TY - JOUR
T1 - First Order Methods for Geometric Optimization of Crystals
T2 - Theoretical Derivations
AU - Tsili, Antonia
AU - Dyer, Matthew S.
AU - Gusev, Vladimir V.
AU - Krysta, Piotr
AU - Savani, Rahul
N1 - Publisher Copyright:
© 2024 The Authors. Advanced Theory and Simulations published by Wiley-VCH GmbH.
PY - 2024/7
Y1 - 2024/7
N2 - Crystal structures are important formations, bases of materials used in everyday life. A lot of effort is dedicated to the creation of new materials, starting from the study and combination of crystal structures' properties[1] through the crystals' geometric optimization. In the meantime, an equal amount of effort is dedicated to the study and development of methods employed in optimization problems; this, nevertheless, is carried out independently, in the context of computer science. There is a need, therefore, to acknowledge and highlight the overlap between the two fields, whilst creating a common language and establishing the theoretical foundations on which the optimization methods can become physically interpreted in the case of crystals. This article provides a detailed introduction to the theory behind the geometric optimization of crystals from the point of view of computer science, so as to facilitate interdisciplinary cooperation. Its target is to familiarize scientists from different fields with the problem, its parameters, and their derivations, in order to motivate their assistance in the creation, implementation, and application of new methods for the geometric optimization of crystal structures.
AB - Crystal structures are important formations, bases of materials used in everyday life. A lot of effort is dedicated to the creation of new materials, starting from the study and combination of crystal structures' properties[1] through the crystals' geometric optimization. In the meantime, an equal amount of effort is dedicated to the study and development of methods employed in optimization problems; this, nevertheless, is carried out independently, in the context of computer science. There is a need, therefore, to acknowledge and highlight the overlap between the two fields, whilst creating a common language and establishing the theoretical foundations on which the optimization methods can become physically interpreted in the case of crystals. This article provides a detailed introduction to the theory behind the geometric optimization of crystals from the point of view of computer science, so as to facilitate interdisciplinary cooperation. Its target is to familiarize scientists from different fields with the problem, its parameters, and their derivations, in order to motivate their assistance in the creation, implementation, and application of new methods for the geometric optimization of crystal structures.
KW - continuous optimization
KW - crystal structure prediction
KW - gradient methods
KW - local minimum
KW - structural relaxation
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U2 - 10.1002/adts.202400125
DO - 10.1002/adts.202400125
M3 - Article
AN - SCOPUS:85193388478
SN - 2513-0390
VL - 7
JO - Advanced Theory and Simulations
JF - Advanced Theory and Simulations
IS - 7
M1 - 2400125
ER -