A Comparison of Four Types of Evolution Strategies for Beef Cattle Feed Optimization

Authors

  • Tirana Noor Fatyanosa Faculty of Computer Science, Universitas Brawijaya, Malang 65145, Indonesia.
  • Wayan Firdaus Mahmudy Faculty of Computer Science, Universitas Brawijaya, Malang 65145, Indonesia.
  • Marjuki Marjuki Faculty of Animal Husbandry, Universitas Brawijaya, Malang 65145, Indonesia.

Keywords:

Beef Cattle Feed Optimization, Evolution Strategies,

Abstract

Beef cattle feed optimization is a multi-objective problem. For different weight of beef cattle, the required nutrition is also different. The feed also requires a balance of nutrients with a low price. This paper presents a comparison of four types of Evolution Strategies (ES) for beef cattle feed optimization. The results of our experiments suggest that the performance and robustness of ES (µ,λ), ES (µ/ρ,λ), and ES (µ+λ) are comparable, while ES (µ/ρ+λ) performs slightly worse. This fact together promotes ES (µ/ρ,λ) as the most robust for practical use. The experimental results show that the feed price obtained from ES (µ/ρ,λ) is 5524.465 with fitness value of 1.809861462.

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Published

2018-02-15

How to Cite

Fatyanosa, T. N., Mahmudy, W. F., & Marjuki, M. (2018). A Comparison of Four Types of Evolution Strategies for Beef Cattle Feed Optimization. Journal of Telecommunication, Electronic and Computer Engineering (JTEC), 10(1-8), 165–171. Retrieved from https://jtec.utem.edu.my/jtec/article/view/3755