Simulation study of tracer self - Diffusion mechanism in cobalt amorphous solids
Conclusion
The microstructure for the cobalt model containing 2 × 105 atoms is in good
agreement with experimental data. The simulation result reveals that a large number of vacancy-simplexes which varies with relaxation degree in amorphous cobalt
models. The relaxation has been accompanied with increased fraction of 4-simplex
and decreased fraction of N-simplex concentration with N > 4. A new diffusion
mechanism is proposed for the tracer diffusivity in amorphous solids of which the
elemental atomic movement includes a jump of neighboring atom into the vacancysimplex and then collective displacement of a number of atoms. The activation
energy and pre-exponential factor are found in reasonable agreement with experiments. It may be seen two distinct diffusion mechanisms occurred in the as-quenched
and well relaxed samples of AM. With this model the decrease in self-diffusion coefficient upon relaxation is ascribed to the partial annihilation of vacancy-simplexes.
The pre-exponential factor D0 of Co atoms is determined via the vacancy-simplexes.
The calculation result shows that the pre-exponential factor D0 decreases on the re-laxation degree, this result agrees well with the experimental data.
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JOURNAL OF SCIENCE OF HNUE
Natural Sci., 2010, Vol. 55, No. 6, pp. 28-36
SIMULATION STUDY OF TRACER SELF-DIFFUSION
MECHANISM IN COBALT AMORPHOUS SOLIDS
Pham Huu Kien(∗) and Pham Khac Hung
Hanoi University of Science and Technology
Vu Van Hung
Hanoi National University of Education
(∗)E-mail: huukienpham@yahoo.com
Abstract.The statistical relaxation (SR) simulation has been conducted to
study the behavior of simplexes in cobalt amorphous solid containing 2×105
atoms. The simulation reveals that the fraction of 4-simplex increases and
of N-simplex with N > 4 decreases upon relaxation degree. The simulation
finds a large number of vacancy-simplexes, which plays a role of diffusion
vehicle for cobalt atom and varies with relaxation degree. A new diffusion
mechanism for tracer diffusivity in cobalt amorphous solid is supposed as
follows: The elemental atomic movement includes a jump of neighbouring
atoms into the vacancy-simplexes and then collective displacement of a large
number of atoms.
Keywords: Amorphous solid, Microscopic bubble, Vacancy-simplex, Diffu-
sion mechanism, Statistical relaxation, Molecular dynamic.
1. Introduction
Metal has been known as an indispensable material in the lives of the whole
of mankind. So, it has attracted the attention of many researchers in all fields: ex-
periments, theory and computer simulation [1-10]. In all of the nature of the metal,
atom diffusion mechanism in amorphous metals (AM) is the topical area of high
nature and should be particularly interesting to research. Many works have studied
the atomic diffusion mechanisms in amorphous solids [1, 8, 9]. For example, the ex-
perimental researches [4-7], said that in amorphous solids there exists quasi-vacancy
and diffusion mechanism of the atom is indirect through quasi-vacancy. However,
the definition of quasi-vacancy is still not well understood and is not a question to be
answered. On the other hand, computer simulation has proved the existence of the
vacancy in amorphous solids [1, 2, 8], the number of vacancies level changes upon
relaxation degree. More comprehensive research of computer simulation is to detect
the existence of voids and simulation results have found a continuous spectrum of
these voids in amorphous solid. Size of the voids found smaller radius of the atom,
28
Simulation study of tracer self-diffusion mechanism in cobalt amorphous solids
but the radius of the atoms is determined also containing a uniformity. Recently, Vo
Van Hoang and colleagues have discovered in models of liquid and amorphous Fe,
the temperature dependence of the diffusion coefficient showing two properties: from
not obeying the Arrhenius law at high temperature regions to obeying the Arrhenius
law in a low temperature region. However, they have not yet determined exactly the
diffusion coefficient of Fe atoms in these temperature regions [2]. Therefore, atomic
diffusion mechanisms in amorphous solids are still a question to be addressed. From
the evidence of existence of the vacancy-simplexes in Co amorphous solids, we have
discovered the role of the vacancy-simplexes for atomic diffusion in amorphous met-
als. Therefore, in this paper, three models of amorphous Co have been built to
study the existence of the vacancy-simplexes and their role for the atomic diffusion
mechanism. The dependence on the relaxation degree of the vacancy-simplexes and
diffusion coefficient of Co atoms are also addressed and discussed in this article.
