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roulette wheel selection in genetic algorithm

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发表于 2025-10-28 15:45:51 | 显示全部楼层 |阅读模式
Roulette wheel selection is a popular selection method used in genetic algorithms to choose individuals for reproduction based on their fitness values. In the context of Indian local products, this technique can be applied to optimize various aspects of production and distribution.

For example, when dealing with traditional Indian textiles like Kanjeevaram silk sarees or Pashmina shawls, genetic algorithms with roulette wheel selection can help in identifying the best combinations of materials, designs, and manufacturing techniques to enhance quality and reduce costs. The fitness function would evaluate factors such as durability, aesthetic appeal, and market demand.

Similarly, in agricultural products like Basmati rice or Alphonso mangoes, this method can assist in selecting the best crop varieties and farming practices. By simulating multiple generations of selection, farmers can identify traits that lead to higher yield, better resistance to pests, and improved taste, ultimately benefiting the local economy.

Overall, roulette wheel selection in genetic algorithms provides a systematic approach to improving Indian local products, ensuring that the best characteristics are passed on to future generations of products.
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