Impedance analysis of electrochemical systems

V Vivier, ME Orazem - Chemical Reviews, 2022 - ACS Publications
Interpretation of impedance spectroscopy data requires both a description of the chemistry
and physics that govern the system and an assessment of the error structure of the …

Reviewing machine learning of corrosion prediction in a data-oriented perspective

LB Coelho, D Zhang, Y Van Ingelgem… - npj Materials …, 2022 - nature.com
This work provides a data-oriented overview of the rapidly growing research field covering
machine learning (ML) applied to predicting electrochemical corrosion. Our main aim was to …

Enhancing corrosion-resistant alloy design through natural language processing and deep learning

KN Sasidhar, NH Siboni, JR Mianroodi… - Science …, 2023 - science.org
We propose strategies that couple natural language processing with deep learning to
enhance machine capability for corrosion-resistant alloy design. First, accuracy of machine …

A new understanding of the effect of Cr on the corrosion resistance evolution of weathering steel based on big data technology

X Yang, Y Yang, M Sun, J Jia, X Cheng, Z Pei… - Journal of Materials …, 2022 - Elsevier
In this work, we studied the effect of Cr element on the corrosion resistance evolution of
weathering steel based on corrosion big data technology. It suggested that corrosion big …

Machine-learning and high-throughput studies for high-entropy materials

EW Huang, WJ Lee, SS Singh, P Kumar, CY Lee… - Materials Science and …, 2022 - Elsevier
The combination of multiple-principal element materials, known as high-entropy materials
(HEMs), expands the multi-dimensional compositional space to gigantic stoichiometry. It is …

Self-reporting coatings for autonomous detection of coating damage and metal corrosion: A review

L Ma, C Ren, J Wang, T Liu, H Yang, Y Wang… - Chemical Engineering …, 2021 - Elsevier
This paper provides an overview on the research progress of self-reporting corrosion
protection coatings, which can autonomously indicate coating damages and metal corrosion …

[HTML][HTML] Additively manufactured biodegradable porous metals

Y Li, H Jahr, J Zhou, AA Zadpoor - Acta biomaterialia, 2020 - Elsevier
Partially due to the unavailability of ideal bone substitutes, the treatment of large bony
defects remains one of the most important challenges of orthopedic surgery. Additively …

Self-healing and corrosion-sensing coatings based on pH-sensitive MOF-capped microcontainers for intelligent corrosion control

T Liu, D Zhang, R Zhang, J Wang, L Ma, P Keil… - Chemical Engineering …, 2023 - Elsevier
Organic coatings are one of the most used and versatile technologies to mitigate corrosion
of metals. However, organic coatings are susceptible to defects and damages that may not …

Ultrafast and high-efficient self-healing epoxy coatings with active multiple hydrogen bonds for corrosion protection

T Liu, H Zhao, D Zhang, Y Lou, L Huang, L Ma, X Hao… - Corrosion …, 2021 - Elsevier
Combining a fast self-healing action and a high barrier property remains a challenge in
polymeric protective coatings. Herein, we report an intrinsic self-healing epoxy coating in …

Long-term corrosion monitoring of carbon steels and environmental correlation analysis via the random forest method

Q Li, X Xia, Z Pei, X Cheng, D Zhang, K Xiao… - Npj Materials …, 2022 - nature.com
In this work, the atmospheric corrosion of carbon steels was monitored at six different sites
(and hence, atmospheric conditions) using Fe/Cu-type atmospheric corrosion monitoring …