Academic Journal
Surrogate Strategies for Computationally Expensive Optimization Problems with CPU-Time Correlated Functions
| Title: | Surrogate Strategies for Computationally Expensive Optimization Problems with CPU-Time Correlated Functions |
|---|---|
| Authors: | Magallanez, Raymond, Jr. |
| Source: | Theses and Dissertations |
| Publisher Information: | AFIT Scholar |
| Publication Year: | 2007 |
| Collection: | AFTI Scholar (Air Force Institute of Technology) |
| Subject Terms: | Mathematical optimization--Computer programs, Computer algorithms, Numerical Analysis and Computation |
| Description: | This research focuses on numerically solving a class of computationally expensive optimization problems that possesses a unique characteristic: as the optimal solution is approached, the computational time required to compute an objective function value decreases. This is motivated by an application in which each objective function evaluation requires both a numerical fluid dynamics simulation and an image registration and comparison process. The goal is to find the parameters of a predetermined image by comparing the flow dynamics from the numerical simulation and the predetermined image through the image comparison process. The generalized pattern search and mesh adaptive direct search methods were applied in a way that employs surrogate functions in the search step to reduce the number of costly function evaluations. The surrogate functions are formed, based on either previous function values or their computational times, or both. The solution to the surrogate optimization problem can be solved easily and provides an improved solution quickly. A time cut-off parameter was also added to the objective function to allow its termination during the comparison process if the computational time exceeded a specified threshold. The approach was tested on two problems using the NOMADm and DACE MATLAB® software packages, and results are presented. |
| Document Type: | text |
| File Description: | application/pdf |
| Language: | unknown |
| Relation: | https://scholar.afit.edu/etd/2926; https://scholar.afit.edu/context/etd/article/3927/viewcontent/AFIT_GOR_ENC_07_01.pdf |
| Availability: | https://scholar.afit.edu/etd/2926 https://scholar.afit.edu/context/etd/article/3927/viewcontent/AFIT_GOR_ENC_07_01.pdf |
| Accession Number: | edsbas.719BC697 |
| Database: | BASE |
| Description not available. |