Hybrid genetic algorithm with mixed mutation mechanism for optimal display panel circuit design

I. Hsiu Lo*, Yiming Li, Kuo Fu Lee

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Scopus citations

Abstract

In this paper, a hybrid genetic algorithm which combines crossover operator of conventional genetic algorithm (GA) and mixed mutation mechanisms is proposed for the design and optimization of the panel gate driver circuits with amorphous silicon thin-film transistor (ASG driver circuit). The shooting local search method is applied on the first half of sorted population while the mutation of differential evolution (DE) is applied on the others after the end of crossover. This mechanism can accelerate the speed of convergence and keep the diversity in the meanwhile For sizing of topology-given ASG driver circuits, the system which integrates proposed algorithm and circuit simulator to optimize crucial characteristics with practical constraints is implemented and tested. The results indicate that the proposed algorithm is effective and efficient, compared with conventional GA.

Original languageEnglish
Title of host publicationProceedings - International Conference on Technologies and Applications of Artificial Intelligence, TAAI 2010
Pages222-225
Number of pages4
DOIs
StatePublished - 2010
Event2010 15th Conference on Technologies and Applications of Artificial Intelligence, TAAI 2010 - Hsinchu, Taiwan
Duration: 18 Nov 201020 Nov 2010

Publication series

NameProceedings - International Conference on Technologies and Applications of Artificial Intelligence, TAAI 2010

Conference

Conference2010 15th Conference on Technologies and Applications of Artificial Intelligence, TAAI 2010
Country/TerritoryTaiwan
CityHsinchu
Period18/11/1020/11/10

Keywords

  • Differential evolution
  • Genetic algorithm
  • Local search
  • Panel driver circuit

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