Abstract
Consider an opaque medium that contains 3D particles. All particles are convex bodies of the same shape, but they vary in size. The particles are randomly positioned and oriented within the medium and cannot be observed directly. Taking a planar section of the medium we obtain a sample of observed 2D section profile areas of the intersected particles. In this paper, the distribution of interest is the underlying 3D particle size distribution for which an identifiability result is obtained. Moreover, a non-parametric estimator is proposed for this size distribution. The estimator is proven to be consistent and its performance is assessed in a simulation study.
Original language | English |
---|---|
Pages (from-to) | 742-774 |
Number of pages | 33 |
Journal | Electronic Journal of Statistics |
Volume | 18 |
Issue number | 1 |
DOIs | |
Publication status | Published - 2024 |
Keywords
- consistency
- EM
- iterative convex minorant
- Mellin transform
- particle system
- Stereology