Optimal control of the process systems using Graphic Processing Unit
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Sadrieh, A. and Bahri, P.A.
ORCID: 0000-0003-4661-5644
(2011)
Optimal control of the process systems using Graphic Processing Unit.
In: 18th IFAC World Congress, 28 August - 2 September, Milano, Italy
pp. 12108-12113.
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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.
| Item Type: | Conference Paper |
|---|---|
| Murdoch Affiliation: | School of Engineering and Energy |
| Publisher: | IFAC Secretariat |
| Copyright: | © 2011 IFAC |
| Notes: | 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 |
| URI: | http://researchrepository.murdoch.edu.au/id/eprint/10922 |
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