Journal of Materials Processing Technology 210 (2010) 335–342
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Journal of Materials Processing Technology
journal homepage: www.elsevier.com/locate/jmatprotec
Spatial distribution and spheroidicity characterization of graphite nodules based
on morphological tools
L.A. Morales-Hernández
a,∗
, I.R. Terol-Villalobos
b
, A. Domínguez-González
a
,
F. Manríquez-Guerrero
b
, G. Herrera-Ruiz
a
a
Facultad de Ingeniería, Universidad Autónoma de Querétaro, San Juan del Río, Querétaro 76807, Mexico
b
Centro de Investigación y Desarrollo Tecnológico en Electroquímica S.C., Pedro Escobedo, Querétaro 76700, Mexico
article info
Article history:
Received 26 February 2009
Received in revised form 21 July 2009
Accepted 24 September 2009
Keywords:
Spheroidicity
Compacity
Graphite
Conditional bisector
Granulometry
abstract
In this paper, the concept of compacity curve was introduced to characterize the spatial distribution of
nodules which is a stronger concept than the nodular density itself. This notion was defined according
to the concept traditionally known as granulometry by openings. The compacity, which is represented
by polynomial curve, is obtained by the granulometric function which refers to the mean of the spatial
distribution of curves. Furthermore, the nodular spheroidicity was measured in a simple way by using the
conditional bisector transformation. Hence, if the conditional bisector of a nodule is composed of only one
connected component, then the nodular shape is similar to a circle. Also, it was noted that the proposed
methodology can distinguish between overlapping or touching nodules. The spheroidal graphite together
with compacity curves allows a better description of the ductile cast iron quality by image analysis. Both
criteria have been computed using the basic morphological tools as the opening, erosion and dilation. The
metallographic images were obtained from the mechanical parts employed in the automotive industry,
and the results were compared with other reported methods. From the compacity curve it is possible to
establish that the quality of the ductile iron cast is better when it trend to have a similar shape to the
normal curve.
© 2009 Elsevier B.V. All rights reserved.
1. Introduction
The knowledge of the microstructure in metals is a critical
factor in order to understand better the behavior of cast iron
materials under different conditions. Indeed, microstructure char-
acterization is a very important task before the use of a specific
metal (Maropoulos et al., 2004). Graphite nodules are features in
foundry engineering since they establish mechanical properties
such as fracture toughness, impact toughness, yield and tensile
strength as demonstrated (Gonzaga and Fernández, 2005). There
are research works that have demonstrated that the relationship
of the mechanical properties can be determinated by the size and
shape of nodules. For instance, Karl-Fredrik and Vratko (2009) have
studied the behavior of ductility according to the size and shape of
casting defects in the microstructure. Xin et al. (2009) have shown
the effects of nodules shape relating with the crack initiation and
crack propagation rate. Nabil et al. (2009) have investigated how
to get a 100% nodular and the relationship between hardness and
tensile strength.
∗
Corresponding author. Tel.: +5 01 427 274 1244; fax: +5 01 427 274 1244.
E-mail address: luis morah@yahoo.com (L.A. Morales-Hernández).
On the other hand, recent researches have shown that the space
between nodules and nodular distribution can modify the mechan-
ical properties. Jeong-Du and Jueng-Keun (2006) have related the
distance between nodules and the fatigue failure. Dommarco et
al. (2006) have shown that the behavior of thin wall castings
depends on the number of nodules in the microstructure. Stokes
et al. (2007) studied the initiation and growth of crack through the
space between nodules. Sosa et al. (2009) proposed a relationship
between the residual stresses with nodule count. David et al. (2004)
showed that the uniform distribution improves thin wall nodu-
lar cast. Borrajo et al. (2002) show the distribution of nodules in
thin castings depending on the thickness and nodular distribution
changes. In the studies of the aforementioned cases, they mention
that nodular density is critical.
They use standard methods to evaluate nodularity and nodular
density. Nowadays, graphite measurement and the percentage of
nodularity are qualitative measurements which are determined by
comparing against a pattern of the structure. Each method has a
chart pattern in order to do a comparison; for example, the AFS 5-J
(2000) reference provides a precision of ±10%, whereas the stan-
dard ASTM A 247 characterizes graphite particles by numbers and
letters in metallographies allowing an estimation of their sizes and
distribution. The standard ISO 9451-1 characterizes the particles of
graphite into six types (see Fig. 1). For instance, this method cannot
0924-0136/$ – see front matter © 2009 Elsevier B.V. All rights reserved.
doi:10.1016/j.jmatprotec.2009.09.020