基于人工智能的食品和饮料选择系统,以实现印尼餐厅的精准营养
Kudang Boro Seminar1, Evy Damayanthi2, Karlisa Priandana3
1Faculty of Agricultural Engineering and Technology, IPB University, Darmaga Campus, Bogor, West Java, Indonesia.
Frontiers in nutrition
|May 12, 2025
概括
这项研究介绍了一种基因算法系统,用于印尼餐馆的个性化食物选择. 它可以帮助食客根据个人营养需求和健康史选择最佳餐点,改善饮食选择.
科学领域:
- 营养科学 营养科学
- 计算机科学 计算机科学
- 医疗信息学 医疗信息学
背景情况:
- 个性化营养是复杂的,因为食物和餐厅的变化.
- 印度尼西亚现有的食品推书缺乏个性化和NCD考虑.
- 选择最佳的餐点需要将个人需求与各种菜单选项相匹配.
研究的目的:
- 在印度尼西亚餐厅开发个性化的食物选择系统.
- 为了应对与菜单项目匹配餐厅配置文件的组合性挑战.
- 将科学营养数据与个人用餐者个人资料相结合,以获得最佳的餐点建议.
主要方法:
- 利用遗传算法 (GA) 来开发推系统.
- 创建了一个食客个人资料和餐厅菜单数据 (营养内容) 的数据库.
- 雇佣的GA操作员 (交叉,突变,锦标赛选择) 和健身功能用于选择餐点.
主要成果:
- 开发了一种新的系统,将营养数据和餐饮者的个人资料结合起来,以进行个性化的餐饮选择.
- 该系统在卡里马塔餐厅 (Karimata Restaurant) 证明了它适合于个别客户的需求.
- 用户评估表明营养理解,易用性和满意度有所增加.
结论:
- 拟议的基于GA的系统有效地解决了印尼餐厅的个性化食品选择挑战.
- 它通过考虑个人需求和NCD历史,比现有的应用程序有了显著的改进.
- 该系统是可复制的,并提高了用户对餐饮选择的认识和满意度.
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