Cognitive processes in biological and digital spaces. (a) An example illustrating the human brain's remarkable ability to generalize past experiences to novel situations using structural knowledge (including spatial and relational knowledge). (b) Representation of the analogous closed-loop cognition in both biological and digital spaces. (c) Application of the proposed PINL to power grids, demonstrating the use of structural knowledge in a manner that mirrors biological cognitive processes.