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Mapping the genome of meta-generalized gradient approximation density functionals: the search for B97M-V
Narbe Mardirossian1, Martin Head-Gordon1
1Kenneth S. Pitzer Center for Theoretical Chemistry, Department of Chemistry, University of California, Berkeley, California 94720, USA.
The Journal of Chemical Physics
|February 23, 2015
Summary
A new density functional, B97M-V, was developed using extensive data and rigorous filtering. It shows high accuracy for non-bonded interactions and thermochemical properties but has limitations for barrier heights.
Area of Science:
- Computational Chemistry
- Quantum Chemistry
- Materials Science
Background:
- Density functional theory (DFT) is a powerful tool for electronic structure calculations.
- Developing accurate and efficient density functionals is crucial for advancing DFT applications.
- Existing functionals often struggle with specific types of interactions, such as non-bonded forces.
Purpose of the Study:
- To develop a new meta-generalized gradient approximation (meta-GGA) density functional.
- To incorporate the VV10 nonlocal correlation functional for improved accuracy.
- To rigorously screen a vast functional space and identify an optimal form with minimal empiricism.
Main Methods:
- Training and testing over 10^10 candidate functional forms on extensive datasets (1095 training, 1153 primary test points).
- Filtering based on physical constraints, numerical precision, and performance on training and test sets.
- Developing the B97M-V functional with 12 fitted parameters (4 exchange, 4 same-spin correlation, 4 opposite-spin correlation).
Main Results:
- B97M-V demonstrates remarkable accuracy for non-bonded interactions.
- The functional provides very satisfactory results for thermochemical quantities like atomization energies.
- Performance was assessed on a secondary test set (212 points) and large systems, showing good geometry prediction and basis set convergence.
Conclusions:
- B97M-V represents a significant advancement in density functional development, particularly for non-bonded interactions.
- It offers a favorable balance of accuracy and efficiency for many chemical applications.
- Like other local density functionals, it retains limitations in accurately predicting reaction barrier heights.

