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Network Partitioning Domain Knowledge Multiobjective Application Mapping for Large-Scale Network-on-Chip
Joint Authors
Hau, Yuan Wen
Tei, Yin Zhen
Shaikh-Husin, N.
Marsono, Muhammad Nadzir
Source
Applied Computational Intelligence and Soft Computing
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-08-12
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Information Technology and Computer Science
Abstract EN
This paper proposes a multiobjective application mapping technique targeted for large-scale network-on-chip (NoC).
As the number of intellectual property (IP) cores in multiprocessor system-on-chip (MPSoC) increases, NoC application mapping to find optimum core-to-topology mapping becomes more challenging.
Besides, the conflicting cost and performance trade-off makes multiobjective application mapping techniques even more complex.
This paper proposes an application mapping technique that incorporates domain knowledge into genetic algorithm (GA).
The initial population of GA is initialized with network partitioning (NP) while the crossover operator is guided with knowledge on communication demands.
NP reduces the large-scale application mapping complexity and provides GA with a potential mapping search space.
The proposed genetic operator is compared with state-of-the-art genetic operators in terms of solution quality.
In this work, multiobjective optimization of energy and thermal-balance is considered.
Through simulation, knowledge-based initial mapping shows significant improvement in Pareto front compared to random initial mapping that is widely used.
The proposed knowledge-based crossover also shows better Pareto front compared to state-of-the-art knowledge-based crossover.
American Psychological Association (APA)
Tei, Yin Zhen& Hau, Yuan Wen& Shaikh-Husin, N.& Marsono, Muhammad Nadzir. 2014. Network Partitioning Domain Knowledge Multiobjective Application Mapping for Large-Scale Network-on-Chip. Applied Computational Intelligence and Soft Computing،Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-504689
Modern Language Association (MLA)
Tei, Yin Zhen…[et al.]. Network Partitioning Domain Knowledge Multiobjective Application Mapping for Large-Scale Network-on-Chip. Applied Computational Intelligence and Soft Computing No. 2014 (2014), pp.1-10.
https://search.emarefa.net/detail/BIM-504689
American Medical Association (AMA)
Tei, Yin Zhen& Hau, Yuan Wen& Shaikh-Husin, N.& Marsono, Muhammad Nadzir. Network Partitioning Domain Knowledge Multiobjective Application Mapping for Large-Scale Network-on-Chip. Applied Computational Intelligence and Soft Computing. 2014. Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-504689
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-504689