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Implementation of Membrane Algorithms on GPU
Joint Authors
Tang, Jin
Zhang, Xingyi
Ding, Zhuanlian
Wang, Bangju
He, Juanjuan
Source
Journal of Applied Mathematics
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-7, 7 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-07-10
Country of Publication
Egypt
No. of Pages
7
Main Subjects
Abstract EN
Membrane algorithms are a new class of parallel algorithms, which attempt to incorporate some components of membrane computing models for designing efficient optimization algorithms, such as the structure of the models and the way of communication between cells.
Although the importance of the parallelism of such algorithms has been well recognized, membrane algorithms were usually implemented on the serial computing device central processing unit (CPU), which makes the algorithms unable to work in an efficient way.
In this work, we consider the implementation of membrane algorithms on the parallel computing device graphics processing unit (GPU).
In such implementation, all cells of membrane algorithms can work simultaneously.
Experimental results on two classical intractable problems, the point set matching problem and TSP, show that the GPU implementation of membrane algorithms is much more efficient than CPU implementation in terms of runtime, especially for solving problems with a high complexity.
American Psychological Association (APA)
Zhang, Xingyi& Wang, Bangju& Ding, Zhuanlian& Tang, Jin& He, Juanjuan. 2014. Implementation of Membrane Algorithms on GPU. Journal of Applied Mathematics،Vol. 2014, no. 2014, pp.1-7.
https://search.emarefa.net/detail/BIM-462176
Modern Language Association (MLA)
Zhang, Xingyi…[et al.]. Implementation of Membrane Algorithms on GPU. Journal of Applied Mathematics No. 2014 (2014), pp.1-7.
https://search.emarefa.net/detail/BIM-462176
American Medical Association (AMA)
Zhang, Xingyi& Wang, Bangju& Ding, Zhuanlian& Tang, Jin& He, Juanjuan. Implementation of Membrane Algorithms on GPU. Journal of Applied Mathematics. 2014. Vol. 2014, no. 2014, pp.1-7.
https://search.emarefa.net/detail/BIM-462176
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-462176