Author

Ming-Hao Li

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Conference Aug 2026

MA-HAI-RGF: A Multi-Agent Human-AI Collaborative Requirements Generation Framework for Complex Systems

Requirements engineering is a critical yet labor-intensive phase in software development, particularly for complex systems where stakeholder needs are diverse, evolving, and often ambiguous. Traditional approaches struggle with scalability, consistency, and completeness when dealing with large-scale requirements. This...

Ming-Hao Li, Chong-Shuang Hu, Han Liu et al. · 2026 12th International Conf... · 0 citations

Open access Aug 2026

An MBSE-Driven Digital Twin Framework with Semantic Enhancement for Cross-Phase Collaborative Management in Complex Product Systems

Cross-phase collaborative management in complex product systems (CoPS) development is inherently challenged by heterogeneous organizational coupling and stochastic disturbances. Although digital twin (DT) and model-based systems engineering (MBSE) technologies provide foundations for physical–virtual synchronization an...

Zhu Xiang, Ming-Hao Li, Tian-Yang Lei et al. · Systems · 0 citations