English

Spectral Kernel Dynamics for Planetary Surface Graphs: Distinction Dynamics and Topological Conservation

Dynamical Systems 2026-04-24 v1 Earth and Planetary Astrophysics Machine Learning Robotics

Abstract

The spectral kernel field equation R[k] = T[k] lacks a conservation-law analog. We prove (i) the fixed-point flow is strictly volume-expanding (tr DF > 0), precluding automatic conservation, and (ii) the conservation deficit per mode equals the Hessian stability margin exactly: D_m = -Delta'. Closing the deficit requires a scene-side compensating contribution, which we formalise as the distinction dynamics equation dc/dt = G[c, h_t], with MaxCal-optimal realisation G_opt. On fixed-topology 3D surface graphs we derive a conditional topology-preserving compression theorem: retaining k >= beta_0 + beta_1 modes (under a spectral-ordering assumption) preserves all Betti-number charges; we include a worked short-cycle counterexample (figure-eight) calibrating when the assumption fails. A triple necessary spectral diagnostic -- Fiedler-mode concentration, elevated curl energy, anomalous beta_1 -- is derived for planetary drainage networks at O(N) cost. Two internal real-data sequences serve as preliminary consistency checks; full benchmarks and adaptive-topology extensions are deferred.

Keywords

Cite

@article{arxiv.2604.20887,
  title  = {Spectral Kernel Dynamics for Planetary Surface Graphs: Distinction Dynamics and Topological Conservation},
  author = {Jnaneshwar Das},
  journal= {arXiv preprint arXiv:2604.20887},
  year   = {2026}
}

Comments

17 pages, 0 figures

R2 v1 2026-07-01T12:31:04.946Z