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Predicting Catalyst Extrudate Breakage Based on the Modulus of Rupture
Published on: May 13, 2018
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How reliable is DFT for predicting the redox potentials in polypyridine-based hydrogen evolution catalysts?
Sheetal Ranaut1, Shivnath Mazumder1
1Department of Chemistry, Indian Institute of Technology Jammu, Jammu, Jammu and Kashmir, 181221, India. shivnath.mazumder@iitjammu.ac.in.
Physical Chemistry Chemical Physics : PCCP
|January 29, 2026
Summary
Earth-abundant metal complexes show promise for hydrogen evolution reactions (HER). This study benchmarks computational methods for accurately predicting redox potentials, identifying top-performing functionals for catalyst discovery.
Area of Science:
- Computational chemistry
- Materials science
- Catalysis
Background:
- Earth-abundant 3d metal polypyridine complexes are promising for hydrogen evolution reaction (HER) catalysis.
- Accurate computational prediction of redox potentials is crucial for discovering new catalysts but is hindered by functional variations.
Purpose of the Study:
- To benchmark various exchange-correlation functionals for accurate redox potential calculations in metal-based HER catalysts.
- To identify reliable computational methodologies for discovering novel and efficient catalytic modules.
Main Methods:
- Systematic evaluation of 10 GGA functionals (pure, hybrid, dispersion-corrected, long-range corrected) with all-electron and ECP-corrected basis sets.
- Applied to a benchmark set of 15 experimentally characterized polypyridine complexes containing Co, Fe, Ni, and Cu ions.
- Calculated redox potentials for the electron transfer process critical to hydrogen generation.
Main Results:
- Identified B3LYP-Def2TZVP, B3LYP-LANL2DZ(f)/6-311++G**, and M06-LANL2DZ(f)/6-311++G** as top-performing methods with low mean average errors (0.24-0.26 V).
- Methodologies showed particular promise for iron-based catalysts, aligning with iron's abundance and low toxicity.
- Demonstrated the effectiveness of the chosen functionals in predicting redox potentials for diverse catalytic complexes.
Conclusions:
- The identified computational methods provide accurate and reliable predictions for redox potentials in polypyridine-based HER catalysts.
- These validated methodologies can accelerate the screening and discovery of novel, efficient, and sustainable catalysts for hydrogen production.
- The findings support the use of computational chemistry in advancing clean energy technologies through catalyst design.
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