GenAI-Driven Quantum-Resilient Consensus Framework for Blockchain-Enabled Vehicular Digital Twins

Abstract

Digital Twin (DT) technology is elevating the next-generation intelligent transportation systems industry to new heights, as it enables real-time monitoring, predictive maintenance, and adaptive control of connected and autonomous vehicles. However, the use of GenAI and DTs in interconnected vehicular technology ecosystems introduces new attack vectors, particularly from quantum computing, which can easily break classical encryption systems. This paper introduces Reputation-based Proof-of-Stake (R-PoS), a hybrid consensus mechanism tailored for lattice-based post-quantum cryptography (PQC) operations on vehicular edge devices. The core contribution is a lightweight hybrid consensus mechanism optimized for lattice-based PQC on edge devices, enabling secure and scalable synchronization between physical assets and their digital twins. Experimental results from a containerized IoT testbed using the Open Quantum Safe (OQS) library show that the proposed PQC-blockchain (PQC-BC) framework achieves an average throughput of 1178 transactions per second with latency of 0.78 second. These results affirm the framework’s efficacy in securing future interconnected vehicular environments and establishing a trust foundation for sustainable quantum-resistant digital twin applications.