A non-homogeneous regularization method for the estimation of narrow aerosol size distributions

The determination of particle size distributions from e.g. DMPS or TDMA mea surements is an ill-posed problem that is often solved using regularization methods. With Tikhonov-type regularization the standard smoothness assumpt ions may yield infeasible estimates for the size distribution in cases wher e the size distribution contains narrow peaks. In this paper we propose a m ethod for the estimation of size distributions with narrow peaks. The metho d is based on the utilization of a weight function to modify the standard s moothness constraints to obtain nonhomogeneous smoothing effect. In the pro blem formulation prior assumptions about the weight function are exploited and the size distribution and the weight function can be estimated simultan eously. The performance of the method is evaluated with simulated TDMA data and the results show that good agreement between the estimates and the tru e size distributions can be achieved. (C) 2000 Elsevier Science Ltd. All ri ghts reserved.