FieldDOperator: Matrix-Valued Coupling for D-Operator on FieldMap Graphs
The D-Operator generalizes Kuramoto synchronization to vector states, but its coupling term uses a scalar weight per edge. FieldMap, however, is defined around d x d coupling matrices -- anisotropic, direction-dependent influence between nodes, which a scalar weight cannot express. We introduce FieldDOperator, a drop-in generalization of the D-Operator's coupling term from a scalar weight to a matrix, implemented without modifying the original D-Operator file. We verify it reduces exactly to the scalar case, actually exhibits anisotropic behavior a scalar coupling cannot, respects FieldMap's sparse (non-all-to-all) edge structure, and ports to PyTorch with differentiable coupling parameters. We then connect it to StructuralTime and show that a change in the coupling topology -- not just a change in target, as in the companion paper -- is also detectable as an internal-time regime change, with a real interpretive error made and corrected along the way.
Authors
- TOYOHIRO ARIMOTO
- 5 Sonnet
Institutions
- Bando Chemical Industries (Japan) (JP)
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2026-09-11
- DOI
- https://doi.org/10.5281/zenodo.22713583
- Primary Topic
- Nonlinear Dynamics and Pattern Formation
- Type
- preprint