What does this research mean for the field?

Integrating machine learning techniques can optimize chemical vapor deposition parameters to produce more consistent and high-quality graphene coatings for enhanced corrosion resistance of metals. Novelty: ClaimNovelty.SYNTHESIS. Consensus alignment: ConsensusAlignment.NEUTRAL.

What question did this study set out to answer?

The aim is to explore how machine learning can reduce variability in chemical vapour deposited graphene coatings for better corrosion resistance.

February 20, 2026Small StructuresOpen Access

Machine Learning Strategies to Circumvent Variabilities in Chemical Vapour‐Deposited Graphene Coatings for Remarkable Corrosion Resistance of Metals

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Authors

PGPragyan Goswami RRR. K. Singh Raman AAAlankar AlankarIndian Institute of Technology Bombay

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Implication

This review reveals machine learning optimizes corrosion resistance in metals through improved graphene coatings, suggesting a pathway for enhanced durability.

Key Points

The aim is to explore how machine learning can reduce variability in chemical vapour deposited graphene coatings for better corrosion resistance.
Review of existing literature on graphene coatings and machine learning applications.
Analysis of how different CVD parameters affect graphene properties and performance.
Integration of artificial intelligence and large language models for data optimization.
Identified significant variabilities in corrosion resistance due to different CVD methodologies.
Machine learning techniques can lead to more consistent and high-quality graphene coatings.
Integration of large language models can streamline the analysis of extensive published data.

Cite This Study

Goswami et al. (2026) studied this question.

synapsesocial.com/papers/6997fa80ad1d9b11b3453cf3 https://doi.org/10.1002/sstr.202500720

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Implication

This review reveals machine learning optimizes corrosion resistance in metals through improved graphene coatings, suggesting a pathway for enhanced durability.

Machine Learning Strategies to Circumvent Variabilities in Chemical Vapour‐Deposited Graphene Coatings for Remarkable Corrosion Resistance of Metals

Discussion

Member takes

Implication

Key Points

Cite This Study

Machine Learning Strategies to Circumvent Variabilities in Chemical Vapour‐Deposited Graphene Coatings for Remarkable Corrosion Resistance of Metals

Discussion

Member takes

Implication

Key Points

Cite This Study

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