Fitting the global water production rate of 67P as a function of time. The blue rectangles represent the observation data from Läuter et al. (2020), and the red line corresponds to the best fit curve achieved by combining ThermoONet with the optimization algorithm. The black dashed line indicates the epoch of the perihelion. A detailed description of the observation data and sources thereof can be found in Läuter et al. (2020).