Solution Development Center, Material Technology Center, Teijin Co. Ltd., 2-1 Kasumigaseki 3-chome, Chiyoda, Tokyo, 100-0013, Japan.
Department of Sports Medical Sciences, Shinshu University Graduate School of Medicine, 3-1-1 Asahi, Matsumoto, 390-8621, Japan.
Int J Biometeorol. 2020 May;64(5):755-764. doi: 10.1007/s00484-020-01865-5. Epub 2020 Jan 23.
We developed a mathematical model to estimate the increase in firefighters' core body temperature from energy expenditure (EE) measured by accelerometry to prevent heat illness during firefighting. Wearing firefighter personal protective equipment, seven male subjects aged 23-42 years underwent a graded walking test on a treadmill while esophageal temperature (T) and skin temperature were measured with thermocouples and EE was measured with a tri-axial accelerometer. To estimate the increase in T from EE, we proposed a mathematical model composed of the heat capacity of active muscles (C, kcal·°C), the heat capacity of the sum of resting muscles and skin (C), the resistance to heat flux from C to C (R, °C·min·kcal), and the resistance from C to the skin surface (R). We determined the parameters while minimizing the differences between the estimated and measured changes in T profiles during graded walking. We found that C and C in individuals were highly correlated with their body weight (kg) and body surface area (m), respectively, whereas R and R were similar across subjects. When the profiles of measured T (y) and estimated T (x) were pooled in all subjects, they were almost identical and were described by a regression equation without an intercept, y = 0.96x (r = 0.96, P < 0.0001), with a mean difference of - 0.01 ± 0.12 °C (mean ± SD) ranging from - 0.18 to 1.56 °C of the increase in T by Bland-Altman analysis. Thus, the model can be used for firefighters to prevent heat illness during firefighting.
我们开发了一个数学模型,通过加速度计测量的能量消耗(EE)来估计消防员核心体温的升高,以预防消防过程中的热疾病。七名年龄在 23-42 岁的男性受试者穿着消防个人防护装备,在跑步机上进行分级步行测试,同时使用热电偶测量食管温度(T)和皮肤温度,并使用三轴加速度计测量 EE。为了估计 EE 引起的 T 升高,我们提出了一个由活跃肌肉的热容量(C,千卡·°C)、休息肌肉和皮肤的热容量总和(C)、C 到 C 的热流阻力(R,°C·min·kcal)和 C 到皮肤表面的阻力(R)组成的数学模型。我们通过最小化分级步行过程中 T 曲线的估计和测量变化之间的差异来确定参数。我们发现,个体的 C 和 C 与他们的体重(kg)和体表面积(m)高度相关,而 R 和 R 在受试者之间相似。当所有受试者的测量 T(y)和估计 T(x)曲线被汇总时,它们几乎相同,可以用没有截距的回归方程描述,y=0.96x(r=0.96,P<0.0001),平均差值为-0.01±0.12°C(平均值±SD),Bland-Altman 分析表明 T 升高的范围从-0.18 到 1.56°C。因此,该模型可用于消防员在消防过程中预防热疾病。