ceramics
Review
The Modified Random Network (MRN) Model within the
Configuron Percolation Theory (CPT) of Glass Transition
Michael I. Ojovan
1,2
Citation: Ojovan, M.I. The Modified
Random Network (MRN) Model
within the Configuron Percolation
Theory (CPT) of Glass Transition.
Ceramics 2021, 4, 121–134. https://
doi.org/10.3390/ceramics4020011
Academic Editors: Ashutosh Goel
and Gilbert Fantozzi
Received: 25 January 2021
Accepted: 24 March 2021
Published: 29 March 2021
Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations.
Copyright: © 2021 by the author.
Licensee MDPI, Basel, Switzerland.
This article is an open access article
distributed under the terms and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/).
1
Department of Materials, Imperial College London, South Kensington Campus, Exhibition Road,
London SW7 2AZ, UK; m.ojovan@imperial.ac.uk
2
Department of Radiochemistry, Moscow State University Named after M.V. Lomonosov, Leninskie Gory 1,
Bd.3, 119991 Moscow, Russia
Abstract: A brief overview is presented of the modified random network (MRN) model in glass
science emphasizing the practical outcome of its use. Then, the configuron percolation theory (CPT) of
glass–liquid transition is concisely outlined, emphasizing the role of the actual percolation thresholds
observed in a complex system. The MRN model is shown as an important tool enabling to understand
within CPT the reduced percolation threshold in complex oxide systems.
Keywords: oxide glasses; molecular structure; modified random network; configuron; percolation;
glass transition
1. Introduction
The modified random network (MRN) model of glasses proposed first by Greaves [1–4]
has been nowadays confirmed by many observations in experiment and modeling. The
molecular structure of a glass controls the glass properties—for example, the chemical
durability—by establishing the distribution of ion exchange sites, hydrolysis sites, and the
access of water to those sites. Therefore, it is imperative to investigate the molecular struc-
ture of glass evidencing the details of medium-range order (MRO) of glasses. The MRN
model involves two interlacing disordered sub-lattices (regions), one of which contains
the well-polymerized silica skeleton (covalent network), while the other is depolymerized
and comprises of large concentrations of network modifiers such as alkalis. The first model
of glass structure was the continuous random network (CRN) model, which became a
classical method of thinking on structures of glasses and melts presenting the molecular
structure of oxide glass formers as a topologically disordered network of corner-sharing
tetrahedra forming rings and cages [5]. Experiments indicated that the CRN model cannot
describe the structure of melts and glasses containing modifying metal cations.
The MRN model accounts that the metal cations such as Na
+
,K
+
, Ca
2+
, Mg
2+
break the
inter-tetrahedral bonds and segregate into clusters, which gradually grow so that at higher
concentrations, they eventually become continuous channels once their concentration
reaches the percolation threshold [1–4,6]. Figure 1 is schematically representing the MRN
model of an alkali silicate glass structure [7].
The MRN model allows Al-free silicate glasses and melts to be well described, whereas
aluminosilicate glasses are different. The Al
3+
in silicates enters mostly in tetrahedral coor-
dination in the form of negatively charged AlO
4
−
with apical oxygen atoms presenting
electrical charge deficits. As a result, the metal cations that are present in the melt compen-
sate for this electrical charge deficit as they do in the crystalline state. In most aluminosili-
cate glasses for practical uses, the concentration of metal cations provides almost exactly
the charge compensation of the AlO
4
−
present, this effect being used to bind radioactive
hazardous nuclides in nuclear waste immobilization [8]. These effects are accounted by the
compensated CRN (CCRN) model [9] by locating compensating metallic ions in the vicinity
of AlO
4
−
. Thus, the CCRN is essentially a variant of MRN which properly accounts for
Ceramics 2021, 4, 121–134. https://doi.org/10.3390/ceramics4020011 https://www.mdpi.com/journal/ceramics