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Quantum-mechanical exploration of the phase diagram of water

Chemistry

Quantum-mechanical exploration of the phase diagram of water

A. Reinhardt and B. Cheng

In an innovative approach, researchers Aleks Reinhardt and Bingqing Cheng have advanced our understanding of the water phase diagram using hybrid density-functional-theory techniques. Their work reveals the stability of known phases under high pressure, shedding light on the thermodynamics of this vital substance. Discover how cutting-edge machine learning techniques and free-energy methods make this groundbreaking research possible!... show more
Abstract
The set of known stable phases of water may not be complete, and some of the phase boundaries between them are fuzzy. Starting from liquid water and a comprehensive set of 50 ice structures, we compute the phase diagram at three hybrid density-functional-theory levels of approximation, accounting for thermal and nuclear fluctuations as well as proton disorder. Such calculations are only made tractable because we combine machine-learning methods and advanced free-energy techniques. The computed phase diagram is in qualitative agreement with experiment, particularly at pressures ≤8000 bar, and the discrepancy in chemical potential is comparable with the subtle uncertainties introduced by proton disorder and the spread between the three hybrid functionals. None of the hypothetical ice phases considered is thermodynamically stable in our calculations, suggesting the completeness of the experimental water phase diagram in the region considered. Our work demonstrates the feasibility of predicting the phase diagram of a polymorphic system from first principles and provides a thermodynamic way of testing the limits of quantum-mechanical calculations.
Publisher
Nature Communications
Published On
Jan 26, 2021
Authors
Aleks Reinhardt, Bingqing Cheng
Tags
water
phase diagram
density-functional theory
machine learning
thermodynamics
polymorphic systems
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