On the empty space function of some germ-grain models

Abstract We derive and discuss formulas for the density and the hazard rate of the empty space function of a germ-grain model Ξ in R d generated by a stationary point process Φ and i.i.d. convex primary grains Ξ n , n∈ N , that are independent of Φ. Our formulas are based on the Palm probability of the germ process and the mean generalized curvature measure of the grain. Particular attention is paid to cluster models, where the grains form a Poisson cluster process. Our discussion of specific Gauss–Poisson models with spherical grains provides some motivation for the use of the failure rate of F to detect clustering effects. In the general case we propose a family of functions comparing the behaviour in the neighbourhood of a typical germ with the neighbourhood of an arbitrary point in space. These characteristics can be used to measure effects of clustering and spatial interactions between the locations of the individual grains.

[1]  R. Schassberger,et al.  On the distribution of the spherical contact vector of stationary germ-grain models , 1998, Advances in Applied Probability.

[2]  G. Matheron Random Sets and Integral Geometry , 1976 .

[3]  Adrian Baddeley,et al.  The empty space hazard of a spatial pattern , 1994 .

[4]  Lothar Heinrich,et al.  On existence and mixing properties of germ-grain models , 1992 .

[5]  R. Schneider Convex Bodies: The Brunn–Minkowski Theory: Minkowski addition , 1993 .

[6]  Daniel Hug,et al.  On support measures in Minkowski spaces and contact distributions in stochastic geometry , 2000 .

[7]  R. Gill,et al.  Kaplan-Meier estimators of distance distributions for spatial point processes , 1997 .

[8]  LOTHAR HEINRICH On the Pair Correlation Function of the Point Process of Nodes in a Voronoi Tessellation , .

[9]  Ilya S. Molchanov,et al.  Central limit theorem for a class of random measures associated with germ-grain models , 1996, Advances in Applied Probability.

[10]  T. Mattfeldt Stochastic Geometry and Its Applications , 1996 .

[11]  Nguyen Xuan Xanh,et al.  Integral and differential characterizations of the Gibbs process , 1977, Advances in Applied Probability.

[12]  A. Baddeley,et al.  A non-parametric measure of spatial interaction in point patterns , 1996, Advances in Applied Probability.

[13]  Dietrich Stoyan,et al.  Contact and chord length distributions of the Poisson Voronoi tessellation , 1992 .

[14]  R. Schneider,et al.  Parallelmengen mit Vielfachheit und Steiner-Formeln , 1980 .

[15]  Jan Rataj,et al.  BOOLEAN CLUSTER MODELS: MEAN CLUSTER DILATIONS AND SPHERICAL CONTACT DISTANCES , 1997 .