TY - GEN
T1 - Efficient GA approach combined with Taguchi method for mixed constrained circuit design
AU - Su, Yiwen
AU - Bao, Zhiguo
AU - Wang, Fangfang
AU - Watanabe, Takahiro
PY - 2011/9/5
Y1 - 2011/9/5
N2 - This paper proposes a new circuit design optimization method where Genetic Algorithm (GA) with parameterized uniform crossover (GApuc) is combined with Taguchi method. The purposed are (a) using Taguchi method to search for optimal fitness value and (b) evaluating the power and signal delay of logic blocks in circuit design to get an optimum circuit in complexity, power and signal delay. The present study enhances the previous results by providing a much more detailed examination of mixed constrained circuit design. Experimental results show that our proposed approach can produce a good circuit in both fitness function and CPU time.
AB - This paper proposes a new circuit design optimization method where Genetic Algorithm (GA) with parameterized uniform crossover (GApuc) is combined with Taguchi method. The purposed are (a) using Taguchi method to search for optimal fitness value and (b) evaluating the power and signal delay of logic blocks in circuit design to get an optimum circuit in complexity, power and signal delay. The present study enhances the previous results by providing a much more detailed examination of mixed constrained circuit design. Experimental results show that our proposed approach can produce a good circuit in both fitness function and CPU time.
KW - Circuit optimization
KW - Design of experiments
KW - Evolutionary Algorithm (EA)
KW - Evolutionary circuit design
KW - Genetic Algorithm (GA)
KW - Orthogonal array
KW - Response surface methodology
KW - Taguchi methodology
UR - http://www.scopus.com/inward/record.url?scp=80052201741&partnerID=8YFLogxK
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U2 - 10.1109/ICCSA.2011.44
DO - 10.1109/ICCSA.2011.44
M3 - Conference contribution
AN - SCOPUS:80052201741
SN - 9780769544045
T3 - Proceedings - 2011 International Conference on Computational Science and Its Applications, ICCSA 2011
SP - 290
EP - 293
BT - Proceedings - 2011 International Conference on Computational Science and Its Applications, ICCSA 2011
T2 - 11th International Conference on Computational Science and Its Applications, ICCSA 2011
Y2 - 20 June 2011 through 23 June 2011
ER -