DocumentCode :
2787794
Title :
Computational experiments GPU-based for longterm safety operation of chemical industry
Author :
Lang, Xiaochao ; Guo, DaLei
Author_Institution :
State Key Lab. of Intell. Control & Manage. of Complex Syst., Chinese Acad. of Sci., Beijing, China
fYear :
2011
fDate :
10-12 July 2011
Firstpage :
107
Lastpage :
111
Abstract :
Chemical industry is complex and continuous process industry, and the control and management of the long-term safe operation involves a great deal of information and data on the staffs, management, equipment and technology. Consequently, making real-time assessment for the control and management by computational experiment is important for the long-term of safety operation of chemical industry. As the requirement for high-performance computing in large-scale complex systems, traditional CPU computing can not meet the needs of large-scale computing. Because of the high speed and rapid development features, GPU was widely applied to scientific computation, which is suitable for large-scale intensive computation. This paper carried on specific computation experiments using GPU parallel computing, and designed and analyzed matrix inversion, fuzzy logic computation and Monte Carlo computation respectively for staff management and equipment simulation. Finally, compared to CPU serial computing, the maximum speedup ratio, 34, 85 and 39 times of speedup ratio are achieved.
Keywords :
Monte Carlo methods; chemical engineering computing; chemical industry; computer graphic equipment; coprocessors; fuzzy logic; matrix inversion; occupational safety; CPU serial computing; GPU parallel computing; Monte Carlo computation; chemical industry; computational experiments; equipment simulation; fuzzy logic computation; longterm safety operation; matrix inversion; process industry; real-time assessment; staff management; Analytical models; Computational modeling; Graphics processing unit; Instruction sets; MATLAB; Mathematical model; Programming; Computational experiments; Fuzzy logic; GPU computation; Long-term operation; Monte Carlo;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Service Operations, Logistics, and Informatics (SOLI), 2011 IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4577-0573-1
Type :
conf
DOI :
10.1109/SOLI.2011.5986537
Filename :
5986537
Link To Document :
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