A Generalized Metriplectic System via Free Energy and System~Identification via Bilevel Convex Optimization
<|reference_start|>A Generalized Metriplectic System via Free Energy and System~Identification via Bilevel Convex Optimization: This work generalizes the classical metriplectic formalism to model Hamiltonian systems with nonconservative dissipation. Classical metriplectic representations allow for the description of energy conservation and production of entropy via a suitable selection of an entropy function and a bilinear symmetric metric. By relaxing the Casimir invariance requirement of the entropy function, this paper shows that the generalized formalism induces the free energy analogous to thermodynamics. The monotonic change of free energy can serve as a more precise criterion than mechanical energy or entropy alone. This paper provides examples of the generalized metriplectic system in a 2-dimensional Hamiltonian system and $\mathrm{SO}(3)$. This paper also provides a bilevel convex optimization approach for the identification of the metriplectic system given measurements of the system.<|reference_end|>
@article{teng2024a,
    title={A Generalized Metriplectic System via Free Energy and
  System~Identification via Bilevel Convex Optimization},
    author={Sangli Teng, Kaito Iwasaki, William Clark, Xihang Yu, Anthony Bloch,
  Ram Vasudevan, Maani Ghaffari},
    journal={arXiv preprint arXiv:2410.06233},
    year={2024},
    archivePrefix={arXiv},
    eprint={2410.06233},
    primaryClass={eess.SY cs.SY}
}