MODEL 01 // Graph Neural Networks & Physical Topology

GGNN Directed Graph Topology

Applied Physics Catalogue
Governing Mathematical Equation
hi(t)=GRU(hi(t−1),∑j∈N(i)Weij)h_i^{(t)} = \text{GRU}\left(h_i^{(t-1)}, \sum_{j \in \mathcal{N}(i)} W e_{ij}\right)

Systemic Risk Mechanism & Physics Formulation

7-layer directed graph neural network mapping physical SCADA/PLC control loops, lateral movement trajectories, and real-time vulnerability propagation across OT topologies.

Key Technical Deliverables

>7-Layer Gated Graph Neural Network Topology
>Dynamic Lateral Movement Trajectory Sampling
>Real-Time SCADA/PLC Vulnerability Mapping