Szczegóły publikacji
Opis bibliograficzny
Simulation-based sailboat trajectory optimization using on-board heterogeneous computers / Roman DĘBSKI // Computer Science ; ISSN 1508-2806. — 2016 — vol. 17 iss. 4, s. 461–481. — Bibliogr. s. 476–478, Abstr.
Autor
Słowa kluczowe
Dane bibliometryczne
| ID BaDAP | 103451 |
|---|---|
| Data dodania do BaDAP | 2017-01-24 |
| Tekst źródłowy | URL |
| DOI | 10.7494/csci.2016.17.4.461 |
| Rok publikacji | 2016 |
| Typ publikacji | artykuł w czasopiśmie |
| Otwarty dostęp | |
| Czasopismo/seria | Computer Science |
Abstract
A dynamic programming-based algorithm adapted to on-board heterogeneous computers for simulation-based trajectory optimization was studied in the context of high-performance sailing. The algorithm can efficiently utilize all OpenCL-capable devices, starting the computation (if necessary, in single precision) on a GPU and finalizing it (if necessary, in double-precision) with the use of a CPU. The serial and parallel versions of the algorithm are presented in detail. Possible extensions of the basic algorithm are also described. The experimental results show that contemporary heterogeneous on-board/mobile computers can be treated as micro HPC platforms. They offer high performance (the OpenCL-capable GPU was found to accelerate the optimization routine 41 fold) while remaining energy and cost efficient. The simulation-based approach has the potential to give very accurate results, as the mathematical model upon which the simulator is based may be as complex as required. The black-box represented performance measure and the use of OpenCL make the presented approach applicable to many trajectory optimization problems.