Standard Coupled Map Lattices (CMLs) and Reservoir Computing substrates typically rely on local diffusive coupling, rendering them vulnerable to catastrophic information loss when local states are perturbed. This paper introduces a novel lattice architecture—the Polar Conjugate Lattice—which integrates complex-valued phase memory with non-local antipodal coupling. By enforcing a global Conjugate-Position Symmetry constraint, the system links the real-valued state of a cell to the imaginary phase of its spatial mirror twin. We demonstrate that this Symmetry-Protected Redundancy allows the system to recover from massive data deletion events (up to 5% grid loss) through deterministic restoration. Simulation results show that the architecture achieves this resilience with O (N^2) computational complexity, offering a scalable mechanism for fault-tolerant edge computing.
Md. Shahriar Bin Fahad (Sat,) studied this question.