Hamiltonian and symplectic tensors in the T-product algebra

Abstract We study Hamiltonian and symplectic tensor structures in the T-product algebra. We define T-Hamiltonian and T-symplectic tensors and characterize them through their Fourier-domain slices. For T-Hamiltonian tensors we establish the standard block form and the spectral symmetry of T-eigenvalues, while for T-symplectic tensors we derive the inverse and exponential-map properties. Our main result is a constructive T-Williamson normal form for tensors whose Fourier-domain slices are real symmetric positive-definite matrices. We also show that, under the Hermitian symplectic convention adopted here, this decomposition does not extend verbatim to arbitrary Hermitian positive-definite Fourier-domain slices, and we derive a real-valued recovery criterion under Fourier conjugate symmetry. Numerical experiments verify the construction, exhibit runtime trends consistent with the slice-wise complexity $$\mathcal {O}(pn^3)$$ O ( p n 3 ) , and illustrate the framework on a Fourier-domain encoding of covariance-matrix families arising in continuous-variable quantum dynamics.

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Publication Details

Journal
Computational and Applied Mathematics
Published
2026-10-26
DOI
https://doi.org/10.1007/s40314-026-03934-8
Primary Topic
Tensor decomposition and applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Hamiltonian and symplectic tensors in the T-product algebra

Susana Lopez-Moreno, Taehyeong Kim
Computational and Applied Mathematics
Tensor decomposition and applications
article

Hamiltonian and symplectic tensors in the T-product algebra

Susana Lopez-Moreno, Taehyeong Kim
article en

Abstract

Abstract We study Hamiltonian and symplectic tensor structures in the T-product algebra. We define T-Hamiltonian and T-symplectic tensors and characterize them through their Fourier-domain slices. For T-Hamiltonian tensors we establish the standard block form and the spectral symmetry of T-eigenvalues, while for T-symplectic tensors we derive the inverse and exponential-map properties. Our main result is a constructive T-Williamson normal form for tensors whose Fourier-domain slices are real symmetric positive-definite matrices. We also show that, under the Hermitian symplectic convention adopted here, this decomposition does not extend verbatim to arbitrary Hermitian positive-definite Fourier-domain slices, and we derive a real-valued recovery criterion under Fourier conjugate symmetry. Numerical experiments verify the construction, exhibit runtime trends consistent with the slice-wise complexity $$\mathcal {O}(pn^3)$$ O ( p n 3 ) , and illustrate the framework on a Fourier-domain encoding of covariance-matrix families arising in continuous-variable quantum dynamics.

Computational and Applied MathematicsVol. 46(3)
Kyungpook National University (KR), Pusan National University (KR)
National Research Foundation, National Research Foundation of Korea, Ministry of Science and ICT, South Korea
Openalex Percentile: Top 60%
Tensor decomposition and applications
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Hamiltonian and symplectic tensors in the T-product algebra — Susana Lopez-Moreno, Taehyeong Kim · Computational and Applied Mathematics (2026) | TGRS Research Map | TGRS