2. Computation procedure
The simulation has been conducted for the model consisting of 2× 105 cobalt
atoms in a cube box (size 132.7 × 132.7 × 132.7 A˚) with periodic boundary condi-
tions. We use the Pak - Doyama potential, it is given as follows:
U(r) = −0.12812(r − 1.82709)4 + 1.15421(r− 2.50849)2 − 0.13448, (2.1)
for 0 ≤ r ≤ 3.44 A˚, which has a cut-off between the second and third nearest-
neighbour distance of cobalt. From this pair interatomic potential was initialty
obtained from the data in [1]; here r is the interatomic distance in A˚ and U(r) is
in eV. The density is set to be the value of real amorphous cobalt (8.666g/cm3).
Initial configuration is generated by randomly placing all atoms in the simulation
box. Then the sample is relaxed over several thousand steps until the system reaches
the equilibrium, using the statistic relaxation (SR) technique. The SR movement
length is equal to 0.002 A˚. The equilibrium model obtained corresponds only to one
among the possible metastable states and a more stable state can be prepared by
the shaking procedure. This procedure includes relaxing the system over 50-200 SR
steps with movement length of 0.4 A˚ and further treatment of the system towards
equilibrium using movement length of 0.002 A˚. To obtain a good relaxed model,
the shaking procedure must be performed many times. We consider four nearest
neighbour atoms forming a tetrahedron. If we draw a circum-sphere (CSP) of this
tetrahedron, the CSP could contain some atoms inside. The simplex denotes a
tetrahedron of four atoms of which the CSP has no atoms inside. There are also
one or more atoms nearby the surface of CSP. Let RCSP , Nsa be the radius of CSP
and the number of atoms which locate from CSP centre at a distance of RCSP ± 0.1
A˚. In convenience, hereafter, we call the simplex having Nsa atoms nearby the CSP
surface, the Nsa-simplex. Figure 1 illustrates 4- , 5- and 6-simplex. As shown from
29
Pham Huu Kien, Pham Khac Hung and Vu Van Hung
Figure 1. The schematic illustration of simplexes:
a) four-simplex; b) six-simplex; c) five-simplex and neighbouring atoms;
d) the new five-simplex and neighbouring atoms after RDA.
The dash circle presents the CSP of four atoms and the arrow is a path along
which the MA jumps into CSP
Figure 1, the additional atoms located nearby the CSP surface prevent the efficient
parking of four atoms forming the tetrahedron. Therefore, the more the number
Nsa is, the bigger the CSP becomes. Importantly, the big simplex can accumulate
an atom inside its CSP. If one among Nsa atoms jumps towards the CSP centre,
then as a result, the simplex disappears and it involves the collective movement
of many atoms. Such atomic motion is unlike the movement of vacancy and atom
on opposite directions in crystal lattice, but like the collapse of the ”microscopic
bubble” in amorphous matrix (see Figure 1c and d).
3. Results and discussions
Figure 2. The radial distribution function of amorphous models Co
Figure 2 shows that the radial distribution function (RDF) g(r) of amorphous
30
Simulation study of tracer self-diffusion mechanism in cobalt amorphous solids
Co models. As shown in Figure 2, although the energy per atom of considered
models changes from -0.9336 to -0.9534 eV, the RDFs g(r) for all considered models
is identical indicating the non-sensitivity of the function g(r) to the change in local
microstructure of amorphous metal. To test the validity of the constructed models,
we have compared our obtained RDF with experimental data. As shown from Figure
3, the structural characteristics of our models agree well with experiment data [5,
6]. In addition, the function g(r) has a splitting second peak which is often thought
to be related to the icosahedrons in system [2-7].
Figure 3. The radial distribution function of amorphous Co model obtained
compared with the experimental in [5]
Table 1. The fraction of simplexes in the models of amorphous cobalt
Model The mean potential Fraction of simplexes
energy per atom
(eV)
Total
Nsa
4 5 6 ≥ 7
1 -0.9336 1298224 0.9608 0.0374 0.0017 0.0001
2 -0.9462 1288298 0.9626 0.0358 0.0017 0.0000
3 -0.9534 1281292 0.9645 0.0339 0.0016 0.0000
Table 1 presents the numbers of simplexes and fractions of simplexes found
in the obtained models. One can see that the number of total Nsa decreases from
1298224 to 1281292 upon decreasing of the potential energy. In addition, the fraction
of 4-simplexes increases as the models potential energy decreases. i.e. the more
stable state is, the bigger the number of 4-simplex is. For other kinds of simplexes
we observe the opposite trend. The formation of AM generally follows the ”deficient
parking rule”. It means that due to fast quenching from liquid the parking of atoms
31
Pham Huu Kien, Pham Khac Hung and Vu Van Hung
in AM is not efficient and there is always an amount of structural defects like large
void (free volume unit). The relaxation is accompanied by annihilation of those
defects. As mentioned above, the bigger number Nsa is, the bigger the size of
simplex and the void inside is. Therefore, the monotony decrease in the number
of N -simplex with N > 4 from less relaxed (model 1) to well relaxed state (model
3) shown in Table 2 evidences the annihilation of structural defects in amorphous
matrix and the ”deficient parking rule”. This result also can be seen in the radius
distribution of simplexes in Table 3, here radius of simplexes is equal to RCSP .
