In this paper we present a Variational Quantum Algorithm (VQA) for the Permutation Flow Shop Scheduling Problem (PFSSP). This scheduling problem is challenging to be solved with a quantum algorithm because the objective function is quite difficult to be expressed by means of a Hamiltonian, and a large number of qubits is generally required. For this reason, we propose to use a variational approach where the solution is represented with a limited number of qubits and the objective function can be computed without explicitly synthesizing a Hamiltonian operator. The algorithm has been implemented and tested on a simulator; the preliminary experimental results demonstrate that our solution could represent a viable alternative to solve the PFSSP on real quantum devices.

A Variational Quantum Algorithm for the Permutation Flow Shop Scheduling Problem

Fagiolo Fabrizio
;
2025-01-01

Abstract

In this paper we present a Variational Quantum Algorithm (VQA) for the Permutation Flow Shop Scheduling Problem (PFSSP). This scheduling problem is challenging to be solved with a quantum algorithm because the objective function is quite difficult to be expressed by means of a Hamiltonian, and a large number of qubits is generally required. For this reason, we propose to use a variational approach where the solution is represented with a limited number of qubits and the objective function can be computed without explicitly synthesizing a Hamiltonian operator. The algorithm has been implemented and tested on a simulator; the preliminary experimental results demonstrate that our solution could represent a viable alternative to solve the PFSSP on real quantum devices.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.12071/51932
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