3eclarin.pmd
R.P. Felix and L.A . Eclarin
1
SCIENCE DILIMAN (JULY-DECEMBER 2014) 26:2, 1-20
Transitive Perfect Colorings
of 2-Uniform Til ings
Rene P. Fel ix
University of the Philippines Diliman
Lawrence A. Eclarin*
Mariano Marcos State University
_______________
*Corresponding Author
ISSN 0115-7809 Print / ISSN 2012-0818 Online
ABSTRACT
In this work, a method to determine the nontrivial colorings of perfect
a n d t r a n s i t i v e 2 - u n i f o r m t i l i n g s i s p r e s e n t e d . T h i s m e t h o d h a s b e e n
applied to determine all nontrivial transitive perfect colorings of 2-uniform
tilings that use the least number of colors. In addition, the equivalence of
the colorings obtained was also ascertained.
Keywords: Perfect colorings, 2-uniform tilings, equivalent colorings
INTRODUCTION
Numerous tilings of the plane by regular polygons have long been known, such as
the regular tilings 36, 44, and 63 as well as the 8 semi-regular tilings 3.122, 4.6.12,
4.82, 3.4.6.4, 3.6.3.6, 34.6, 32.4.3.4, and 33.42, as illustrated by Grünbaum and
Shepard (1987). These tilings are also known as Archimedean tilings. Given any
pair of vertices of the tiling, the Archimedean tilings would exhibit symmetry
(translation, rotation, reflection, or glide reflection) that sends one vertex to the
other. That is, the vertices of an Archimedean tiling form one transitivity class
under the action of the symmetry group of the tiling. For this reason, the arrangement
of polygons about a vertex is the same for every vertex of an Archimedean tiling.
For example, 3.4.6.4 means that a vertex is surrounded in cyclic order by a triangle
(3-gon), a square (4-gon), a hexagon (6-gon) and a square. On the other hand, 63 is
just 6.6.6, meaning a vertex is surrounded by three hexagons.
Lesser known are the 2-uniform tilings, which are edge to edge tilings by regular
polygons and where vertices of the tiling form two transitivity classes. These
Transitive Perfect Colorings of 2-Uniform T ilings
2
tilings have 20 types, as shown in Figure 1. The enumeration of these tilings is
attributed to Krötenheerdt (1969). Each of the 2-uniform tilings is described through
the vertex types of the two transitivity classes. For example, (32.4.3.4; 3.4.6.4)
describes a 2-uniform tiling where the vertices are of types 32.4.3.4, and 3.4.6.4.
Figure 1. The twenty 2-uniform tilings in the Euclidean plane.
R.P. Felix and L.A . Eclarin
3
In this study, the colorings of 2-uniform tilings, which fall under the theory of color
s y m m e t r y, we r e co n s i d e r ed . T h e b a s i c p r o b l e m i n co l o r s y m m e t r y i s t h e
classif ication of symmetrically colored symmetrical patterns. The work of
Schwarzenberger (1984) provides a compendium of results on color symmetry,
spanning decades of works. Senechal (1988) discussed results of interest and posed
some problems on color symmetry.
The paper of Rapanut (1988) provided useful results on subgroups of the seventeen
plane crystallographic groups. In his paper, Roth (1993) determined that the minimum
number n of colors that suff ice to color any multipattern with an associated
symmetry group is 2 < n < 25.
More recent works on coloring symmetrical patterns in the case of hyperbolic
plane patterns have been done by De Las Peñas, Felix, and Laigo (2006). Frettlöh
(2008) listed possible values for perfect k-colorings of some hyperbolic regular
and Laves tilings. Felix and Loquias (2008) worked on semiperfect colorings. Precise
perfect colorings were studied by Santos and Felix (2011). A study on transitive
perfect colorings on semi-regular tilings was done by Gentuya (2013).
PRELIMINARIES
Let X be a set of objects in the plane and G the symmetry group of X. A coloring
of X (using n colors ) is a surjective or onto function from X to
. The coloring results in a partition of X where two
elements x and y in X are assigned the same color ci if and only if they are
elements of the same set Pi . We may therefore treat a coloring as a partition P of
X. If for every , we say that the partition P is G-invariant and that
the associated coloring is perfect. We also say that each induces a permutation
of the colors .
