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Which type of radiation does weather radar measure to estimate the intensity of precipitation?

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Uniquely, Doppler radar can measure the velocity of precipitation particles (and thus, the wind) in precipitating regions. A Doppler radar receiver "hears" waves of a higher frequency if precipitation particles are moving toward the radar and a lower frequency if particles are moving away.
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