Quantum radio astronomy: Quantum linear solvers for redundant baseline calibration

IF 1.9 4区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS
N. Renaud , P. Rodríguez-Sánchez , J. Hidding , P. Chris Broekema
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引用次数: 0

Abstract

The computational requirements of future large scale radio telescopes are expected to scale well beyond the capabilities of conventional digital resources. Current and planned telescopes are generally limited in their scientific potential by their ability to efficiently process the vast volumes of generated data. To mitigate this problem, we investigate the viability of emerging quantum computers for radio astronomy applications. In this a paper we demonstrate the potential use of variational quantum linear solvers in Noisy Intermediate Scale Quantum (NISQ) computers and combinatorial solvers in quantum annealers for a radio astronomy calibration pipeline. While we demonstrate that these approaches can lead to satisfying results when integrated in calibration pipelines, we show that current restrictions of quantum hardware limit their applicability and performance.

量子射电天文学:用于冗余基线校准的量子线性求解器
未来大型射电望远镜的计算要求预计将远远超出传统数字资源的能力。目前和计划中的望远镜一般都会受到有效处理大量生成数据能力的限制,从而无法发挥其科学潜力。为了缓解这一问题,我们研究了新兴量子计算机在射电天文学应用中的可行性。在这篇论文中,我们展示了变分量子线性求解器在噪声中等规模量子(NISQ)计算机中的潜在用途,以及量子退火器中组合求解器在射电天文学校准管道中的潜在用途。虽然我们证明了这些方法在集成到校准流水线中时可以带来令人满意的结果,但我们也表明,目前量子硬件的限制限制了它们的适用性和性能。
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来源期刊
Astronomy and Computing
Astronomy and Computing ASTRONOMY & ASTROPHYSICSCOMPUTER SCIENCE,-COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
CiteScore
4.10
自引率
8.00%
发文量
67
期刊介绍: Astronomy and Computing is a peer-reviewed journal that focuses on the broad area between astronomy, computer science and information technology. The journal aims to publish the work of scientists and (software) engineers in all aspects of astronomical computing, including the collection, analysis, reduction, visualisation, preservation and dissemination of data, and the development of astronomical software and simulations. The journal covers applications for academic computer science techniques to astronomy, as well as novel applications of information technologies within astronomy.
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