A special class of perfect colorings of X is the class of transitive perfect colorings
of X . A perfect coloring of X is transitive if G acts transitively on the set of
colors , i.e. , if ci and cj are any two colors in there is
an element in G that sends ci to cj . Thus, not only is each symmetry in G associated
with a unique permutation of the colors of the colored set, but given any two colors,
the pattern formed by elements of one color is congruent to the pattern formed by
elements of the other color. Hence, the colored pattern may be thought of as a
disjoint union of colored subpatterns that are congruent to each other.
1, 2,…,
1, 2,…, 1, 2,…,
∈
∈
1, 2,…, 1, 2,…,
1, 2,…,
Transitive Perfect Colorings of 2-Uniform T ilings
4
Consider two colorings of the same set X and the corresponding colored patterns
arising from the two colorings. The two colorings are said to be equivalent if one of
the colored patterns may be obtained from the other colored pattern by (1) a
bijection from the set of colors used in the f irst coloring to the set of colors used
in the second coloring, (2) a symmetry in the symmetry group G of X, or (3) a
combination of (1) and (2). This def inition of equivalence is adapted from Roth
(1982).
The concepts are illustrated using the colored patterns in Figure 2. In Figure 2(a),
X = {1, 2, 3, 4, 5, 6, 7, 8} is a set of eight points with symmetry group G = =
{e, a, a2, a3, b, ab, a 2b, a3b} D
4
where a is a 90o-counterclockwise rotation about
the center of the conf iguration and b is a mirror reflection about the horizontal line
passing through the center of a. Figure 2(b) exhibits a transitive perfect coloring
of X. The coloring corresponds to the partition P = {{1, 2}, {3, 4}, {5, 6}, {7, 8}},
where the points in {1, 2}, {3, 4}, {5, 6}, and {7, 8} are colored red (R), blue (B),
green (G), and yellow (Y), respectively. The 90o rotation a results in the permutation
(RYGB), whereas the reflection b results in the permutation (BY). Given any two
colors in the set { R, Y, G, B}, there is a symmetry in G that sends one color to
the other color. The coloring of X in Figure 2(c) is not perfect. The only elements
of G that induce a permutation of the colors are e, a 2, b, and a2b. Figure 2(d) and
〈 , 〉 ≅ 4
′ 〈 , 〉 ≅ 4
Figure 2. The set X consisting of eight distinct points with symmetry group
showing (a) the mirror elements of G, (b) a transitive and perfect
coloring, (c) a non-transitive and non-perfect coloring, (d)–(e) equivalent colorings,
and (f ) the set of eight points with symmetry group with a perfect
but non-transitive coloring.
≅
R.P. Felix and L.A . Eclarin
5
Figure 2(e) exhibit equivalent colorings of X. Using the bijection redblue and
green yellow and then applying the 90o rotation a we obtain the colored pattern
in Figure 2(e) from the colored pattern in Figure 2(d).
In Figure 2(f ), we illustrate a coloring of a set X’ which is perfect but not transitive.
The symmetry group of X’ is also G = D
4
. Let x denote the upper right
hand corner point and the point immediately below as shown in the f igure. The
G-orbit of x refers to the set and consists of the images of x under
the elements of G. The set of corner points of X’ is the G-orbit of x whereas the
G-orbit of y is the remaining set of points in X’. The rotation a induces the
permutations (RB) (GY) and the reflection b induces the permutation (GY). Hence,
the coloring is perfect. The coloring is not transitive because there is no symmetry
in G that will send the color yellow to blue.
COLORING FRAMEWORK
In this study, nontrivial transitive perfect colorings of 2-uniform tilings were
considered. The approach of Felix (2011) where a coloring of a set is treated as a
partition of the set was used. We made use of the theorem described below. In the
theorem, denotes the set and is called the stabilizer in
G of x.
Theorem. Let X be a set and let G be a group acting transitively on X .
1 . If is a coloring of X for which G permutes the colors, then for
e v e r y , t h e r e e x i s t s s u c h t h a t a n d t h e
c o l o r i n g is described by the partition
2. Let and such that and .
Then
is a coloring of X with n colors for which G permutes the colors.
(See Evidente, 2012 for the proof ).
Remark: The above theorem determines all perfect colorings of X on the assumption
that G acts transitively on the set X. The partition P above corresponds to a coloring
of X that is perfect and transitive.
1
∈
: ∈ .
