Stabilized quasi-Newton optimization of noisy potential energy surfaces
- 1. Department of Physics, University of Basel, Klingelbergstrasse 82, CH-4056 Basel (Switzerland)
- 2. Institute for Advanced Studies in Basic Sciences, P.O. Box 45195-1159, IR-Zanjan (Iran, Islamic Republic of)
- 3. Computational and Systems Biology, Biozentrum, University of Basel, CH-4056 Basel (Switzerland)
Description
Optimizations of atomic positions belong to the most commonly performed tasks in electronic structure calculations. Many simulations like global minimum searches or characterizations of chemical reactions require performing hundreds or thousands of minimizations or saddle computations. To automatize these tasks, optimization algorithms must not only be efficient but also very reliable. Unfortunately, computational noise in forces and energies is inherent to electronic structure codes. This computational noise poses a severe problem to the stability of efficient optimization methods like the limited-memory Broyden–Fletcher–Goldfarb–Shanno algorithm. We here present a technique that allows obtaining significant curvature information of noisy potential energy surfaces. We use this technique to construct both, a stabilized quasi-Newton minimization method and a stabilized quasi-Newton saddle finding approach. We demonstrate with the help of benchmarks that both the minimizer and the saddle finding approach are superior to comparable existing methods
Additional details
Identifiers
- DOI
- 10.1063/1.4905665;
- arXiv
- arXiv:1412.0935v1;
Publishing Information
- Journal Title
- Journal of Chemical Physics
- Journal Volume
- 142
- Journal Issue
- 3
- Journal Page Range
- p. 034112-034112.9
- ISSN
- 0021-9606
- CODEN
- JCPSA6
INIS
- Country of Publication
- United States
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 46121894
- Subject category
- S37: INORGANIC, ORGANIC, PHYSICAL AND ANALYTICAL CHEMISTRY;
- Descriptors DEI
- ALGORITHMS; BENCHMARKS; CALCULATION METHODS; CHEMICAL REACTIONS; COMPARATIVE EVALUATIONS; COMPUTERIZED SIMULATION; ELECTRONIC STRUCTURE; MINIMIZATION; POTENTIAL ENERGY; SURFACES
- Descriptors DEC
- ENERGY; EVALUATION; MATHEMATICAL LOGIC; OPTIMIZATION; SIMULATION
Optional Information
- Notes
- (c) 2015 AIP Publishing LLC