Tytuł | Quantum readiness for scheduling of Automatic Guided Vehicles (AGVs) as job-shop problem |
Publication Type | Journal Article |
Rok publikacji | Submitted |
Autorzy | Śmierzchalski T , Pawela Ł , Gardas B , Puchała Z , Koniorczyk M , Domino K |
Journal | arXiv preprint |
Volume | arXiv:2309.03088 |
Abstract | A case study based on a real-life production environment for the scheduling
of automated guided vehicles (AGVs) is presented. A linear programming
model is formulated for scheduling AGVs with given paths and task assign-
ments. Using the new model, a moderate size instance of 15 AGVs (all using
the same main lane connecting most of the crucial parts of the factory) can
be solved approximately with a CPLEX solver in seconds. The model is also
solved with a state-of-the art hybrid quantum-classical solver of the noisy
intermediate size quantum (NISQ) devices’ era (D-Wave BQM and CQM).
It is found that it performs similarly to CPLEX, thereby demonstrating the
“quantum readiness” of the model. The hybrid solver reports non-zero quan-
tum processing times, hence, its quantum part contributes to the solution
efficiency.
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URL | https://arxiv.org/abs/2309.03088 |