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Water Level using Capacitnace

Hi,
I am working on a sensor to measure water level in a metallic container and for this is I am using capacitance measurement. I used an timer output from my stm32f107 and I am measuring the frequency compared to the level.
The issue that I am facing right now, is the change to the frequency that the sensor give and I am suspecting:
- Drift of the oscillator vs temperature (the crystal or accompanying components).
- changes in water dielectric due to temperature and pressure.

Anyone worked on such sensor? what would be the best route to solve this issue.
Thanks,
ODSK

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