Application of interactive evolutionary strategy in fault-tolerant system capable of online self-repairing
Autor: | Yala Tong, Xiaoyan Yang, Yuanxiang Li |
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Rok vydání: | 2017 |
Předmět: |
010302 applied physics
Adder business.industry Computer science Distributed computing 020208 electrical & electronic engineering Fault tolerance 02 engineering and technology Modular design 01 natural sciences Computational Mathematics Computational Theory and Mathematics Hardware and Architecture Modeling and Simulation Self repairing 0103 physical sciences Scalability 0202 electrical engineering electronic engineering information engineering Multiplier (economics) Hardware_ARITHMETICANDLOGICSTRUCTURES Evolution strategy Evolvable hardware business Software |
Zdroj: | International Journal of Computational Science and Engineering. 15:57 |
ISSN: | 1742-7193 1742-7185 |
DOI: | 10.1504/ijcse.2017.10006995 |
Popis: | Evolution mechanism is widely used in triple different-structure modular redundant (D-TMR) fault tolerant system to protect different modules and realise online self-repairing. How to enhance the efficiency and diversity of the generated module by evolution strategy is among the most commonly discussed. The paper puts forward a two-stage mutation evolution strategy (TMES) based on improved virtual reconfigurable architecture platform to evolve combination logical circuit. In order to improve the scalability and increase the diversity of the generated circuit, interactive evolution strategy and heterogeneous degree evaluation are introduced, and then interactive TMES (ITMES) and improved ITMES (IITMES) are presented. The proposed schemes are tested with the evolutions of a 2-bit multiplier, a 3-bit multiplier, and a 3-bit full adder. The obtained results demonstrate that IITMES scheme has better average generation and more circuit type of generated successful individual, and has the potential to strengthen the reliability of the D-TMR system. |
Databáze: | OpenAIRE |
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