This work proposes to use evolutionary computation as a pathway to allow a new perspective on the modeling of energy expenditure and recovery of an individual athlete during exercise. We revisit a theoretical concept called the "three component hydraulic model" which is designed to simulate metabolic systems during exercise and which is able to address recently highlighted shortcomings of currently applied performance models. This hydraulic model has not been entirely validated on individual athletes because it depends on physiological measures that cannot be acquired in the required precision or quantity. This paper introduces a generalized interpretation and formalization of the three component hydraulic model that removes its ties to concrete metabolic measures and allows to use evolutionary computation to fit its parameters to an athlete.

翻译：这项工作提议利用进化计算作为一条途径,以便能够从新角度看待能源支出的建模和个体运动员在锻炼期间的回收问题,我们重新审视了称为“三个组成部分液压模型”的理论概念,该理论概念旨在模拟锻炼锻炼过程中的代谢系统,能够解决最近突出的当前应用的性能模型的缺点,这一液压模型尚未完全由个体运动员验证,因为它取决于生理测量,而生理测量不能以所要求的精确度或数量获得,本文件介绍了对三个组成部分液压模型的普遍解释和正规化,该模型取消了它与具体的代谢措施的联系,并允许使用进化计算来使其参数与运动员相适应。