| Full text | |
| Author(s): |
Schleder, Gabriel Ravanhani
[1, 2]
;
Padilha, Antonio Claudio M.
[2]
;
Rocha, Alexandre Reily
[3]
;
Dalpian, Gustavo Martini
[1]
;
Fazzio, Adalberto
[1, 2]
Total Authors: 5
|
| Affiliation: | [1] Fed Univ ABC UFABC, Santo Andre, SP - Brazil
[2] Brazilian Nanotechnol Natl Lab LNNano CNPEM, Campinas, SP - Brazil
[3] Sao Paulo State Univ, Inst Fis Teor, Sao Paulo - Brazil
Total Affiliations: 3
|
| Document type: | Journal article |
| Source: | JOURNAL OF CHEMICAL INFORMATION AND MODELING; v. 60, n. 2, p. 452-459, FEB 2020. |
| Web of Science Citations: | 1 |
| Abstract | |
In this perspective, we discuss computational advances in the last decades, both in algorithms as well as in technologies, that enabled the development, widespread use, and maturity of simulation methods for molecular and materials systems. Such advances led to the generation of large amounts of data, which required the creation of several computational databases. Within this scenario, with the democratization of data access, the field now encounters several opportunities for data-driven approaches toward chemical and materials problems. Specifically, machine learning methods for predictions of novel materials or properties are being increasingly used with great success. However, black box usage fails in many instances; several technical details require expert knowledge in order for the predictions to be useful, such as with descriptors and algorithm selection. These approaches represent a direction for further developments, notably allowing advances for both developed and emerging countries with modest computational infrastructures. (AU) | |
| FAPESP's process: | 17/18139-6 - Machine learning for Materials Science: 2D materials discovery and design |
| Grantee: | Gabriel Ravanhani Schleder |
| Support Opportunities: | Scholarships in Brazil - Doctorate |
| FAPESP's process: | 18/05565-0 - Weyl semi-metal surfaces |
| Grantee: | Antonio Cláudio Michejevs Padilha |
| Support Opportunities: | Scholarships in Brazil - Post-Doctoral |
| FAPESP's process: | 17/02317-2 - Interfaces in materials: electronic, magnetic, structural and transport properties |
| Grantee: | Adalberto Fazzio |
| Support Opportunities: | Research Projects - Thematic Grants |