activity
20212026
collaborators

8 papers

math-ph2026

Dirac Structures and Reduction of Optimal Control Problems with Symmetries

A. Ibort, M. Leok, R. Salmoni +1

We study the symmetry reduction of optimal control problems using Dirac structures. The first-order conditions of the Pontryagin Maximum Principle are written as an implicit Dirac…

math-ph2026

A Morse-Family Integrator for Hamilton--Jacobi Dynamics Across Caustics

F. Jiménez Alburquerque, M. Leok, C. Sardón +1

We develop a geometric framework for implicit discrete Hamiltonian systems based on discrete Morse families, Lagrangian relations, and discrete analogues of Tulczyjew's triple. The…

cs.LG2026

Symplectic Neural Networks for Learning Non-Separable Hamiltonians

Harsh Choudhary, Vyacheslav Kungurtsev, Chandan Gupta +2

Hamiltonian Neural Networks (HNNs) integrate physical priors into neural models by learning a system's Hamiltonian, improving generalization and sample efficiency. Identifying the…

math-ph2026

Noether-Type Theorems and the Generalized Herglotz Principle in -Contact Geometry

Melvin Leok, Cristina Sardón, Xuefeng Zhao

We develop a unified geometric framework for dissipative mechanical systems based on uniform -contact manifolds, which provide an extended phase space equipped with multiple con…

math-ph2025

Integration on -Cosymplectic Manifolds

M. Leok, C. Sardón, X. Zhao

This paper presents a unified framework for studying dynamics and integration on -cosymplectic manifolds. After outlining the geometric foundations of -cosymplectic structure…

math-ph2025

q-Cosymplectic Geometry, Integrability and Reduction

Melvin Leok, Cristina Sardón, Xuefeng Zhao

In the present paper, we define the concept of a \( q \)-cosymplectic manifold, on which we study the Hamiltonian, gradient, local gradient, and \( q \)-evolution vector fields. Se…

cs.LG2024

Learning Generalized Hamiltonians using fully Symplectic Mappings

Harsh Choudhary, Chandan Gupta, Vyacheslav Kungurtsev +2

Many important physical systems can be described as the evolution of a Hamiltonian system, which has the important property of being conservative, that is, energy is conserved thro…

math.DS2021

Nearly-periodic maps and geometric integration of noncanonical Hamiltonian systems

J. W. Burby, E. Hirvijoki, M. Leok

M. Kruskal showed that each continuous-time nearly-periodic dynamical system admits a formal symmetry, generated by the so-called roto-rate. When the nearly-periodic system…