Roberts Dustyn, Hillstrom Howard, Kim Joo H
Department of Mechanical and Aerospace Engineering, New York University, Brooklyn, New York, United States of America.
Leon Root, M.D. Motion Analysis Laboratory, Hospital for Special Surgery, New York, New York, United States of America.
PLoS One. 2016 Dec 28;11(12):e0168070. doi: 10.1371/journal.pone.0168070. eCollection 2016.
A subject-specific model of instantaneous cost of transport (ICOT) is introduced from the joint-space formulation of metabolic energy expenditure using the laws of thermodynamics and the principles of multibody system dynamics. Work and heat are formulated in generalized coordinates as functions of joint kinematic and dynamic variables. Generalized heat rates mapped from muscle energetics are estimated from experimental walking metabolic data for the whole body, including upper-body and bilateral data synchronization. Identified subject-specific energetic parameters-mass, height, (estimated) maximum oxygen uptake, and (estimated) maximum joint torques-are incorporated into the heat rate, as opposed to the traditional in vitro and subject-invariant muscle parameters. The total model metabolic energy expenditure values are within 5.7 ± 4.6% error of the measured values with strong (R2 > 0.90) inter- and intra-subject correlations. The model reliably predicts the characteristic convexity and magnitudes (0.326-0.348) of the experimental total COT (0.311-0.358) across different subjects and speeds. The ICOT as a function of time provides insights into gait energetic causes and effects (e.g., normalized comparison and sensitivity with respect to walking speed) and phase-specific COT, which are unavailable from conventional metabolic measurements or muscle models. Using the joint-space variables from commonly measured or simulated data, the models enable real-time and phase-specific evaluations of transient or non-periodic general tasks that use a range of (aerobic) energy pathway similar to that of steady-state walking.
利用热力学定律和多体系统动力学原理,从代谢能量消耗的关节空间公式中引入了特定个体的瞬时运输成本(ICOT)模型。功和热在广义坐标中被公式化为关节运动学和动力学变量的函数。从包括上身和双侧数据同步在内的全身实验步行代谢数据中估计从肌肉能量学映射的广义热率。与传统的体外和个体不变肌肉参数不同,识别出的特定个体能量参数——质量、身高、(估计的)最大摄氧量和(估计的)最大关节扭矩——被纳入热率中。模型代谢能量消耗总值与测量值的误差在5.7±4.6%以内,个体间和个体内相关性很强(R2>0.90)。该模型可靠地预测了不同受试者和速度下实验总COT(0.311 - 0.358)的特征凸度和大小(0.326 - 0.348)。作为时间函数的ICOT提供了对步态能量因果关系(例如,相对于步行速度的归一化比较和敏感性)以及特定阶段COT的见解,这是传统代谢测量或肌肉模型无法提供的。利用常见测量或模拟数据中的关节空间变量,这些模型能够对使用一系列类似于稳态步行的(有氧)能量途径的瞬态或非周期性一般任务进行实时和特定阶段的评估。