Quantum computing for transport optimization
We explore the near-term intersection of quantum computing with the transport sector. To support near-term integration, we introduce a framework for assessing the suitability of transport optimization problems for obtaining potential performance enhancement using quantum algorithms. Given a suitable...
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Zusammenfassung: | We explore the near-term intersection of quantum computing with the transport
sector. To support near-term integration, we introduce a framework for
assessing the suitability of transport optimization problems for obtaining
potential performance enhancement using quantum algorithms. Given a suitable
problem, we then present a workflow for obtaining valuable transport solutions
using quantum computers, articulate the limitations on contemporary systems,
and describe newly available performance-enhancing tools applicable to current
commercial quantum computing systems. We make this integration process concrete
by following the assessment framework and integration workflow for an exemplary
vehicle routing optimization problem: the Capacitated Vehicle Routing Problem.
We present novel advances to exponentially reduce the required computational
resources, and experimentally demonstrate a prototype implementation exhibiting
over 20X circuit performance enhancement on a real quantum device. |
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DOI: | 10.48550/arxiv.2206.07313 |