Comprehensive experimental datasets of quasicrystals and their approximants
Quasicrystals are solid-state materials that typically exhibit unique symmetries, such as icosahedral or decagonal diffraction symmetry. They were first discovered in 1984. Over the past four decades of quasicrystal research, around 100 stable quasicrystals have been discovered. In recent years, machine learning has been employed to explore quasicrystals with unique properties inherent to quasiperiodic systems. However, the lack of open data on quasicrystal composition, structure, and physical properties has hindered the widespread use of machine learning in quasicrystal research. This study involves a comprehensive literature review and manual data extraction to develop open datasets consisting of composition, structure types, phase diagrams, and sample fabrication processes for a wide range of stable and metastable quasicrystals and approximant crystals, as well as the temperature-dependent thermal, electrical, and magnetic properties.
Authors
- Asuka Ishikawa (ORCID: https://orcid.org/0000-0003-4707-0703)
- Koichi Kitahara (ORCID: https://orcid.org/0009-0007-4557-4816)
- Ryo Yoshida (ORCID: https://orcid.org/0000-0001-8092-0162)
- Ryuji Tamura (ORCID: https://orcid.org/0000-0001-8589-4311)
- Kaoru Kimura (ORCID: https://orcid.org/0000-0001-5050-4256)
- Erina Fujita (ORCID: https://orcid.org/0000-0002-0987-5597)
- Yukari Katsura (ORCID: https://orcid.org/0000-0002-8905-2995)
- Tomoya MATO (ORCID: https://orcid.org/0000-0002-0918-6468)
- Chang Liu (ORCID: https://orcid.org/0000-0002-9511-4283)
Institutions
- University of Tsukuba (JP)
- Tokyo University of Science (JP)
- The Graduate University for Advanced Studies, SOKENDAI (JP)
- National Institute for Materials Science (JP)
- RIKEN Center for Advanced Intelligence Project (JP)
- The Institute of Statistical Mathematics (JP)
- Research Organization of Information and Systems (JP)
- National Defense Academy of Japan (JP)
Publication Details
- Journal
- Scientific Data
- Published
- 2024-11-13
- DOI
- https://doi.org/10.1038/s41597-024-04043-z
- Citations
- 7
- Primary Topic
- Quasicrystal Structures and Properties
- Type
- article
- Field-Weighted Citation Impact
- 0.82
Funders
- Ministry of Education, Culture, Sports, Science and Technology
- Japan Society for the Promotion of Science
- Core Research for Evolutional Science and Technology