Gravimetric is the standard method. Only take care to collect soil sample in a similar volume and position that you profile are estimating the soil water.
By using gravimetric method of soil moisture measurement. You can use Giddings machine to take 1 m deep cores to get the numbers corresponding to the sensor depths and calibrate the respective ones.