From Table 3 one can see clearly the significant decrease in the number of large
simplexes (RCSP > A˚) in the model 1 as compared to the model 3. In summary we
can make the following conclusion: The relaxation of AM is accompanied by partial
annihilation of N -simplex with N > 4 and increases the number of 4-simplex. We
Figure 4. The typical PEP of neighbour atom
moving into CSP of the simplexes
now turn to discuss the role of large simplex for diffusivity in AM. For each simplex
we examine the potential energy profile (PEP) for neighbor atom moving into CSP
of the simplex. The PEP is determined as follows: Each among Nsa atoms of the
simplex is taken and then we move this atom step by step towards the center of CSP.
The step length is set to be 0.05 A˚. At each step the potential energy of the moving
atom (MA) is recorded. Finally, we obtain the PEP for MA. Figure 4 displays the
32
Simulation study of tracer self-diffusion mechanism in cobalt amorphous solids
typical PEPs for several simplexes detected in our models. The curve g shows the
monotonous increase in the MA energy indicating that the MA could not jump into
the CSP due to very high potential barrier. Other PEPs in Figure 4 (a, b, c, d,
e and f), in converse, have a pronounced maximum. Obviously, the barrier height
is determined by the maximum and initial points in PEP. They like the PEP for
tracer atom jumping in vacancy in crystalline lattice. Therefore, the MA can jump
into CSP and the simplex play a role of the diffusion vehicle assisting tracer atom
to move in amorphous matrix. The simplex having PEP like curves a, b ,c, d, e and
f, and the corresponding MA are called the vacancy-simplex and the diffusing atom
(DA), respectively. The number of vacancy-simplexes is found in Table 4. As show
in Table 4, the number of vacancy-simplexes decreases upon relaxation degree. The
dependence of numbers of DA versus their corresponding barrier height is shown
in Figure 5. Most frequent barrier height lies in the interval of 0.6-1.8 eV that is
observed in practice for cobalt diffusivity in certain AM. The diffusion coefficient
in general is proportional to the concentration of vacancy-simplexes, Nvasimp, it is
given as follows:
D =
1
6
fν exp(
sm
k
)Nvasimpexp(−Em
kT
), (3.1)
where d is the jump length; Sm, Em is the effective migration entropy and energy
for diffusion in disordered media, respectively; k is the Boltzmann’s constant; ν is
the attempt frequency; f is the correlation factor. Note that the parameter
represents the mean square displacement of different jump lengths. Because the SR
model is in fact the MD model in the limit of zero temperature, hence the number of
simplexes found in the models is independent of temperature and it varies only with
the relaxation degree. As a result, the activation energy is the migration energy, Em
and the pre-exponential factor D0 is given as:
D0 =
1
6
fν exp(
sm
k
)Nvasimp. (3.2)
Furthermore, the decrease in diffusion coefficient under relaxation is ascribed
by the annihilation of the vacancy-simplexes. Therefore, the decrease in iron diffu-
sivity is found to be 1679/62 ≈ 27 times for model 1 and 3. Several experimental
observations are interpreted as a result of direct diffusion mechanism occurred in
relaxed amorphous sample, because for indirect diffusion mechanism the change
DR should be retarded by the times requited for establishing a new equilibrium
concentration of diffusion vehicles. Our simulation shows possible diffusivity via
vacancy-simplexes and it is consistent with experiments because the concentration
of vacancy-simplexes is independent of temperature and it varies only with relax-
ation degree. Moreover, the activation energy for diffusion via vacancy-simplex is
equal to the migration energy, Em.
