649
1 INTRODUCTION
Soybeans are one of the most important crops,
covering about 6% of the world's arable land. It has
been observed since the 1970s, that the soybean
production area has higher growth rate than any other
major crop. Hartman et al. [13] highlighted a number
of important abiotic and biotic factors, which may be
The Influence of a Static, Homogeneous Magnetic Field
on the
Sorption Properties of Soybean Meal During
M
aritime Transport
A.
Ocieczek, A. Kaizer & Z. Otremba
Gdynia Maritime University, Gdynia, Poland
ABSTRACT: Providing safety and maintaining high quality of dry cargo, transported by sea, is associated with
the necessity of taking into consideration their
specific property, which is hygroscopicity. Susceptibility to the
impact of water, which also occurs in vapour state, concerns mainly dry cargo, which are organic matter,
containing carbohydrates and protein in their composition. This is because these substances have strong
connection with water. The example of a bulk cargo often transported by sea is soybean meal, which is mainly
produced in the USA, Brazil and Argentina. Due to its economic importance, the quality of soybean meal, which
is globally used in the animal nutrition (poultry and swine), remains an important research issue. This product
is obtained by subjecting the soybeans to cracking and dehulling processes, in order to facilitate the extraction of
the oil.
Water absorption of soybean meal cau
ses reactions taking place in it, which leads to the changes in its chemical
composition and, consequently, also in its nutritional values. Moreover, increasing the water content, leading to
the increase of water activity, may significantly deteriorate the microbiological safety of the meal. Therefore, the
research was undertaken to determine whether the sorption properties of soybean meal will change due to the
influence of a static, homogeneous magnetic field.
This aim has been achieved by determining and comparing the water vapour adsorption isotherms. The
comparison of the isotherms determined under normal conditions and under the influence of a static,
homogeneous magnetic field with an induction of 10 mT has been made on the basis of empirical data.
Furthermore, using the Brunauer, Emett and Teller equation (BET), the monolayer and the energy constant of
the sorption process have been estimated. The isotherms were determined at 20°C. The study lasted 9 days.
Desiccators with aqueous supersaturated solutions of substances and a generator of a static magnetic field were
used in the research.
The obtained results have indicated that the influence of the magnetic field is a factor that causes the
differentiation between the sorption properties of soybean meal expressed in the volume of the monolayer and
the energy associated with the sorption phenomenon. The inferred findings show, that the magnetic field has an
impact on the course of the sorption phenomenon in organic samples, and may determine the stability of the
cargo during long-term maritime transport.
http://www.transnav.eu
the
International Journal
on Marine Navigation
and Safety of Sea Transportation
Volume 15
Number 3
September 2021
DOI: 10.12716/1001.15.03.20
650
critical elements that potentially endanger the
soybean production by direct impact on reduction of
crop yields and / or quality of soybean seeds. Critical
abiotic factors include extremely unfavorable soil
properties, temperature fluctuations and the
availability of water for agricultural production,
which may limit the production volume, but also
could influence the quality of the raw material
produced. On the other hand, critical biotic factors are
usually geographically and environmentally
determined by influencing the type of specific and
usually dominant pathogens and pests. However, due
to the lack of advanced technologies, a wide range of
appropriate soybean management strategies has not
been widely available yet, the development in this
area is in progress. For example, new soybean
varieties enable to cultivate them, even in soil
conditions which have been considered as unsuitable
for long [23]. This currently occurs in Argentina and
Brazil, in areas which had been formerly inadequate
for soybean cultivation. Previously, it had been
primarily American soybean farmers, who had
responded to the growing global demand for protein
feed for the meat and poultry sector [6]. Taking the
above into considerations, it can be assumed that in
some time perspective Europe may join China and
Asian countries, which have also contributed to the
development of the global soybean market. This,
particularly, should translate into the promotion of
sustainable development, in which a significant role
may be played by the reduction of the necessity of
bulk transport of this raw material or its products [21].
In conclusion, it is likely that both the crop yields of
soybean and the area under its cultivation will
increase, and therefore there will be the, associated
with these, significant increase in the production of
soybean meal and oil [24].
Soybean can be, and is, consumed by humans as a
food. For example, in China it is now the main
ingredient for the production of food products such as
tofu and soy milk. However, it should be emphasized,
that its consumption by humans is still low, in
comparison to the level of its use in the production of
fodders, which actually determines the value of
international trade in this raw material. At the same
time, it should be noticed that it is the rapid growth of
world population and, consequently, of many
economies, especially in Asia, that has led to an
increased demand for animal protein and vegetable
oil. Therefore, it can be assumed that the international
soybean trade will continue to develop, at least in the
near term.
