals, and policymakers on strategic measures to implement quantum-secure encryption systems effectively.
The advance of quantum computing poses significant risks to traditional cryptographic systems, including RSA and ECC, due to algorithms such as Shor's, prompting an urgent need for robust post-quantum cryptography (PQC) solutions. This paper presents a systematic review of PQC algorithms, encompassing lattice-based, code-based, multivariate polynomial, hash-based, and supersingular isogeny-based cryptography. By evaluating recent publications and NIST standardization efforts, we assess these approaches in terms of quantum resistance, computational efficiency, scalability, and implementation challenges. Lattice-based schemes, notably CRYSTALS-Kyber, excel in quantum-secure encryption and performance, whereas codebased systems like McEliece are hindered by large key sizes. Hash-based signatures, such as SPHINCS+, and isogeny-based protocols, including SIDH, provide promising alternatives but require further optimization to reduce computational overhead. Our analysis highlights the potential of hybrid PQC methods and lightweight hardware implementations for securing emerging domains like IoT, blockchain, and financial systems. The review serves as a foundational resource for researchers and practitioners, advocating the adoption of quantum-resistant cryptography to preserve data confidentiality, integrity, and authenticity in the quantum era.
The growing threat of quantum computing to classical cryptographic systems such as RSA and ECC has led to an urgent need for post-quantum cryptographic (PQC) research and implementation. The base paper, “Quantum Computing in Cryptography”, identified a major research gap - the lack of practical implementation of post-quantum algorithms, emphasizing that most existing works remain at a theoretical level. Addressing this gap, we develop and execute a practical benchmarking framework that compares classical RSA and simulated post-quantum cryptographic algorithms. The implementation integrates automatic setup, execution, and visualization of key generation, encryption, and decryption operations for both classical and PQC schemes. Experimental results demonstrate that while RSA achieves faster computational performance, it becomes vulnerable to quantum computational attacks. Conversely, post-quantum algorithms, though more computationally demanding, exhibit strong resistance against such attacks. The performance analysis highlights the trade-off between speed and quantum resilience, confirming the practical viability of PQC for future-proof cryptographic systems. This work effectively bridges the theoretical–practical divide noted in the base paper by providing a concrete, implementable model for evaluating post-quantum cryptography under realistic computational conditions.