# Optimizing Tourism Routes: A Quantum Approach to the Profitable Tour Problem

**Authors:** Xiao-Shuang Cheng, You-Hang Liu, Xiao-Hong Dong, Yan Wang

PMC · DOI: 10.3390/e28020153 · Entropy · 2026-01-29

## TL;DR

This paper explores using quantum computing to optimize profitable tourism routes by solving a complex optimization problem.

## Contribution

A novel constraint-aware variational ansatz is introduced to encode hard constraints in the Profitable Tour Problem.

## Key findings

- The proposed quantum framework achieves high solution accuracy for smaller tourism scenarios.
- The method avoids large penalty terms in Hamiltonian optimization, improving performance.
- Numerical simulations validate the approach's viability for up to 25 qubits.

## Abstract

The Profitable Tour Problem is a well-known NP-hard optimization challenge central to tourism planning, aiming to maximize collected profit while minimizing travel costs. While classical heuristics provide approximate solutions, they often struggle with finding globally optimal routes. This paper explores the application of near-term quantum computing to this problem. We propose a framework based on the Variational Quantum Eigensolver to find high-quality solutions for the Profitable Tour Problem. The core of our contribution is a novel methodology for constructing a constraint-aware variational ansatz that directly encodes the problem’s hard constraints. This approach circumvents the need for large penalty terms in the Hamiltonian problem, which are often a source of optimization challenges. We validate our method through numerical simulations on a representative tourism scenario of up to 25 qubits. The results demonstrate the viability of the approach, achieving high solution accuracy consistent with brute-force enumeration for smaller instances. This work serves as a proof-of-concept for applying Variational Quantum Eigensolver to complex tourism optimization problems and provides a basis for future exploration on real quantum hardware.

## Full-text entities

- **Genes:** PTPRU (protein tyrosine phosphatase receptor type U) [NCBI Gene 10076] {aka FMI, PCP-2, PTP, PTP-J, PTP-PI, PTP-RO}
- **Diseases:** TSP (MESH:D000076082), injury to (MESH:D014947)
- **Chemicals:** VQE (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12939076/full.md

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12939076/full.md

## References

21 references — full list in the complete paper: https://tomesphere.com/paper/PMC12939076/full.md

---
Source: https://tomesphere.com/paper/PMC12939076