{"title":"用序贯最小二乘规划优化肉牛饲料比例","authors":"Khomkris Mathiang, Kulwarun Warunsin, Phuwitson Phumsaranakhom","doi":"10.1109/ICSEC56337.2022.10049370","DOIUrl":null,"url":null,"abstract":"Producing premium beef cattle requires a good quality roughage and feed containing nutritional value appropriate to the age of the cattle. One strategy for producing high-quality beef cattle is smart nutrition management in the feed of fattening. Optimal feed ration for beef cattle is a challenging task under the multiple constrains. Therefore, this research aims to compare the efficiency of 4 optimal methods: SLSQP, COBYLA, Simplex, and Primal-Dual via the 10 beef cattle feed formulas. Using a database from the Bureau of Animal Nutrition Development, Department of Livestock Development, by comparing the accuracy and processing time. According to the experimental findings, all strategies produced answers that were equally accurate. However, the time required to process SLSQP is minimal, followed by the Simplex and Primal-Dual. Due to the iteration loop exceeding our limit, COBYLA is negligees.","PeriodicalId":430850,"journal":{"name":"2022 26th International Computer Science and Engineering Conference (ICSEC)","volume":"25 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"The Optimized Proportion for Beef Cattle Feed using Sequential Least Squares Programming\",\"authors\":\"Khomkris Mathiang, Kulwarun Warunsin, Phuwitson Phumsaranakhom\",\"doi\":\"10.1109/ICSEC56337.2022.10049370\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Producing premium beef cattle requires a good quality roughage and feed containing nutritional value appropriate to the age of the cattle. One strategy for producing high-quality beef cattle is smart nutrition management in the feed of fattening. Optimal feed ration for beef cattle is a challenging task under the multiple constrains. Therefore, this research aims to compare the efficiency of 4 optimal methods: SLSQP, COBYLA, Simplex, and Primal-Dual via the 10 beef cattle feed formulas. Using a database from the Bureau of Animal Nutrition Development, Department of Livestock Development, by comparing the accuracy and processing time. According to the experimental findings, all strategies produced answers that were equally accurate. However, the time required to process SLSQP is minimal, followed by the Simplex and Primal-Dual. Due to the iteration loop exceeding our limit, COBYLA is negligees.\",\"PeriodicalId\":430850,\"journal\":{\"name\":\"2022 26th International Computer Science and Engineering Conference (ICSEC)\",\"volume\":\"25 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-12-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 26th International Computer Science and Engineering Conference (ICSEC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICSEC56337.2022.10049370\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 26th International Computer Science and Engineering Conference (ICSEC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICSEC56337.2022.10049370","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
The Optimized Proportion for Beef Cattle Feed using Sequential Least Squares Programming
Producing premium beef cattle requires a good quality roughage and feed containing nutritional value appropriate to the age of the cattle. One strategy for producing high-quality beef cattle is smart nutrition management in the feed of fattening. Optimal feed ration for beef cattle is a challenging task under the multiple constrains. Therefore, this research aims to compare the efficiency of 4 optimal methods: SLSQP, COBYLA, Simplex, and Primal-Dual via the 10 beef cattle feed formulas. Using a database from the Bureau of Animal Nutrition Development, Department of Livestock Development, by comparing the accuracy and processing time. According to the experimental findings, all strategies produced answers that were equally accurate. However, the time required to process SLSQP is minimal, followed by the Simplex and Primal-Dual. Due to the iteration loop exceeding our limit, COBYLA is negligees.