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Related Experiment Video

Updated: Jun 9, 2025

Large Scale Energy Efficient Sensor Network Routing Using a Quantum Processor Unit
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Solving a real-world package delivery routing problem using quantum annealers.

Eneko Osaba1, Esther Villar-Rodriguez2, Antón Asla3

  • 1TECNALIA, Basque Research and Technology Alliance (BRTA), 48160, Derio, Spain. eneko.osaba@tecnalia.com.

Scientific Reports
|October 21, 2024
PubMed
Summary
This summary is machine-generated.

This study introduces Q4RPD, a quantum-classical strategy for solving complex routing problems with real-world constraints. It effectively handles heterogeneous fleets and priority deliveries, demonstrating practical quantum computing applications.

Keywords:
D-WaveLogisticsOptimizationPackage deliveryQuantum annealerQuantum computingRouting problem

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Area of Science:

  • Operations Research
  • Quantum Computing

Background:

  • Quantum computing research is increasingly intersecting with routing problems, often focusing on classical formulations like the Traveling Salesman Problem.
  • Real-world routing scenarios present complex requirements that are challenging to translate into traditional problem structures.

Purpose of the Study:

  • To develop a novel quantum-classical solving scheme, Q4RPD, capable of addressing realistic routing instances with their full set of constraints.
  • To demonstrate the practical applicability of quantum computing in solving complex, real-world logistics challenges.

Main Methods:

  • A hybrid quantum-classical strategy, Q4RPD, was developed to incorporate realistic constraints.
  • The strategy utilizes the D-Wave Leap Constrained Quadratic Model Hybrid Solver.
  • Key constraints addressed include heterogeneous vehicle fleets, priority deliveries, and dual-value package capacities (weight and dimensions).

Main Results:

  • Q4RPD was tested on six diverse instances to illustrate its application.
  • The scheme successfully maintained the characteristics and restrictions of original real-world problems.

Conclusions:

  • The Q4RPD strategy offers a viable approach for solving complex, real-world routing problems using quantum computing.
  • This research highlights the potential of quantum-classical hybrid methods for enhancing logistics and operations research.