ACADEMIC JOURNAL & RESEARCH

計量產品結構與
人機交互研究院

Quantitative Ergonomic Mechanics: Predicting Human-Machine Interactive Fatigue

Published in: Journal of Industrial Design Engineering | June 2026

本研究探討如何利用骨骼圖注意力網絡 (Skeleton Graph Attention Networks) 預測高維應力場下的人機交互疲勞向量。透過生物力學精算，我們能精確定義全球化硬體產品的物理舒適度指標。

PREDICTION MODEL ARCHITECTURE

High-Dimensional Stress Field Topology Map

Patent Assetization in Monopolistic Industrial Supply Chains

Research Theme: Aesthetic Capital Allocation & Game Theory

精算領袖企業在面對暴力專利訴訟時，平衡設計成本與商譽損失的最優化資本配置公式：

\[A_{design}^* = \arg\max_{\mathbf{C}_d, \mathbf{S}_v} \left[ \sum_{n=1}^N \frac{\Delta \mathcal{R}_n(\mathbf{C}_d, \mathbf{S}_v) \cdot \Gamma_{patent}}{(1 + \gamma)^n} - \mathcal{C}_{research}(\mathbf{C}_d) - \Phi(\Psi_{lawsuit}, \sigma) \right]\]

此公式結合了動態勝訴率 \(\Gamma\) 與供應鏈反噬風險因子 \(\Phi\)，為 500 強製造業提供剛性決策支援。

動態設計決策治理演算法
FUNCTION Optimize_Design_Sovereignty(Market_Data, Patent_Thickets):
    INITIALIZE Aesthetic_Gate = 0.99
    FOR EACH Product_Node IN Supply_Chain:
        CALCULATE Curvature_Continuity(G3)
        IF Similarity_Index > Threshold:
            TRIGGER Patent_Firewall(Enclave_Mode)
    RETURN Optimal_Asset_Matrix