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- W2373644560 abstract "This paper presents a novel approach to analog module placement with genetic algorithm. The bit matrix encoding is employed to improve search efficiency. It uses the principle of the divide and conquer technique, which allows the genetic algorithm to generate new configurations faster without degrading its search result. The idea of module slide is adopted to transform the absolute placement to the relative placement. It drastically decreases the configuration space without degrading search opportunities. Inspired by natural phenomena, similarity checks between the mating parents and between either parent and offspring are performed to improve the quality of evolution. They prevent the search from premature during the reproduction. The dedicated cost function covers the special requirements of analog integrated circuits. A fractional factorial experiment is conducted using an orthogonal array to study the algorithm parameters. A meta GA is applied to determine the optimal parameter values. The fractional factorial experiment shrinks the configuration space so that the meta GA can complete a search more efficiently. The Algorithm with optimized parameters is tested with several local benchmark circuits. The experimental results show this promising algorithm makes the better performance than the conventional simulated annealing approach with the satisfactory results comparable to manual placement. It considerably improves the design efficiency." @default.
- W2373644560 created "2016-06-24" @default.
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- W2373644560 date "2003-01-01" @default.
- W2373644560 modified "2023-09-25" @default.
- W2373644560 title "A Bit-Matrix Genetic Approach to Analog Module Placement" @default.
- W2373644560 hasPublicationYear "2003" @default.
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