Related Experiment Video
Updated: Mar 31, 2026

Computation of Atmospheric Concentrations of Molecular Clusters from ab initio Thermochemistry
Published on: April 8, 2020
An atomic orbital-based formulation of analytical gradients and nonadiabatic coupling vector elements for the
James W Snyder1, Edward G Hohenstein1, Nathan Luehr1
1Department of Chemistry and The PULSE Institute, Stanford University, Stanford, California 94305, USA.
We developed efficient algorithms for state-averaged complete active space self-consistent field (SA-CASSCF) calculations, enabling geometry optimizations for over 1000-atom molecules. This advances nonadiabatic dynamics and conical intersection studies for large systems.
Area of Science:
- Quantum chemistry
- Computational chemistry
- Theoretical chemistry
Background:
- State-averaged complete active space self-consistent field (SA-CASSCF) methods are crucial for studying electronic states of molecules.
- Previous algorithms for SA-CASSCF orbital optimization had limitations in computational scaling with molecular size.
Purpose of the Study:
- To extend existing SA-CASSCF algorithms for efficient calculation of analytic gradients and nonadiabatic coupling vectors.
- To enable routine geometry optimizations and nonadiabatic dynamics simulations for large molecular systems.
Main Methods:
- Developed algorithms for analytic gradient and nonadiabatic coupling vector calculations within the SA-CASSCF framework.
- Leveraged sparsity in the atomic orbital basis set to reduce computational scaling.
- Utilized graphical processing units (GPUs) for accelerated computations.
Main Results:
- Achieved significantly reduced computational scaling for SA-CASSCF calculations.
- Successfully performed SA-CASSCF geometry optimizations for molecules exceeding 1000 atoms.
- Demonstrated the potential for routine minimal energy conical intersection searches and nonadiabatic dynamics for systems with hundreds of atoms.
Conclusions:
- The enhanced SA-CASSCF algorithms provide a computationally efficient approach for large molecular systems.
- This work paves the way for routine investigations of complex nonadiabatic processes in large molecules.
- The developed methods will accelerate research in areas like photochemistry and reaction dynamics.
Related Concept Videos
Hybridization of Atomic Orbitals II
Hybridization of Atomic Orbitals I
Molecular Orbital Theory II
Molecular Orbital Theory I
Valence Bond Theory and Hybridized Orbitals
A σ bond (single bond in a Lewis structure) is a covalent bond in which the electron density is...
The Energies of Atomic Orbitals

