| Type of Document |
Master's Thesis |
| Author |
Abraham, Yonas Beyene
|
| Author's Email Address |
abray00g@wfu.edu |
| URN |
etd-05102004-012537 |
| Title |
Optimization with Surrogates for Electronic-Structure Calculations |
| Degree |
Master of Science |
| Program |
Computer Science |
| Advisory Committee |
| Advisor Name |
Title |
| Dr. Robert Plemmons |
Committee Chair |
| Dr. Marielba Rojas |
Committee Member |
| Dr. N. A. W. Holzwarth |
Committee Member |
| Dr. Paul Pauca |
Committee Member |
|
| Keywords |
- dace
- optimization
- DFT
- space-mapping
- interpolation
- surrogate
- SCF
|
| Date of Defense |
2004-04-27 |
| Availability |
restricted |
Abstract
Crystal geometry relaxation is needed to get a stable crystal structure of atoms. The relaxation is achieved by rearranging the position of atoms so as to produce the lowest total energy of the system. The high cost of function evaluations in relaxation calculations usually prevents the use of standard techniques to solve the associated optimization problems. Therefore, more sophisticated approaches are necessary. This work explores the use of surrogate optimization methods for these problems and presents results for simple total-energy functionals in one-,two-, and ten-dimensions.
|
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