Quantum Pontryagin Neural Networks in Gamkrelidze Form Subjected to the Purity of Quantum Channels

• Tipo: Artigo em Revista Científica Internacional
• Data: 2023

Autores

Dehaghani, NB (Autor) Outra; Aguiar, AP (Autor) FEUP; Wisniewski, R (Autor) Outra

Revista

Título: IEEE Control Systems Letters

Vol. 7

Páginas: 2227-2232

Editora: IEEE

Indexação

ISI Web of Knowledge - 0 Citações

Outras Informações

ID Authenticus: P-00Y-HM1

DOI: 10.1109/lcsys.2023.3286303

Abstract (EN): We investigate a time and energy minimization optimal control problem for open quantum systems, whose dynamics is governed through the Lindblad (or Gorini-Kossakowski-Sudarshan-Lindblad) master equation. The dissipation is Markovian time-independent, and the control is governed by the Hamiltonian of a quantum-mechanical system. We are specifically interested to study the purity in a dissipative system constrained by state and control inputs. We deal with the state constraints through Gamkrelidze revisited method, while handling control constraints through the idea of saturation functions and system extensions. This is the first time that quantum purity conservation is formulated in such framework. We obtain the necessary conditions of optimality through the Pontryagin Minimum Principle. Finally, the resulted boundary value problem is solved by a Physics-Informed Neural Network (PINN) approach, a technique that is also new in quantum control context. We show that these PINNs play an effective role in learning optimal control actions.

Idioma: Inglês

Tipo (Avaliação Docente): Científica

Nº de páginas: 6