A. Schule et al., CHARACTERIZATION OF THE COMPOSITION OF SOLID MIXTURES USING PARTICLE-SHAPE DISTRIBUTIONS OBTAINED BY IMAGE-ANALYSIS, Particle & particle systems characterization, 14(1), 1997, pp. 21-29
Citations number
15
Categorie Soggetti
Materials Science, Characterization & Testing","Engineering, Chemical
There are many applications of particle technology in which solid mixt
ures consisting of particles having the same chemical, mineralogical a
nd physical properties are used. The particles are then distinguishabl
e only by shape. The particle shape significantly influences the techn
ological behaviour of the mixture and the properties of the materials
produced. Therefore, mathematical procedures are necessary in order to
determine the composition of such a mixture according to the proporti
ons of certain particle shape classes. These classes are the respectiv
e components of the mixture. In this work, various statistical methods
were tested to classify the particles by shape analysis. A two-compon
ent mixture of quartz and muscovite was used as a reference material.
The results obtained by different theoretical methods were compared wi
th each other. Alternative methods such as histogram fit and the EM al
gorithm provided better results than the conventional method of discri
minant analysis, as expected. Because the statistical behaviour of the
components can be estimated only using reference samples, a statistic
al error of about 5-10% depending on the respective sample size was me
t. However, this is a satisfactory result. It turned out that it is po
ssible to conclude exclusively on the basis of the particle shape dist
ribution about the composition of a mixture. The methodical knowledge
obtained can be used in industrial applications such as the ceramic in
dustry, the production of paints and the bulk solids technology.