∈
∶ ∞
: ∈
≅
∈ :
: ∈
Transitive Perfect Colorings of 2-Uniform T ilings
6
Based on the theorem, a procedure for arriving at nontrivial transitive perfect
colorings of a 2-uniform tiling where the number of colors used is minimal is
described.
METHOD FOR DETERMINING TRANSITIVE PERFECT COLORINGS
OF A 2-UNIFORM TILING USING THE LEAST NUMBER OF COLORS
1. Given a 2-uniform tiling, let G denote the symmetry group of the tiling.
This group G is a plane crystallographic group.
2. The set X of tiles of the tiling is partitioned into a f inite number of
G-orbits X
i
, i = 1, 2, ..., m.
3. For each G-orbit , X
i
, i = 1, 2, ..., m, obtain a G-orbit representative
.
4. Obtain , i = 1, 2, ..., m. This group is a finite group, which is
cyclic or dihedral .
5. Look for a proper subgroup of G of least index such that for each
i = 1, 2, ..., m, a conjugate of is contained in .
Assume there is a subgroup that was obtained in 5.
6. Obtain the -orbits of tiles of the tiling.
7. For each i = 1, 2, ..., m, choose a tile such that
or equivalently .
8. Form the set and denote by the set
; i.e. , is the union of the -orbits i = 1, 2, ..., m.
9. Let be a complete set of left coset representatives of
in G.
10. The partition describes a nontrivial transitive
perfect coloring of the tiling using n colors . The coloring
is given by the assignment , i = 1, 2, ..., n; i.e. , the tiles
in are all colored (assigned the color) .
∈
≅ ≅
∈
1, 2,…, 1 ∪ 2 ∪ …
…∪ ,
1, 2,…,
, 1,2,…,
1, 2,…,
⟶
R.P. Felix and L.A . Eclarin
7
For the basic ideas involved in formulating the procedure, some explanations are
provided below.
First, G-orbits X
i
was considered to be independently colored. Based on the theorem,
the coloring or partition where and
was used. Note that if , there exists such that and thus
; i.e. , and are conjugate. The number
of colors corresponding to the partition is given by . Since
using the least number of colors in the coloring is preferred, the same set
of colors was used in coloring the G -orbits , and thus
we take for i = 1, 2, ..., m for some where . If
instead of , was used to represent the G-orbit X
i
then
should be obtained. However, if for some
. is required.
All of the transitive perfect colorings of 2-uniform tilings were looked into, with
the least number of colors (which were f inite) and in all cases, a subgroup was
found. Otherwise, if no proper subgroup of G was found, then the option will be
that = G, and the coloring will be trivial.
The procedure used to arrive at the results for four of the twenty 2-uniform tilings,
namely, the tilings (3 2.4.3.4; 3.4.6.4), (3 3.42; 32.4.3.4)
1
, (3 3.4 2; 32.4.3.4)
2
, and (36;
32.4.3.4) is illustrated as follows.
The 2-Uniform T il ing (32.4.3.4; 3.4.6.4)
Consider the 2-uniform tiling (32.4.3.4; 3.4.6.4) given in Figure 1. If we let G
denote the symmetry group of the tiling, then , where
are two linearly independent translations, a is a six-fold rotation centered at a
hexagonal tile, and r is a reflection with symmetry axis passing through the center
of a. These are shown in Figure 3 together with G-orbits of tiles where tiles of the
tiling belonging to the same G-orbit have the same color.
There are four G-orbits of tiles of the tiling: X
1
, the set of hexagons; X
2
, the set of
squares; X
3
, the set of triangles whose sides are sides of squares, and; X
4
, the set of
triangles that share one side with another triangle.
Without loss of generality, tiles and can be chosen,
as given in Figure 3. The stabilizer of the hexagonal tile 1 in X
1
, generated by the
six-fold rotation a and the reflection r, is isomorphic to D
6
. For the square tile 2 in
X
2
, the stabilizer is isomorphic to D
1
generated by the reflection r. The triangular
: ∈ ∈
, ∈ ∈
1
: ∈ :
1, 2,…,
1, 2,…, , 1,2,…,
, 1,2,…,
∈ ∈
1
∈
〈 , , , 〉 ≅ 6 ,
1 ∈ 1, 2 ∈ 2, 3 ∈ 3, 4 ∈ 4
Transitive Perfect Colorings of 2-Uniform T ilings
8
tile 3 in X
3
has a stabilizer generated by a three-fold rotation about its center and
the reflection r. The subgroup is isomorphic to D
3
. The stabilizer of the triangular
tile 4 is generated by a reflection r and is isomorphic to D
1
.
