ZeQi Liao

Mr. ZeQi Liao

orcid

Research Focus & Metrics

Academic Career Length

1Year (2026-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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17 February 2026 in Journal of Information Security and Applications
Verified
Journal Article
Closed access
FLFeng Luo
Feng Luo
ZLZhihao Li
Zhihao Li
YTYingpeng Tong
Yingpeng Tong
ZLZeQi Liao
ZeQi Liao
ZZZhouping Zhang
Zhouping Zhang
QLQin Liu
Qin Liu

4 February 2026 in IEEE Transactions on Vehicular Technology
Verified
Journal Article
Closed access
FLFeng Luo
Feng Luo
YTYingpeng Tong
Yingpeng Tong
YRYi Ren
Yi Ren
YYYanhua Yu
Yanhua Yu
ZLZeQi Liao
ZeQi Liao
YGYi Guo
Yi Guo
In modern automotive zonal electrical/electronic architectures, Time-Sensitive Networking (TSN) serves as the communication backbone, while Controller Area Network (CAN) operates as regional communication branches. The cross-domain communication requirements among CAN nodes distributed across different zones make CAN-TSN scheduling critically important. However, existing scheduling methods struggle to simultaneously meet CAN messages' real-time constraints and achieve efficient TSN bandwidth utilization, especially under high-load conditions with multiple CAN domains. To address these challenges, this paper introduces a comprehensive system model for CAN-TSN scheduling and, for the first time, establishes an aggregation theorem, providing a rigorous theoretical foundation for efficient CAN frame aggregation based on the AVTP protocol. Leveraging this theoretical result, a Constructive Heuristic Algorithm for AVTP-based CAN-TSN scheduling (CHAC) is proposed to produce initial high-quality scheduling solutions. Further optimization is conducted using a Hybrid Iterative Greedy Algorithm (HIGA), which integrates tabu list strategies and the Metropolis acceptance criterion to explore and refine solutions effectively. Simulation studies and prototype experiments conducted under heavy traffic scenarios demonstrate the effectiveness of the proposed methods. Compared to state-of-the-art approaches, the TSN link load is reduced by 41.7%, gateway CPU utilization decreases by 60.3%, and the CAN frame reception rate increases to 93.6%. These outcomes highlight the significant contribution of this research in advancing CAN-TSN scheduling performance, particularly under high-load scenarios, by achieving superior bandwidth utilization and robust real-time communication performance.

1 June 2026 in Future Internet
Verified
Journal Article
Open access
PDF file
YRYi Ren
Yi Ren
FLFeng Luo
Feng Luo
YTYingpeng Tong
Yingpeng Tong
YYYanhua Yu
Yanhua Yu
ZLZeQi Liao
ZeQi Liao
YXYuezhen Xiao
Yuezhen Xiao
Driven by the rapid advancement of intelligence and connectivity, traditional distributed and signal-oriented automotive architectures are gradually being replaced by centralized, service-oriented architectures. In response to this transition, In-Vehicle Networks (IVNs) are expected to deliver high bandwidth, hard real-time performance, high reliability, and service-oriented capabilities. Data Distribution Service (DDS) and Time-Sensitive Networking (TSN) provide key technical support from the perspectives of service orientation and quality of service, respectively. Consequently, the integration of DDS and TSN has become a focal point in the field of IVNs. However, existing DDS message scheduling mechanisms cannot eliminate publishing time jitter, which prevents effective integration with deterministic scheduling mechanisms at the TSN layer, particularly the Time-Aware Shaper (TAS). To enable deterministic DDS communication in the DDS over TSN Architecture (DoTA), a Time-Triggered (TT) communication strategy based on message preemption and guard band mechanisms is proposed. This strategy is integrated into the flow controller of the DDS middleware. By scheduling a timed-event table, the publishing time of Time-Sensitive (TS) DDS messages is precisely controlled to align with the TAS mechanism. In addition, a schedulability analysis method is proposed to estimate the Worst-Case End-to-end Delay (WCED) of TS messages in DoTA. Experimental results from a physical testbed demonstrate that the proposed TT strategy can constrain the publishing time deviation of TS messages within 3 μs. When the TT strategy is jointly deployed with the TAS mechanism, both the end-to-end delay and jitter satisfy the requirements of safety-critical in-vehicle applications. Furthermore, the maximum deviation between the experimental results and the WCED estimated from the schedulability analysis is 15.4%. This indicates that the proposed method can effectively validate the feasibility of network designs and provide sufficient safety margins.