Solar multidataset merge analysis

a pre-flattened, space-time optimization matrix tracking the complete evolution of solar Active Region 11130 across 81 distinct temporal steps sampled at 2-hour intervals. Rather than preserving standard 3D spatial coordinate meshes, the SolARED engineering team packed all regional dimensions down into streamlined 2D vectors of shape (81, 240). This structure links 168 hours of physical solar activity directly to a 240-element structural coordinate line mapping the continuum thermal intensity, localized magnetic flux densities, and four distinct acoustic oscillation resonance bands (spanning 2 to 6 mHz). By unrolling the spatial features into unified coordinate streams, the architecture allows for instantaneous vectorized transformations—such as calculating continuous Shannon spectral entropy manifolds or running high-density cubic spline interpolations—bypassing heavy spatial processing overhead to isolate hidden topological transformations on the solar surface.