skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: A Ranked-Orbital Approach to Select Active Spaces for High-Throughput Multireference Computation

Journal Article · · Journal of Chemical Theory and Computation

The past decade has seen a great increase in the application of high-throughput computation to a variety of important problems in chemistry. However, one area which has been resistant to the high-throughput approach is multireference wave function methods, in large part due to the technicalities of setting up these calculations and in particular the not always intuitive challenge of active space selection. As we look toward a future of applying high-throughput computation to all areas of chemistry, it is important to prepare these methods for large-scale automation. Here, we propose a ranked-orbital approach to select active spaces with the goal of standardizing multireference methods for high-throughput computation. This method allows for the meaningful comparison of different active space selection schemes and orbital localizations, and we demonstrate the utility of this approach across 1120 multireference calculations for the excitation energies of small molecules. Our results reveal that it is helpful to distinguish the method used to generate orbitals from the method of ranking orbitals in terms of importance for the active space. Additionally, we propose our own orbital ranking scheme that estimates the importance of an orbital for the active space through a pair-interaction framework from orbital energies and features of the Hartree–Fock exchange matrix. Here, we call this new scheme the “approximate pair coefficient” (APC) method and we show that it performs quite well for the test systems presented.

Research Organization:
Univ. of Minnesota, Minneapolis, MN (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
SC0012702
OSTI ID:
1778899
Journal Information:
Journal of Chemical Theory and Computation, Vol. 17, Issue 5; ISSN 1549-9618
Publisher:
American Chemical SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (57)

P y SCF: the Python-based simulations of chemistry framework : The PySCF program
  • Sun, Qiming; Berkelbach, Timothy C.; Blunt, Nick S.
  • Wiley Interdisciplinary Reviews: Computational Molecular Science, Vol. 8, Issue 1 https://doi.org/10.1002/wcms.1340
journal September 2017
An efficient matrix product operator representation of the quantum chemical Hamiltonian journal December 2015
A simple method for the evaluation of the second-order-perturbation energy from external double-excitations with a CASSCF reference wavefunction journal April 1982
Semi-supervised Machine Learning Enables the Robust Detection of Multireference Character at Low Cost journal July 2020
Density functional theory for transition metals and transition metal chemistry journal January 2009
The Generalization of `Student's' Problem when Several Different Population Variances are Involved journal January 1947
Constructing Molecular π-Orbital Active Spaces for Multireference Calculations of Conjugated Systems journal January 2019
Extending the ASS1ST Active Space Selection Scheme to Large Molecules and Excited States journal July 2020
Automated Identification of Relevant Frontier Orbitals for Chemical Compounds and Processes journal April 2017
Correlated-Participating-Orbitals Pair-Density Functional Method and Application to Multiplet Energy Splittings of Main-Group Divalent Radicals journal August 2016
How to select active space for multiconfigurational quantum chemistry? journal April 2011
Introduction of n -electron valence states for multireference perturbation theory journal June 2001
Automatic Selection of an Active Space for Calculating Electronic Excitation Spectra by MS-CASPT2 or MC-PDFT journal February 2018
Electron affinities of the first‐row atoms revisited. Systematic basis sets and wave functions journal May 1992
Main Group Atoms and Dimers Studied with a New Relativistic ANO Basis Set December 2003
Combining the Complete Active Space Self-Consistent Field Method and the Full Configuration Interaction Quantum Monte Carlo within a Super-CI Framework, with Application to Challenging Metal-Porphyrins journal February 2016
Efficient Computational Screening of Organic Polymer Photovoltaics journal April 2013
Transferability in Machine Learning for Electronic Structure via the Molecular Orbital Basis journal July 2018
A determinant based full configuration interaction program journal April 1989
Ironing out the photochemical and spin-crossover behavior of Fe(II) coordination compounds with computational chemistry journal April 2017
Orbital entanglement in quantum chemistry journal December 2014
UHF natural orbitals for defining and starting MC‐SCF calculations journal April 1988
Canonical Configurational Interaction Procedure journal April 1960
Pipek–Mezey Orbital Localization Using Various Partial Charge Estimates journal January 2014
Data-Driven Acceleration of the Coupled-Cluster Singles and Doubles Iterative Solver journal June 2019
Accelerating Chemical Discovery with Machine Learning: Simulated Evolution of Spin Crossover Complexes with an Artificial Neural Network journal February 2018
Measuring multi-configurational character by orbital entanglement journal February 2017
Automated Construction of Molecular Active Spaces from Atomic Valence Orbitals journal August 2017
Electron Flow in Reaction Mechanisms-Revealed from First Principles journal March 2015
Automatic Active Space Selection for Calculating Electronic Excitation Energies Based on High-Spin Unrestricted Hartree–Fock Orbitals journal August 2019
A complete active space SCF method (CASSCF) using a density matrix formulated super-CI approach journal May 1980
Fermion Monte Carlo without fixed nodes: A game of life, death, and annihilation in Slater determinant space journal January 2009
Tuning the HOMO–LUMO Energy Gap of Small Diamondoids Using Inverse Molecular Design journal February 2017
Intrinsic Atomic Orbitals: An Unbiased Bridge between Quantum Theory and Chemical Concepts journal October 2013
Challenges for Density Functional Theory journal December 2011
Perspective: Fifty years of density-functional theory in chemical physics journal May 2014
Localized Atomic and Molecular Orbitals journal July 1963
Materials Genome in Action: Identifying the Performance Limits of Physical Hydrogen Storage journal March 2017
Perspective: Kohn-Sham density functional theory descending a staircase journal October 2016
Active Space Selection Based on Natural Orbital Occupation Numbers from n -Electron Valence Perturbation Theory journal April 2019
Automated in Silico Design of Homogeneous Catalysts journal January 2020
Simulated evolution of fluorophores for light emitting diodes journal March 2015
autoCAS : A Program for Fully Automated Multiconfigurational Calculations journal June 2019
A fast intrinsic localization procedure applicable for a b i n i t i o and semiempirical linear combination of atomic orbital wave functions journal May 1989
A universal density matrix functional from molecular orbital-based machine learning: Transferability across organic molecules journal April 2019
Artificial Neural Networks Applied as Molecular Wave Function Solvers journal April 2020
Automation of Active Space Selection for Multireference Methods via Machine Learning on Chemical Bond Dissociation journal March 2020
Automatic Selection of Active Orbitals from Generalized Valence Bond Orbitals journal September 2020
Density matrix averaged atomic natural orbital (ANO) basis sets for correlated molecular wave functions journal January 1995
Computational Approach to Molecular Catalysis by 3d Transition Metals: Challenges and Opportunities journal October 2018
Molcas 8: New capabilities for multiconfigurational quantum chemical calculations across the periodic table : Molcas 8 journal November 2015
Finding symmetry breaking Hartree-Fock solutions: The case of triplet instability journal October 2016
Multireference Approaches for Excited States of Molecules journal April 2018
Automated Selection of Active Orbital Spaces journal March 2016
Active learning across intermetallics to guide discovery of electrocatalysts for CO2 reduction and H2 evolution journal September 2018
Beyond Density Functional Theory: The Multiconfigurational Approach To Model Heterogeneous Catalysis journal August 2019
Comparison of Methods for Active Orbital Selection in Multiconfigurational Calculations journal November 2020