Language: | Slovenian |
---|---|
Year of publishing: | 2021 |
Typology: | 2.11 - Undergraduate Thesis |
Organization: | UM FERI - Faculty of Electrical Engineering and Computer Science |
Publisher: | [T. Ravnak] |
UDC: | 004.8.021(043.2) |
COBISS: | 96310787 |
Views: | 228 |
Downloads: | 14 |
Average score: | 0 (0 votes) |
Metadata: |
Secondary language: | English |
---|---|
Secondary title: | A parallel differential evolution clustering algorithm for multimodal optimization |
Secondary abstract: | In this diploma thesis we present the implementation of a parallel version of the differential evolution and clustering for multimodal optimization algorithm. The algorithm was paralleled on the central as well as the graphics processing unit. Parallelization on the central processing unit was done using the thread library, which is part of the C++ programming language. For parallelization on the graphics processing unit, we used the CUDA framework. We evaluated the performance of the algorithm based on select optimization problems presented at the CEC 2013 competition. We achieved the highest speedup of 2,799 at the Modified Rastrigin problem. |
Secondary keywords: | Differetnial evolution;clustering;parallelization; |
Type (COBISS): | Bachelor thesis/paper |
Thesis comment: | Univ. v Mariboru, Fak. za elektrotehniko, računalništvo in informatiko, Računalništvo in informacijske tehnologije |
Pages: | IX, 36 str. |
ID: | 13350183 |