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The Open DAC 2023 Dataset and Challenges for Sorbent Discovery in Direct Air Capture

Anuroop Sriram, Sihoon Choi, Xiaohan Yu, Logan M. Brabson, Abhishek Das, Zachary W. Ulissi, Matt Uyttendaele, Andrew J. Medford, David S. Sholl

2024ACS Central Science83 citationsDOIOpen Access PDF

Abstract

Direct air capture (DAC) is an emerging technology to aid decarbonization. Exploring metal−organic frameworks (MOFs) for DAC needs to encompass vast numbers of materials in the presence of humid CO2. We present a data set with over 38 million quantum chemistry calculations on thousands of MOFs containing CO2 and/or H2O, enabling machine learning models to accelerate development of MOFs for DAC.

Topics & Concepts

SorbentComputer scienceEnvironmental scienceChemistryAdsorptionOrganic chemistryNuclear Physics and ApplicationsGroundwater and Isotope GeochemistryGas Sensing Nanomaterials and Sensors
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