· ·
Figure 3. The (32.4.3.4; 3.4.6.4) tiling showing the generators and the distinct
G-orbits with the tiles , and .1 ∈ 1, 2 ∈ 2, 3 ∈ 3 4 ∈ 4
To f ind the subgroup of smallest index in G that yields a nontrivial transitive
perfect coloring of the (32.4.3.4; 3.4.6.4) tiling, a plane crystallographic group H
that contains subgroups of type D
6
, D
3
,
and D
1
must be identif ied. Among the
subgroups of G
isomorphic to H is the subgroup
, which is needed in this instance.
The results of Rapanut (1988) indicate that . Moreover, the subgroups
of G of type are of index n 2 or 3n 2, where n is a natural number. This gives
the possible indices 1, 3, 4, 9, and so on. Since the least possible index n is being
determined such that the coloring is nontrivial, the subgroup
of index 3 is f irst considered. Figure 4 shows a unit cell corresponding to the
subgroup . For simplicity, a unit cell of the tilings will be looked into.
Schattschneider (1978) can be referred to for the unit cells corresponding to the
17 plane crystallographic groups and the symbols used to denote centers of
rotations.
An inspection of the unit cell shows that no 3-fold rotation of stabilizes
a triangle in X
3
hence another low index subgroup must be considered. If we let
, a subgroup of index 4 in G, each G-orbit splits into 2 or more
-orbits. As shown in Figure 5, there are two -orbits of hexagons, three -orbits
of squares, two -orbits of triangles in and three -orbits of triangles in X
4
.
≅ 6
6
0 〈
2 1, 1 2, , 〉
0
0
〈 2, 2, , 〉
R.P. Felix and L.A . Eclarin
9
Figure 4. The (3 2.4.3.4; 3.4.6.4) tiling with the stabilizers in shown in a unit
cell (shaded region).
0
Figure 5. The -orbits of the tiles of the tiling in (a) X
1
, (b) X
2
, (c) X
3
, and (d) X
4
.
Next, the set T = {t
1
, t
2
, t
3
, t
4
} is formed, where and . Any blue
hexagonal tile in X
1
can be chosen as t
1
, any grey or green square tile in X
2
can be
chosen as t
2
, any purple triangular tile in X
3
can be chosen as t
3
, and any orange or
blue triangular tile in X
4
can be chosen as t
4
. Note that in the -orbits of tiles of
the tiling in each X
i
, . Form the partition,
Assigning distinct colors to each results in a transitive perfect coloring of
the tiling using only four colors. Considering all possible combinations of tiles
for T results in exactly four inequivalent transitive perfect 4-colorings of the
(3 2.4.3.4; 3.4.6.4) tiling, as given in Figure 6(a)–(d).
∈
, , , .
Transitive Perfect Colorings of 2-Uniform T ilings
10
Figure 6. The four possible partitions for the (32.4.3.4; 3.4.6.4) tiling and their
corresponding inequivalent transitive perfect 4-colorings.
〈 , ,
R.P. Felix and L.A . Eclarin
11
〈 , , , 〉 ≅ 4
In each of the 4-colorings generated, color permutations are given in Table 1 (where
the colors red, green, blue, and yellow are denoted by R, G, B, and Y, respectively).
Table 1. The color permutations correspond ing to generators of G
Generator Color Permutation
u (RG) (BY)
v (RB (GY)
a (BYG)
r (BG)
The 2-Uniform T il ings and (33.42.32.4.3.4)
1
and (33.42.32.4.3.4)
2
Consider the 2-uniform tiling (33.42.32.4.3.4)
1
with symmetry group
, where u and v are two linearly independent translations, a is a 4-fold rotation
and r is a reflection with symmetry axis not passing the center of rotation a, as
shown in Figure 7.
There are four G-orbits of tiles of the tiling: (1) the squares that share no side with
other squares, (2) the squares that share one side with another square, (3) the
triangles that share exactly one side with a square, and (4) the triangles that share
two sides with squares. The stabilizers in G for a tile in each G-orbit are isomorphic
to C
4
, D
1
, D
1
, and C
1
, respectively. The proper subgroup of G that contains them
must be isomorphic to . The subgroup of least possible index n 2 where n is
a natural number is , as generated by GAP and .
