Characterizing thermally activated transitions in high-dimensional rugged energy surfaces is a very challenging task for classical computers. Here, we develop a quantum annealing scheme to solve this problem. First, the task of finding the most probable transition paths in configuration space is reduced to a shortest-path problem defined on a suitable weighted graph. Next, this optimization problem is mapped into finding the ground state of a generalized Ising model, a task that can be efficiently solved by a quantum annealing machine. This approach leverages on the quantized nature of qubits to describe transitions between different system's configurations. Since it does not involve any lattice space discretization, it paves the way towards biophysical applications of quantum computing based on realistic all-atom models.
Dominant Reaction Pathways by Quantum Computing / Hauke, Philipp; Mattiotti, Giovanni; Faccioli, Pietro. - In: PHYSICAL REVIEW LETTERS. - ISSN 1079-7114. - ELETTRONICO. - 126:2(2021), pp. 028104.1-028104.6. [10.1103/PhysRevLett.126.028104]
Dominant Reaction Pathways by Quantum Computing
Hauke, Philipp;Mattiotti, Giovanni;Faccioli, Pietro
2021-01-01
Abstract
Characterizing thermally activated transitions in high-dimensional rugged energy surfaces is a very challenging task for classical computers. Here, we develop a quantum annealing scheme to solve this problem. First, the task of finding the most probable transition paths in configuration space is reduced to a shortest-path problem defined on a suitable weighted graph. Next, this optimization problem is mapped into finding the ground state of a generalized Ising model, a task that can be efficiently solved by a quantum annealing machine. This approach leverages on the quantized nature of qubits to describe transitions between different system's configurations. Since it does not involve any lattice space discretization, it paves the way towards biophysical applications of quantum computing based on realistic all-atom models.File | Dimensione | Formato | |
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