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Author

Qihao Liu

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2026

CoRe: A Collaborative and Reflective Language Model Framework for Flexible Job Shop Scheduling

Effective production scheduling is pivotal to intelligent manufacturing, where Mixed-Integer Linear Programming (MILP)-based exact methods remain attractive for their guarantee of global optimality. Nevertheless, their deployment is constrained by the specialized expertise required for model formulation, particularly i...

Ming-Ming Peng, Jie Yang, Jin Huang et al. · 0 citations
Open access Aug 2026

ESIM: An Embodied System Integration Methodology for Real-Time Risk Mitigation in Autonomous Driving

This paper proposes an Embodied System Integration Methodology (ESIM), which translates cognitive models into fielded robotic systems, and demonstrates that by applying hardware acceleration and asynchronous pipelines, the ESIM framework consistently maintains end-to-end latencies within 10–20 ms across heterogeneous h...

Daiquan Xiao, Qi-Hao Liu, Xue-Cai Xu et al. · 0 citations
2026

Feedback-Driven Population Self-Evolution Framework for Dispatching Rule Generation in Dynamic Job Shop via Knowledge Distillation

The dynamic job shop scheduling problem (DJSSP) is critical for optimizing production efficiency in intelligent manufacturing systems under dynamic constraints. Traditional approaches, including heuristic dispatching rules (HDRs) and evolutionary hyper-heuristics, often struggle to generalize across dynamic and unseen...

Jin Huang, Zhengqi Shi, Qi-Hao Liu et al. · 0 citations

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