Title
Copula-based approximation of particle breakage as link between DEM and PBM.
Abstract
Abstract In process engineering, the breakage behavior of particles is needed for the modeling and optimization of comminution processes. A popular tool to describe (dynamic) processes is population balance modeling (PBM), which captures the statistical distribution of particle properties and their evolution over time. It has been suggested previously to split up the description of breakage into a machine function (modeling of loading conditions) and a material function (modeling of particle response to mechanical stress). Based on this idea, we present a mathematical formulation of machine and material functions and a general approach to compute them. Both functions are modeled using multivariate probability distributions, where in particular so-called copulas are helpful. These can be fitted to data obtained by the discrete element method (DEM). In this paper, we describe the proposed copula-based breakage model, and we construct such a model for an artificial dataset that allows to evaluate the prediction quality.
Year
DOI
Venue
2017
10.1016/j.compchemeng.2017.01.023
Computers & Chemical Engineering
Keywords
Field
DocType
Discrete element method,Population balance modeling,Breakage probability,Breakage function,Copula
Population,Applied mathematics,Mathematical optimization,Multivariate statistics,Simulation,Copula (linguistics),Stress (mechanics),Probability distribution,Mathematics,Discrete element method,Particle,Breakage
Journal
Volume
ISSN
Citations 
99
0098-1354
0
PageRank 
References 
Authors
0.34
0
5
Name
Order
Citations
PageRank
Aaron Spettl120.77
Maksym Dosta211.79
Frederik Klingner300.34
S. Heinrich483.41
Volker Schmidt574.80