计算机辅助糖尿病治疗中使用人工智能算法的自动膳食计划

J. Bulka, A. Izworski, Joanna Koleszynska, J. Lis, I. Wochlik
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引用次数: 12

摘要

本文综述了引入GIGISim (glucose - insulin and Glycemic Index Web Simulator)网络学习工具的计算机辅助糖尿病治疗,该工具基于葡萄糖和胰岛素血浆水平模拟模型和遗传算法优化。与该系统一起,总结了最近报道的辅助糖尿病治疗的解决方案,并介绍了它们的功能。在GIGISim工具中应用人工智能,提高患者管理和健康意识。具有遗传算法支持的交互式糖尿病专用模拟器对患者及其家属具有很大的教育潜力,也可为保健专业人员提供培训手段。人们普遍认为,进化算法(EA)在所有类型的优化问题上都表现得很好,在这种情况下,是糖尿病膳食计划的优化,而遗传算法是其中的一类。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automatic meal planning using artificial intelligence algorithms in computer aided diabetes therapy
Paper presents the review of the computer aided diabetes therapy introducing GIGISim (Glucose-Insulin and Glycemic Index Web Simulator) e-learning tool based on the glucose and insulin plasma levels simulation models and genetic algorithms optimization. Together with the system, recently reported solutions assisting diabetes therapy were summarized and their functionality presented. Artificial intelligence is applied in GIGISim tools to improve patients' management and health awareness. Interactive, diabetes-dedicated simulators, supported with genetic algorithms (GA) have a great deal of educational potential for patients and their families, and may also offer a means of training for health-care professionals. It is generally believed that evolutionary algorithms (EA), which GA are a particular class of, perform consistently well across all types of optimization problems, in this case the optimization of the diabetes meal plan.
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