Publications
Peer-reviewed publications in machine learning, materials science, and computational physics
Showing 32 publications
2025
Quality–diversity-driven robust evolutionary optimization of optical designs
Kirill Antonov, Teus Tukker, Tiago Botari, Thomas Bäck, Anna V. Kononova, Niki van Stein
Optical Engineering · 2025
2024
Quality-diversity driven robust evolutionary optimization of optical designs
Kirill Antonov, Teus Tukker, Tiago Botari, Thomas Bäck, Anna V. Kononova, Niki van Stein
Computational Optics 2024 · 2024
2023
NLS: An accurate and yet easy-to-interpret prediction method
Victor Coscrato, Marco H. A. Inácio, Tiago Botari, Rafael Izbicki
Neural Networks · 2023
New solutions to Cooke triplet problem via analysis of attraction basins
Kirill Antonov, Tiago Botari, Teus Tukker, Thomas Bäck, Niki van Stein, Anna V. Kononova
Digital Optical Technologies 2023 · 2023
2022
2021
Predicting and interpreting oxide glass properties by machine learning using large datasets
Daniel R. Cassar, Saulo M. Mastelini, Tiago Botari, Edesio Alcobaça, André C. P. L. F. de Carvalho, Edgar D. Zanotto
Ceramics International · 2021
2020
Explainable machine learning algorithms to predict glass transition temperature
E. Alcobaça, S. M. Mastelini, T. Botari, B. A. Pimentel, D. R. Cassar, A. C. P. de Leon Ferreira de Carvalho, E. D. Zanotto
Acta Materialia · 2020
2019
Text-mined dataset of inorganic materials synthesis recipes
O. Kononova, H. Huo, T. He, Z. Rong, T. Botari, W. Sun, V. Tshitoyan, G. Ceder
Scientific Data · 2019
Semi-supervised machine-learning classification of materials synthesis procedures
H. Huo, Z. Rong, O. Kononova, W. Sun, T. Botari, T. He, V. Tshitoyan, G. Ceder
npj Computational Materials · 2019
Prediction of strain-controlled adhesion in a single-layer covalent organic framework
M. Y. Suárez-Villagrán, T. Botari, J. H. Miller Jr, L. D. Machado
Carbon · 2019
Fast simulation of railway pneumatic brake systems
Í. P. Teodoro, D. F. Ribeiro, T. Botari, T. S. Martins, A. A. Santos
Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit · 2019
Local interpretation methods to machine learning using the domain of the feature space
Tiago Botari, Rafael Izbicki, André C. P. L. F. de Carvalho
Joint European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD) · 2019
2018
Mechanical properties of schwarzites-a fully atomistic reactive molecular dynamics investigation
C. F. Woellner, T. Botari, E. Perim, D. S. Galvao
MRS Advances · 2018
Mechanical properties of a two-dimensional covalent organic framework
M. Villagran, T. Botari, J. Miller, L. Machado
Bulletin of the American Physical Society · 2018
2017
Thermodynamic Equilibria in Carbon Nitride Photocatalyst Materials and Conditions for the Existence of Graphitic Carbon Nitride g-C3N4
T. Botari, W. P. Huhn, V. W. Lau, B. V. Lotsch, V. Blum
Chemistry of Materials · 2017
Mechanical Properties and Fracture Patterns of Graphene (Graphitic) Nanowiggles
R. A. Bizão, T. Botari, E. Perim, D. S. Galvao
Carbon · 2017
Urea-Modified Carbon Nitrides: Enhancing Photocatalytic Hydrogen Evolution by Rational Defect Engineering
V. W. Lau, V. W. Yu, F. Ehrat, T. Botari, I. Moudrakovski, T. Simon, V. Duppel, E. Medina, J. Stolarczyk, J. Feldmann, V. Blum, B. V. Lotsch
Advanced Energy Materials · 2017
2016
Towards rational design of carbon nitride photocatalysts of cyanamide 'defects' as catalytically relevant sites
V. W. Lau, I. Moudrakovski, T. Botari, S. Weinburger, M. Mesch, V. Duppel, J. Senker, V. Blum, B. Lotsch
Nature Communications · 2016
Mechanical and Structural Properties of Graphene-like Carbon Nitride Sheets
J. M. de Sousa, T. Botari, E. Perim, R. A. Bizao, D. S. Galvao
RSC Advances · 2016
Graphene Healing Mechanism: Theoretical Investigation
T. Botari, R. Paupitz, P. A. S. Autreto, D. S. Galvao
Carbon · 2016
Simulation of a railway pneumatic brake system
D. Ribeiro, I. Teodoro, T. Botari, T. Martins, A. Santos
18th International Wheelset Congress (IWC) · 2016
Simulação Atomística de Materiais Bi-dimensionais: Siliceno, Grafeno e Nitreto de Carbono
Tiago Botari
PhD Thesis, Computational Physics · 2016
2015
Photocatalytically active oligomeric graphitic carbon nitride: Conformational flexibility, electronic levels, carrier localization
V. Blum, V. Lau, T. Botari, W. Huhn, B. V. Lotsch
APS Meeting Abstracts · 2015
2014
Mechanical Properties and Fracture Dynamics of Silicene Membranes
T. Botari, E. Perim, P. A. S. Autreto, A. C. T. van Duin, D. S. Galvao
Physical Chemistry Chemical Physics · 2014
One-dimensional silicon and germanium nanostructures with no carbon analogues
E. Perim, R. Paupitz, T. Botari, D. S. Galvao
Physical Chemistry Chemical Physics · 2014
Mechanical properties of graphene nanowiggles
R. A. Bizao, T. Botari, D. S. Galvao
MRS Online Proceedings Library Archive · 2014
2013
One-dimensional Fermi accelerator model with moving wall described by a nonlinear van der Pol oscillator
T. Botari, E. D. Leonel
Physical Review E · 2013
Mechanical properties and fracture dynamics of silicene membranes
T. Botari, E. Perim, P. Autreto, R. Paupitz, D. S. Galvao
MRS Online Proceedings Library Archive · 2013
2012
Aceleração de Fermi em bilhares com fronteiras dependentes do tempo descritas por osciladores não lineares
Tiago Botari
Master's Dissertation, Physics · 2012
2011
Explaining the high number of infected people by dengue in Rio de Janeiro in 2008 using a susceptible-infective-recovered model
T. Botari, S. G. Alves, E. D. Leonel
Physical Review E · 2011
2010
Modelagem de epidemia da dengue via autômatos celulares
Tiago Botari
Undergraduate Thesis · 2010
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