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PUBLICATIONS

ARTICLES

7. Multiscale Computational Approaches toward the Understanding of Materials

Marta Bordonhos, Tiago L. P. Galvão, José R. B. Gomes, José D. Gouveia, Miguel Jorge, Mirtha A. O. Lourenço, José M. Pereira, Germán Pérez-Sánchez, Moisés L. Pinto, Carlos M. Silva, João Tedim, Bruno Zêzere

Adv. Theo. Simul. (2022)

https://doi.org/10.1002/adts.202200628

6. Layered double hydroxides for corrosion-related applications—Main developments from 20 years of research at CICECO

João Tedim, Tiago L. P. Galvão, Kiryl A. Yasakau, Alexandre Bastos, José R. B. Gomes, Mario G. S. Ferreira

Front. Chem. 10 (2022) 1048313

https://doi.org/10.3389/fchem.2022.1048313

5. Molecular Dynamics Model to Explore the Initial Stages of Anion Exchange involving Layered Double Hydroxide Particles

Gerard Novell Leruth, Alena Kuznetsova, João Tedim, José R. B. Gomes, Tiago L. P. Galvão

Nanomaterials 12 (2022) 4039

https://doi.org/10.3390/nano12224039

4. CORDATA: an open data management web application to select corrosion inhibitors

Tiago L. P. Galvão, Inês Ferreira, Alena Kuznetsova, Gerard Novell-Leruth, Ci Song, Christian Feiler, Sviatlana V. Lamaka, Claúdia Rocha, Frederico Maia, Mikhail L. Zheludkevich, José R. B. Gomes, João Tedim

npj Materials Degradation 6 (2022) 48

https://doi.org/10.1038/s41529-022-00259-9

3. Data Science Framework to Select Corrosion Inhibitors

Tiago L. P. Galvão, Gerard Novell-Leruth, Inês Ferreira, Alena Kuznetsova, José R. B. Gomes, João Tedim

Mater. Proc. 6 (2021) 32

https://doi.org/10.3390/CMDWC2021-09935

2. Elucidating Structure–Property Relationships in Aluminum Alloy Corrosion Inhibitors by Machine Learning

Tiago L. P. Galvão, Gerard Novell-Leruth, Alena Kuznetsova, João Tedim, José R. B. Gomes

J. Phys. Chem. C 124 (2020) 5624–5635

https://doi.org/10.1021/acs.jpcc.9b09538

1. Unveiling the local structure of 2-mercaptobenzothiazole intercalated in (Zn2Al) layered double hydroxides

BOOK CHAPTERS

1. Chapter 22 - Emerging Trends in Smart Nanocontainers for Corrosion Applications

Tiago L. P. Galvão, Manon Wilhelm, José R. B. Gomes, João Tedim
Smart Nanocontainers, 1st Edition
Editors: P. Nguyen Tri, Trong-On Do, T. Nguyen
ISBN: 9780128167700
Elsevier
2020
https://doi.org/10.1016/B978-0-12-816770-0.00022-8

NATIONAL COMMUNICATIONS

13. Materials Data Science

Tiago L. P. Galvão

Materials Engineering MSc seminar
Aveiro, Portugal 
2 November, 2021.

Communication

12. Selection of organic corrosion inhibitors for aeronautical applications through Machine Learning

Inês Ferreira, Tiago L. P. Galvão, Gerard Novell-Leruth, Alena Kuznetsova, Claúdia Rocha, Frederico Maia, José R. B. Gomes, João Tedim

CICECO Meeting 2021
Aveiro, Portugal 
6-7 October, 2021.

Abstract

Communication

11. State-of the art in molecular dynamic simulation for the knowledge of the mechanism of LDH under corrosive environment. Layer Double Hydroxide: Nitrate vs 2-Mercaptobenzothiazole delivery comparison

Gerard Novell-Leruth, Alena Kuznetsova, Germán Pérez-Sánchez, Tiago L. P. Galvão, João Tedim, José R. B. Gomes

CICECO Meeting 2021
Aveiro, Portugal 
6-7 October, 2021.

Abstract

Communication

10. Data Driven Tools to Select Corrosion Inhibitors

Tiago L. P. Galvão, Gerard Novell-Leruth, Alena Kuznetsova, Inês Ferreira, João Tedim, José R. B. Gomes

14th Physical Chemistry National Meeting
Coimbra, Portugal 
29-31 March, 2021.