〈 , , , 〉 ≅ 4
4
〈 3, 3, , 〉 ∶ 9
Figure 7. The (33.42;32.4.3.4)
1
tiling with the generators u, v, a, and r.
Transitive Perfect Colorings of 2-Uniform T ilings
12
Form where for i = 1, 2, 3, 4. Observe that in Figure
8(a) any yellow square tile can be chosen as t
1
, in (b) t
2
can be chosen from any of
the square tiles of colors red, pink, or peach, in (c) t
3
can be chosen from any of the
triangular tiles of the tiling of colors orange, purple, or green, and in (d) t
4
can be
any of the nine colored triangular tiles of the tiling. From all the possible choices
of tiles for inequivalent nontrivial transitive perfect
colorings of the (33.42.32.4.3.4)
1
tiling is obtained. It may be checked that these
colorings are inequivalent.
One such transitive perfect coloring of the (33.42.32.4.3.4)
1
tiling using nine distinct
colors is shown in Figure 9.
The 2-uniform tiling (33.42.32.4.3.4)
2
has the same vertex types 33.42 and 32.4.3.4
but its symmetry group , where u and v are two linearly
independent translations, p is a glide reflection, and q is a glide reflection with
glide axis perpendicular to the glide axis of p, as shown in Figure 10.
1, 2, 3, 4
〈 , , , 〉 ≅
1 ⋅ 3 ⋅ 3 ⋅ 9 81 1, 2, 3, 4 ,
Figure 8. The -orbits of square and triangular tiles t
i
with .
R.P. Felix and L.A . Eclarin
13
Figure 9. A transitive perfect 9-coloring of the (33.42; 32.4.3.4)
1
tiling.
There are three G-orbits of tiles of the tiling: X1 consisting of squares, X2 consisting
of triangles that share two sides with squares, X3 and consisting of the triangles not
included in X2. The stabilizers of the tiles of the tiling in each G-orbit are all
isomorphic to C1. This is contained in any subgroup of G. Thus, we only need
subgroups of least possible index greater than 1. Using GAP, three subgroups of
index 2 are obtained, and these are given in Table 2.
Figure 10. The (33.42; 32.4.3.4)
2
tiling with its generators and tiles belonging to the
three G-orbits.
Transitive Perfect Colorings of 2-Uniform T ilings
14
〈 , 2〉 〈 , 2〉
∪ ,
,
, ,
,
(a) 1, (b) 2, (c) 3 where 〈 ,
2〉
If , each G-orbit splits into two -orbits, as shown in Figure 11.
Form T = {t
1
, t
2
, t
3
}, where t
i
is in X
i
for each i = 1, 2, 3 and . In
Figure 11(a), t
1
can be any yellow square tile or grey square tile. In (b), t
2
can be any
orange tile or purple tile, and in (c), t
3
can be any pink tile or blue tile. These give
eight possible combinations for the set T.
The subgroup is of index 2 in G and we have where h is the
2-fold rotation in G whose center is shown in Figure 11. If a set of f i xed tiles
for and the half-turn h in G are considered, the partition
could be obtained. Assigning the color red to and the color green to results
in a transitive perfect 2-coloring of the (33.42; 3 2.4.3.4)
2
tiling. Nevertheless, it
should be noted that
〈 2, 1 , 1 1〉
Subgroup Index Symmetry Group
2 pg
2 pg
2 p2
〈 , 2〉
〈 2, 〉
Table 2. Subgroups of of index 2〈 , , , 〉
, , 2 , .
That is, the symmetry maps the partition to the partition .
Hence, the coloring described by is equivalent to the coloring described
by .
∈
,
Figure 11. -orbits of tiles of the tiling in and a
half-turn h in G.
1, 2, 3
R.P. Felix and L.A . Eclarin
15
〈 , 2〉
In turn, this reduces the possible number of nontrivial transitive perfect colorings
to four instead of eight, as presented in Figures 12(a)-(h). The coloring in (a) is
equivalent to (b), (c) is equivalent to (d), (e) is equivalent to (f ), and (g) is equivalent
to (h).
Figure 12. The eight transitive perfect 2-colorings of (33.42; 32.4.3.4)
2
when .