33
Pham Huu Kien, Pham Khac Hung and Vu Van Hung
Table 2. The radii distribution of simplexes
R 1.4 1.5 1.6 1.7 1.8 1.9 2.0 2.1 2.2
≥
2.3
1 2525 454295 489092 180162 142758 18606 7742 2210 528 306
2 1817 458658 501510 178301 133753 10686 2885 550 73 65
3 1536 463522 506531 174185 127165 6741 1465 125 9 13
First row presents the radii RCSP in A˚, next rows indicate the numbers of simplexes
with radius RCSP in the interval RCSP ± 0.5 A˚
Figure 5. The distribution of barrier height of diffusing atom
Figure 6. The distribution of averaged square displacement
34
Simulation study of tracer self-diffusion mechanism in cobalt amorphous solids
To estimate the parameter in (3.1) we replace DA into CSP and then
relax the system until a new equilibrium is attained. This procedure for convenience
is called the RDA. The distribution of mean square displacements for 100 RDAs is
displayed in Figure 6. For the model 3 the parameter of most RDAs is
less than 10 A˚2 (92 atoms). Because the jump length of DA lies in the interval
of 2.0-2.5 A˚, whereby the contribution of DA to will be essential and the
RDA locates only in the small region nearby the vacancy-simplex. In the case
of model 1 we observe a very large value (> 10 A˚2) which represents a
collective movement of large numbers of atoms. Obviously, the atomic movement
is spread over a large volume inside the amorphous matrix as shown in Figure
1d. Therefore, one may see two distinct diffusion mechanisms occurred in the as
quenched (model 1) and well relaxed metastable state (model 3). The first one
likes the hoping mechanism via vacancy-simplexes. The second one relates to the
collective mechanism involved a large number of atoms in each elemental diffusion
movement. Assuming ν = 1012s−1; f = exp(sm/k) ≈ 1; d2 ≈ 10 → 100 A˚2; and
Nvasimp ≈ 62/(2× 105)→ 1679/(2× 105) = 3.1× 10−4 → 8.3× 10−2, according to
the equation (3), the pre-exponential factor will be 3.1× 10−8 → 8.3× 10−7m2s−1.
This calculation result is consistent with experimental data for amorphous models
Co89Zr11(D0 ≈ 8 × 10−7m2s−1) [9], the 58Co self-diffusion in relaxed amorphous
Co79Nb14B7(D0 ≈ 3.3× 10−6m2s−1) [10].
Table 3. The number of Nvasimp vacancy-simplex
Models Model 1 Model 2 Model 3
Nvasimp
vacancy-simplex
1679 268 62
4. Conclusion
The microstructure for the cobalt model containing 2× 105 atoms is in good
agreement with experimental data. The simulation result reveals that a large num-
ber of vacancy-simplexes which varies with relaxation degree in amorphous cobalt
models. The relaxation has been accompanied with increased fraction of 4-simplex
and decreased fraction of N -simplex concentration with N > 4. A new diffusion
mechanism is proposed for the tracer diffusivity in amorphous solids of which the
elemental atomic movement includes a jump of neighboring atom into the vacancy-
simplex and then collective displacement of a number of atoms. The activation
energy and pre-exponential factor are found in reasonable agreement with experi-
ments. It may be seen two distinct diffusion mechanisms occurred in the as-quenched
and well relaxed samples of AM. With this model the decrease in self-diffusion coef-
ficient upon relaxation is ascribed to the partial annihilation of vacancy-simplexes.
The pre-exponential factor D0 of Co atoms is determined via the vacancy-simplexes.
The calculation result shows that the pre-exponential factor D0 decreases on the re-
35
Pham Huu Kien, Pham Khac Hung and Vu Van Hung
laxation degree, this result agrees well with the experimental data.
Acknowledgment
The authors are grateful for support by the NAFOSTED of Ministry of Science
and Technology Vietnam (Grant No 103.01.32.09).
REFERENCES
[1] P.K. Hung, H.V. Hue, L.T. Vinh, J. Non-Cryst. Solids, 352 (2006) 3332.
[2] Vo Van Hoang, Nguyen Hung Cuong, Physica B, 404 (2009) 340.
[3] T. Ichikawa et al., Phys. Status Solidi, A 19 (1973) 707.
[4] Y.Waseda, H.S.Chen, Solid Stat.Comm., 27 (1978) 809.
[5] S. Dalgyc et al., Journal of Optoelectronics And Advanced Materials, 2 (2001)
537.
[6] Y. Waseda, S. Tamaki, Philos. Mag., 32 (1975) 273.
[7] P.K. Leung, J.G. Wright, Philos. Mag., B 30 (1974) 185.
[8] P.K. Hung, P.H. Kien and L.T. Vinh, J. phys.: Condens. Matter, 22 (2010)
035401.
[9] V. Naundorf et al., Journal of Non-Crystalline Solids, 224 (1998) 122.
[10] J. Pavlovsky and J. Cermak, Scripta Metallurgica et Materialia, 10 (1994) 1317.
36
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