Conference paper
Optimal control of the process systems using Graphic Processing Unit
Proceedings of the 18th IFAC World Congress, pp.12108-12113
IFAC Secretariat
18th IFAC World Congress (Milano, Italy, 28/08/2011–02/09/2011)
2011
Abstract
In this paper the Graphic Processing Unit (GPU) is applied in order to improve the computational performance of process systems optimal control calculations. To apply GPU massive parallel architecture, a simplified version of interior point optimisation algorithm was selected and modified to fulfil special hardware requirements of GPU architecture. In this algorithm, a damped nonlinear Newton with preconditioned iterative linear solver was used to solve Dual- Primal equations. The comparison of results between this implementation and standard CPU-based implementation shows considerable improvement in computational performance.
Details
- Title
- Optimal control of the process systems using Graphic Processing Unit
- Authors/Creators
- A. Sadrieh (Author/Creator) - Murdoch UniversityP.A. Bahri (Author/Creator) - Murdoch University
- Publication Details
- Proceedings of the 18th IFAC World Congress, pp.12108-12113
- Conference
- 18th IFAC World Congress (Milano, Italy, 28/08/2011–02/09/2011)
- Publisher
- IFAC Secretariat
- Identifiers
- 991005542597707891
- Copyright
- © 2011 IFAC
- Murdoch Affiliation
- School of Engineering and Energy
- Language
- English
- Resource Type
- Conference paper
- Note
- Bittanti, S., Cenedese, A. and Zampieri, S. (eds),IFAC Proceedings of the 18th IFAC World Congress, Volume 18, Issue PART 1, 2011, Pages 12108-12113
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