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In cases where PIT reading does not match the as-built length of the pile, what can be the reason?

If the toe reflection signal is clearly visible, the reading should match the real length of the pile. For that purpose, calibration of the speed wave / velocity is required. Then the velocity will be changed to make the measured length to match with the expected length of the pile.