Research Interest

  • Applied deep learning and machine learning
  • Blockchain technologies
  • FinTech (FinTech Lab)
  • Mobile computing and IoT
  • Intelligent transportation Systems

Research Projects on Blockchain

iBCTrans: A Practical Blockchain-Based Framework for Cellular Vehicular-To-Everything Networks

As Intelligent Transportation Systems and Connected Vehicles become increasingly prevalent, establishing secure, efficient, and scalable communication infrastructures has become imperative. This paper introduces iBCTrans, a novel framework designed specifically for Cellular Vehicular-to-Everything (C-V2X) Networks, leveraging a blockchain-based approach to address the challenges in vehicular communication scenarios. iBCTrans integrates blockchain technology with Self-Sovereign Identity (SSI) principles and Decentralized Identifiers (DIDs) to facilitate secure and trustworthy V2X applications among vehicles, infrastructure, and networks. In this framework, vehicles can authenticate their identities in a secure and privacy-preserving manner, ensuring the integrity and reliability of the communication. A detailed overview of the iBCTrans architecture, components, protocols, and workflows is presented and potential applications in various vehicular communication scenarios are discussed. The proposed iBCTrans framework aims to provide a robust solution for the emerging demands of V2X communications, paving the way for the next generation of intelligent vehicular networks.

ibctrans

VDKMS: Vehicular Decentralized Key Management System for Cellular Vehicular-to-Everything Networks

The rapid development of intelligent transportation systems and connected vehicles has highlighted the need for secure and efficient key management systems (KMS). In this paper, we introduce VDKMS (Vehicular Decentralized Key Management System), a novel Decentralized Key Management System designed specifically as an infrastructure for Cellular Vehicular-to-Everything (V2X) networks, utilizing a blockchain-based approach. The proposed VDKMS addresses the challenges of secure communication, privacy preservation, and efficient key management in V2X scenarios. It integrates blockchain technology, Self-Sovereign Identity (SSI) principles, and Decentralized Identifiers (DIDs) to enable secure and trustworthy V2X applications among vehicles, infrastructures, and networks. We first provide a comprehensive overview of the system architecture, components, protocols, and workflows, covering aspects such as provisioning, registration, verification, and authorization. We then present a detailed performance evaluation, discussing the security properties and compatibility of the proposed solution, as well as a security analysis. Finally, we present potential applications in the vehicular ecosystem that can leverage the advantages of our approach.

ibctrans

ADPP: A NOVEL ANOMALY DETECTION AND PRIVACY-PRESERVING FRAMEWORK USING BLOCKCHAIN AND NEURAL NETWORKS IN TOKENOMICS

The increasing popularity of crypto assets has resulted in greater cryptocurrency investor interest and more exposure in both industry and academia. Despite the substantial socioeconomic benefits, the anonymous character of cryptocurrency trading makes it prone to abuse and a magnet for illicit purposes, which cause monetary losses for individual traders and erosion in the standing of the tokenomics industry. To regulate the illicit behavior and secure users' privacy for cryptocurrency trading, we present an Anomaly Detection and Privacy-Preserving (ADPP) Framework integrating blockchain and deep learning technologies. Specifically, ADPP leverages blockchain technologies to build a user management platform that ensures anonymity and enhances the privacy-preservation of user information. Atop the user management system, an Anomaly Detection System adapts neural networks and imbalanced learning on topological cryptocurrency flow among users to identify anomalous addresses and maintain a sanction list repository. The experiments on the real-world dataset demonstrate the effectiveness and superior performance of ADPP. The flexible framework can be easily generalized to the crypto assets with public real-time transaction (e.g., Non-fungible Token), which takes up a significant proportion of market capitalization in the domain of tokenomics.

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