Articles with "quantum scientific" as a keyword



Potential of quantum scientific machine learning applied to weather modeling

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Published in 2024 at "Physical Review A"

DOI: 10.1103/physreva.110.052423

Abstract: In this work we explore how quantum scientific machine learning can be used to tackle the challenge of weather modelling. Using parameterised quantum circuits as machine learning models, we consider two paradigms: supervised learning from… read more here.

Keywords: scientific machine; machine; weather; machine learning ... See more keywords

Generic and scalable differential-equation solver for quantum scientific computing

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Published in 2024 at "Physical Review A"

DOI: 10.1103/physreva.111.012625

Abstract: One of the most important topics in quantum scientific computing is solving differential equations. In this paper, generalized quantum functional expansion (QFE) framework is proposed. In the QFE framework, a functional expansion of solution is… read more here.

Keywords: scientific computing; qfe framework; generic scalable; quantum scientific ... See more keywords