An analytical expression for the gravitational deposition of aerosol particles confined in a cylindrical tube of infinite length and inclined to the horizontal is presented. With a computer this deposition probability was calculated for a system of randomly oriented identical tubes which has practical application to particle settling in the human respiratory tract during respiratory pauses.