Understanding the Relationship Between Synthetic Conditions and H ₂ Uptake Capacity in Oxidatively Activated Turbostratic Carbons through Machine Learning
7 affiliations
- 1Department of Applied Physics
- 2Aalto University
- 3Nanolayers OÜ
- 4Department of Physics and Astronomy
- 5University College London
- 6School of Chemistry
- 7University of Nottingham
Abstract
The relationship between synthesis parameters, porosity, and H 2 uptake in activated carbons is a field of significant investigation and discussion. Conclusions about these relationships are typically drawn from limited datasets of carbons produced for a given publication, and are not able to consider the interplay between various synthesis parameters and properties of the resultant turbostratic carbons. We present the first attempt at understanding the relationship between synthesis parameters and H 2 uptake capacity in turbostratic carbons, using the single point pore volume as a proxy due to the dearth of available high pressure H 2 isotherms. The methods used herein have exploited a dataset of 237 samples to determine the most important synthesis parameters in determining the porosity of the product and thus their suitability for high pressure H 2 storage applications.
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BibTeX
@misc{blankenship2026understanding,
title = {{Understanding the Relationship Between Synthetic Conditions and H ₂ Uptake Capacity in Oxidatively Activated Turbostratic Carbons through Machine Learning}},
author = {L Scott Blankenship and Filippo Federici Canova and David Gao and Robert Mokaya},
howpublished = {ChemRxiv},
year = {2026},
month = oct,
doi = {10.26434/chemrxiv.15010972/v1},
url = {https://chemrxiv.org/doi/full/10.26434/chemrxiv.15010972/v1},
note = {CC BY},
}
RIS
TY - UNPB
TI - Understanding the Relationship Between Synthetic Conditions and H ₂ Uptake Capacity in Oxidatively Activated Turbostratic Carbons through Machine Learning
AU - L Scott Blankenship
AU - Filippo Federici Canova
AU - David Gao
AU - Robert Mokaya
PY - 2026
DA - 2026/10/23
PB - ChemRxiv
DO - 10.26434/chemrxiv.15010972/v1
UR - https://chemrxiv.org/doi/full/10.26434/chemrxiv.15010972/v1
AB - The relationship between synthesis parameters, porosity, and H 2 uptake in activated carbons is a field of significant investigation and discussion. Conclusions about these relationships are typically drawn from limited datasets of carbons produced for a given publication, and are not able to consider the interplay between various synthesis parameters and properties of the resultant turbostratic carbons. We present the first attempt at understanding the relationship between synthesis parameters and H 2 uptake capacity in turbostratic carbons, using the single point pore volume as a proxy due to the dearth of available high pressure H 2 isotherms. The methods used herein have exploited a dataset of 237 samples to determine the most important synthesis parameters in determining the porosity of the product and thus their suitability for high pressure H 2 storage applications.
ER -