Optimal Service Placement for 6G Edge Computing With Quantum-Centric Optimization in Real Quantum Hardware

IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS
Dang Van Huynh;Octavia A. Dobre;Trung Q. Duong
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引用次数: 0

Abstract

Mobile edge computing (MEC) is emerging as a transformative enabler for the sixth-generation (6G) wireless networks. This letter investigates the potential of a quantum-centric optimisation approach for service placement in 6G MEC. Specifically, we formulate a mixed-integer binary programming problem that aims to minimise both service costs and delay by optimising service placement decisions, subject to constraints on service availability and the computing budget of edge servers. The formulated problem is NP-hard, making it computationally challenging for classical methods to solve. To address this, we develop a quantum-centric optimisation solution that efficiently finds optimal binary solutions for the problem, demonstrating potential for tackling medium-to-large-scale instances. Simulation results validate the effectiveness of the quantum-centric approach by showcasing the convergence pattern of the optimisation process on real quantum hardware and the associated increase in running time compared to a classical method.
真实量子硬件中以量子为中心的6G边缘计算优化服务布局
移动边缘计算(MEC)正在成为第六代(6G)无线网络的变革性推动者。这封信调查了以量子为中心的优化方法在6G MEC中服务放置的潜力。具体来说,我们制定了一个混合整数二进制规划问题,该问题旨在通过优化服务放置决策来最小化服务成本和延迟,并受到服务可用性和边缘服务器计算预算的约束。公式化的问题是np困难的,这使得经典方法在计算上具有挑战性。为了解决这个问题,我们开发了一个以量子为中心的优化解决方案,可以有效地找到问题的最佳二进制解决方案,展示了解决中型到大型实例的潜力。仿真结果通过展示优化过程在真实量子硬件上的收敛模式以及与经典方法相比相关的运行时间增加,验证了量子中心方法的有效性。
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来源期刊
IEEE Communications Letters
IEEE Communications Letters 工程技术-电信学
CiteScore
8.10
自引率
7.30%
发文量
590
审稿时长
2.8 months
期刊介绍: The IEEE Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of communication over different media and channels including wire, underground, waveguide, optical fiber, and storage channels. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of communication systems.
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