Transitive Perfect Colorings of 2-Uniform T ilings
16
Similarly, when we let , each G-orbit of tiles of the tiling splits
into 2 -orbits and results into four inequivalent transitive perfect 2-colorings, as
seen in Figure 13.
If we let , each G-orbit of tiles of the
tiling also splits into two -orbits. The resulting 2-colorings are shown in Figure 14.
In all, there are 12 inequivalent transitive perfect 2-colorings of the (33.42; 32.4.3.4)
2
tiling.
〈 2, 〉 〈 2, 〉
〈 2, 1 , 1 1〉 〈 2, 1 , 1 1〉
Figure 14. The four inequivalent transitive perfect 2-colorings of (33.42; 32.4.3.4)
2
when .〈 2, 1 , 1 1〉
Figure 13. The four inequivalent transitive perfect 2-colorings of (33.42; 32.4.3.4)
2
when .〈 2, 〉
R.P. Felix and L.A . Eclarin
17
The 2-Uniform T il ing (36; 32.4.3.4)
Using the method discussed, f ive inequivalent transitive perfect 25-colorings of
(36; 32.4.3.4) were obtained. The least number of colors that can be used to color
the tiling is 25. One such coloring is shown in Figure 15 where tiles of the same
number are assigned the same color. Figure 16 indicates the remaining four
transitive perfect 25-colorings of (36; 32.4.3.4).
Applying the method for finding nontrivial transitive perfect colorings to all 2-uniform
tilings, results were obtained, as summarized in Table 3. The patterns for all of the
inequivalent colorings in each of the twenty 2-uniform tilings were illustrated.
The results show that if n is the least number of colors needed in coloring a
2-uniform tiling in such a way that it is nontrivial, transitive, and perfect then
. This r e s u l t i s ex p ected b a s ed o n t h e w o r k of Ro t h ( 1 9 9 3 ) .
Applying the method to 3-uniform tilings, i.e. , tilings by regular polygons where
the vertices of the tiling form three transitivity classes, is also of interest. Additional
insights may be acquired from looking at transitive perfect colorings of 3-uniform
tilings. The complete list of drawings for the 61 3-uniform tilings are found in
Chavey (1989).
2 25
Figure 15. A transitive perfect 25-coloring of the (3 6; 32.4.3.4) tiling.
Transitive Perfect Colorings of 2-Uniform T ilings
18
Figure 16. The other four motifs of a 25-coloring of the (36; 32.4.3.4) tiling.
Table 3. The 2-uniform til ings with their correspond ing symmetry groups
and the least number of colors needed for generating transitive perfect colorings
(36; 34.6)
1
p6 4 64
(36; 34.6)
2
p6m 3 1
(36; 33.42)
1
cmm 2 8
(36; 33.42)
2
pmm 2 4
(36; 32.4.3.4) p6m 25 5
(36; 32.4.12) p6m 3 1
(36; 32.62) p6m 2 2
(34.6; 32.62) cmm 2 2
(33.42; 32.4.3.4)
1
p4g 9 81
(33.42; 32.4.3.4)
2
pgg 2 12
(33.42; 3.4.6.4) p6m 4 4
(33.42; 44)
1
cmm 2 2
(33.42; 44)
2
cmm 2 4
(33.4.3.4; 3.4.6.4) p6m 4 4
(32.62; 3.6.3.6) pmm 2 2
(3.4.3.12; 3.122 ) p4m 9 3
(3.42.6; 3.4.6.4) p6m 25 25
(3.42.6; 3.6.3.6)
1
pmm 3 3
(3.42.6; 3.6.3.6)
2
cmm 2 2
(3.4.6.4; 4.6.12) p6m 25 4
2-Uniform Til ings Symmetry
Group
Least Number n
of Colors
Number of Inequivalent
n-Colorings
R.P. Felix and L.A . Eclarin
19
ACKNOWLEDGMENTS
We wish to thank the Commission on Higher Education for the f inancial support
provided in the preparation of this research through the Off ice of the Vice-Chancellor
for Research and Development of the University of the Philippines Diliman.
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_____________
Lawrence A. Eclarin is an Assistant Professor at the
Department of Mathematics, Mariano Marcos State University.
Rene P. Fel ix is a Professor at the Institute of Mathematics, University of the
Philippines Diliman. He is a member of the Commission on Mathematical and
Theoretical Crystallography, International Union of Crystalography, 2008 - 2014.