Characterizing thermally activated transitions in high-dimensional rugged energy surfaces is avery challenging task for classical computers. Here, we develop a quantum annealing scheme to solvethis 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 optimizationproblem is mapped into finding the ground state of a generalized Ising model. A finite-size scalinganalysis suggests this task may be solvable efficiently by a quantum annealing machine. Our 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 future biophysical applications of quantum computing based on realistic all-atom models.

Hauke, P., Mattiotti, G., Faccioli, P. (2021). Dominant Reaction Pathways by Quantum Computing. PHYSICAL REVIEW LETTERS, 126(2) [10.1103/PhysRevLett.126.028104].

Dominant Reaction Pathways by Quantum Computing

Faccioli, Pietro
2021

Abstract

Characterizing thermally activated transitions in high-dimensional rugged energy surfaces is avery challenging task for classical computers. Here, we develop a quantum annealing scheme to solvethis 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 optimizationproblem is mapped into finding the ground state of a generalized Ising model. A finite-size scalinganalysis suggests this task may be solvable efficiently by a quantum annealing machine. Our 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 future biophysical applications of quantum computing based on realistic all-atom models.
Articolo in rivista - Articolo scientifico
Graph algorithms; Ground state; Ising model; Quantum computers; Quantum theory
English
2021
126
2
028104
none
Hauke, P., Mattiotti, G., Faccioli, P. (2021). Dominant Reaction Pathways by Quantum Computing. PHYSICAL REVIEW LETTERS, 126(2) [10.1103/PhysRevLett.126.028104].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/405626
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