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.

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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
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preprint

FieldDOperator: Matrix-Valued Coupling for D-Operator on FieldMap Graphs

TOYOHIRO ARIMOTO, 5 Sonnet
Zenodo (CERN European Organization for Nuclear Research)
Nonlinear Dynamics and Pattern Formation
preprint

FieldDOperator: Matrix-Valued Coupling for D-Operator on FieldMap Graphs

TOYOHIRO ARIMOTO, 5 Sonnet
preprint en

Abstract

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.

Zenodo (CERN European Organization for Nuclear Research)
Bando Chemical Industries (Japan) (JP)
Nonlinear Dynamics and Pattern Formation
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