Fig. 2: NSCEF-ICHKG architecture and research framework.

The framework integrates four cohesive layers—the Cognitive-Driven Layer, the Neuro-Symbolic Knowledge Production Layer, the Knowledge Hierarchical Storage Layer, and the Experimental Validation Layer—to address the challenges of knowledge fragmentation and cognitive adaptation imbalance in the digital preservation of ICH.