Abstract (pag. 92)

Communication

9. A molecular dynamics study of ionic interchange for (Zn2Al) layered double hydroxides materials

Gerard Novell-Leruth, Alena Kuznetsova, Germán Pérez Sánchez, Tiago L. P. Galvão, João Tedim, José R. B. Gomes

14th Physical Chemistry National Meeting
Coimbra, Portugal 
29-31 March, 2021.

Abstract (pag. 101)

Communication

8. Composite machine learning models for multicondition evaluation of organic corrosion inhibitors

Tiago L. P. Galvão, Gerard Novell-Leruth, Alena Kuznetsova, João Tedim, José R. B. Gomes

Jornadas CICECO 2020
Aveiro, Portugal 
19-20 November, 2020.

Abstract (pag. 42)

Communication

7. Kinetic interchange of ions in layered double hydroxides: A Molecular Dynamics study

Gerard Novell-Leruth, Alena Kuznetsova, Tiago L. P. Galvão, Germán Peréz-Sanchéz, José R. B. Gomes, João Tedim
Jornadas CICECO 2020
Aveiro, Portugal 
19-20 November, 2020.

Abstract (pag. 43)

Communication

6. Application of simple machine learning technique for fitting of gluconate release from layered double hydroxide

Alena Kuznetsova, Jorge Carneiro, Maksim Starykevich, Tiago L. P. Galvão, José R. B.  Gomes, Mikhail L. Zheludkevich, João Tedim
Jornadas CICECO 2020
Aveiro, Portugal 
19-20 November, 2020.

Abstract (pag. 40)

Communication

5. A molecular dynamics study of 2-mercaptobenzothiazole in (Zn2Al) layered double hydroxides

Gerard Novell-Leruth, Germán Pérez-Sánchez, Tiago L. P. Galvão, Dziyana Boiba, Sergey Poznyak, JoãoTedim, José R. B. Gomes
XXVI Encontro Nacional da Sociedade Portuguesa de Química 2019
Porto, Portugal 
24-26 July, 2019.

Abstract

Communication

4. DataCor: Smart Data to Design Corrosion Inhibitors

Tiago L. P. Galvão, Gerard Novell-Leruth, Alena Kuznetsova, João Tedim, José R. B. Gomes
Computer Modelling and Simulation Day 2019  
Aveiro, Portugal
July 9, 2019.

Communication

3. Molecular dynamics study of layered double hydroxides

Gerard Novell-Leruth, Germán Pérez-Sánchez, Tiago L. P. Galvão, Dziyana Boiba, Sergey Poznyak, JoãoTedim, José R. B. Gomes
Computer Modelling and Simulation Day 2019

Aveiro, Portugal 

9 July, 2019.

Communication

2. Quantum Chemical and Data Driven Identification of Corrosion Inhibitors

Tiago L. P. Galvão, Alena Kuznetsova, Gerard Novell-Leruth, Mário G. S. Ferreira, João Tedim, José R. B. Gomes
Jornadas CICECO 2019
Aveiro, Portugal 
11-12 June, 2019.

Abstract

Communication

1. A molecular dynamics study of 2-Mercaptobenzothiazole in (Zn2Al) layered double hydroxides

Gerard Novell-Leruth, Germán Pérez-Sánchez, Tiago L. P. Galvão, Dziyana Boiba, Sergey Poznyak, JoãoTedim, José R. B. Gomes
Jornadas CICECO 2019
Aveiro, Portugal 
11-12 June, 2019.

Abstract

Communication

INTERNATIONAL COMMUNICATIONS

6. Computer modelling of nanocontainers

José R. B. Gomes
M6 Meeting and Nanocontainers Workshop
VIPCOAT project
October 12-15, 2021.

Communication

5. Data Science Framework to Select Corrosion Inhibitors

Tiago L. P. Galvão, Gerard Novell-Leruth, Inês Ferreira, Alena Kuznetzova, José R. B. Gomes, João Tedim
1st Corrosion and Materials Degradation Web Conference
Online Event, MPDI
May 17-19, 2021.

Abstract

Communication

4. Perspectives on the development of micro/nanocontainers for coatings: an integrated approach

João Tedim
1st Corrosion and Materials Degradation Web Conference
Online Event, MPDI
May 17-19, 2021.

Communication

3. Evaluate Organic Corrosion Inhibitors through Machine Learning

Tiago L. P. Galvão, Gerard Novell-Leruth, Alena Kuznetzova, João Tedim, José R. B. Gomes
Chemical Science Symposium 2020: How can machine learning and autonomy accelerate chemistry?
Online Event, Royal Society of Chemistry
September 29-30, 2020.

Abstract (pag. 19)

Communication online

Communication print

2. Computational and data guided approaches to understand corrosion inhibitors

Tiago L. P. Galvão, Gerard Novell-Leruth, Stanley U. Ofoegbu, Mikhail L. Zheludkevich, Mário G. S. Ferreira, João Tedim, José R. B. Gomes
Eurocorr 2019  
Seville, Portugal
September 9-13, 2019.

Abstract

Communication

1. Computer simulation of Zn-Al layered double hydroxides with intercalated anions

Tiago L. P. Galvão, José R. B. Gomes, Germán Pérez-Sánchez, Gerard Novell-Leruth, Alena Kuznetsova, Cristina S. Neves, João Tedim
Univerisity of Aveiro and Helmholtz Zentrum Geesthacht joint Summer School “Metallic Materials Design via Engineered Interfaces: from inner interfaces to functional coatings”  
Aveiro, Portugal
June 13-14, 2019.

Communication

AWARDS

10. Best poster award

Data Driven Tools to Select Corrosion Inhibitors

Tiago L. P. Galvão, Gerard Novell-Leruth, Alena Kuznetsova, Inês Ferreira, João Tedim, José R. B. Gomes

14th Physical Chemistry National Meeting
Coimbra, Portugal 
29-31 March, 2021.

Award

WEB CONTENT

6. Institutional DATACOR website

Institutional website with relevant information about the project

https://www.ua.pt/pt/projetos-id/433

5. Best poster award news

DATACOR divulgation on the CICECO webpage concerning the best poster award at the 14th Physical Chemistry Meeting

http://www.ciceco.ua.pt/index.php?menu=255&language=eng&tabela=geral_article&id_article=922

DATACOR divulgation page in LinkedIn

https://www.linkedin.com/company/datacor-project/

1. DATACOR webpage

General project webpage with a general presentation of the project, all the details and most recent publications

https://datacorproject.wixsite.com/datacor

CURED DATASETS

1. “Elucidating Structure–Property Relationships in Aluminum Alloy Corrosion Inhibitors by Machine Learning” Dataset

Corrosion inhibitor efficiencies and molecules descriptors obtained for 102 organic compounds, for two aluminum alloys (AA2024 and AA7075) and different pHs (4 and 10)

Tiago L. P. Galvão, Gerard Novell-Leruth, Alena Kuznetsova, João Tedim, José R. B. Gomes
http://dx.doi.org/10.17632/v5p322m2t8.2.

Models

1. “Elucidating Structure–Property Relationships in Aluminum Alloy Corrosion Inhibitors by Machine Learning” Model

A Random Forests machine learning predictive model was developed in the frame of the article, which can be used to identify promising organic corrosion inhibitors

Tiago L. P. Galvão, Gerard Novell-Leruth, Alena Kuznetsova, João Tedim, José R. B. Gomes
https://doi.org/10.1021/acs.jpcc.9b09538.

Computer Applications

4. DATACORTECH: Artificial inteligence virtual screen of potential corrosion inhibitors for the protection of aluminum alloys

R Shiny app to design corrosion inhibitors based on a machine learning model

Tiago L. P. Galvão

2022

https://datacor.shinyapps.io/datacortech/

3. CORDATA: An Open Data Management Web Application to Select Corrosion Inhibitors

R Shiny app to select corrosion inhibitors among existing literature data

Tiago L. P. Galvão

2021

https://datacor.shinyapps.io/cordata/

2. DATACOR Codes

Python 3 code developed to generate periodic supercells with different conformations of organic corrosion inhibitors adsorbed on top of metallic surfaces.

Gerard Novell-Leruth

2020

https://github.com/gnovell/DATACOR_codes

1. LDH-MBT Codes

Python 3 code developed to analyze layered double hydroxide structures, namely their angles and planes, from the Molecular Dynamics (MD) simulations done with the Gromacs package

Gerard Novell-Leruth

2020

https://github.com/gnovell/LDH_MBT_codes

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Thanks are due to project DataCor (refs. POCI-01-0145-FEDER-030256 and PTDC/QUI-QFI/30256/2017) and project CICECO-Aveiro Institute of Materials, UIDB/50011/2020 & UIDP/50011/2020, financed by national funds through the Fundação para a Ciência e a Tecnologia (FCT/MCTES) and co-financed by FEDER under the PT2020 Partnership Agreement.

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