Global trade in oilseeds includes many raw
materials, such as: rapeseed, sunflower and cotton,
which could potentially be an alternative to soybeans.
However, the specific nutritional quality requirements
for protein meal, for edible vegetable oil, and for oil
used for a production of biofuel, determine the ratio
of various oilseeds in the market, depending on the
demand for products made from these seeds.
Therefore, trade, but not only it, in particular oily
feedstock, is conditioned primarily by the
development of industry. International trade has been
expanding rapidly, since modern economies became
highly industrialized. This is because of the fact, that
there is a positive correlation between trade and
development [14]. Nevertheless, globalization has not
always improved development, taking into account
social variables such as employment and poverty [15].
An important problem is also, how the trade in
oilseeds affects food security both in the countries of
their origin and outside them [25]. In addition, the
impact of the technical and natural effects of oilseed
trade on climate change, is also increasingly taken into
account [35]. In this context, the issue of maintaining
the safety and good quality of bulk cargo, which are
both soybeans and soybean meal, is especially
important. The case when the reduction of the safety
and/or quality level, as well as the destruction of the
raw material and the product, happens, should be
considered not only as a direct loss, but also as the
environmental burden connected with their
production [3, 37].
2 THREATS TO THE SAFETY AND QUALITY OF
SOYBEAN MEAL IN TRANSPORT
Soybean meal is one of the most commonly used
ingredients in compound feed. The growing demand
for this product, determines more requirements for
the safety during transport processes. In transport
processes, soybean meal occurs in the form of a solid
bulk cargo. Due to its inherent properties, it is
classified as a special cargo. It is categorized,
according to the IMDG code, as a dangerous good of
class 4.2 [7].
The influence of external factors on changes in the
quality characteristics of soybean meal has an
important role in appearance of threats during the
transport processes of this type of cargo. Maintaining
the safety and quality of soybean meal during
transport depends on the conditions of storage,
handling and transport. In studies, which concerns the
changes in the quality of soybean meal during
maritime transport, the main external factor taken into
account in the research, is the ambient humidity [7].
This parameter is an important element of the
environment, and moreover it is an important factor
of the sensitivity of the cargo, which is a soybean
meal. Due to the hygroscopicity of soybean meal, it
absorbs water vapor from the environment, and hence
the transport and technological quality features of its
change. These properties are for example: kinetic
angle of repose, size of molecule, bulk density,
porosity. Therefore, the absorption of water vapor by
soybean meal, changes the essential characteristics of
this cargo at particular stages of the transport chain.
Fortunately, the correlation between the changes in
the transport-technological qualities of soybean meal
and the occurring under the influence of air humidity
changes of water content in soybean meal, has been
identified. In relation to the above, it has been
discovered that under the influence of surrounding
the cargo humid air, in which the transport processes
take place, and depending on the degree of
comminution of soybean meal grains, there is a
significant differentiation in transport and
technological qualitative characteristics [7].
Weighing all above considerations, it could be
assumed, that searching for innovative methods,
which will enable to stabilize the microbiological
safety and the quality characteristics of soybean meal
651
as a cargo under the conditions of its exposure to
water vapor, is a reasonable performance. The
phenomenon of water vapor sorption on the surface
of organic samples, e.g. soybean meal, may have
different kinetics (different directions and different
dynamics), which depends on their properties related
to the chemical composition and physical structure
[7]. It is also connected with the difference between
the water activity in the sample and the relative vapor
pressure of the surrounding air, and also it results
from the nature of the phenomenon taking the form of
adsorption or desorption [12, 17]. The sorption
phenomenon is also related to the extent of ordering
of the matrix in the solid matter subjected to the
interaction with water vapor.
Substances characterized by a relatively high
homogeneity (e.g. starch) do not undergo any changes
in the sorption mechanism due to the water vapor
present in the surrounding atmosphere [22]. On the
other hand, amorphous substances (e.g. powdered
milk) are prone to a change in the sorption mechanism
associated with structural changes in components,
which includes imbibition, growth of the mobility of
protein chains, and revealing new sorption centers
[27]. As a result of the structural changes of the
components, the sorption rate is constantly high or
even increases periodically. This is because of the fact,
that sorption involves an increasing number of active
centers available for water molecules. In addition,
after absorbing a certain amount of water, specific for
each type of substance, amorphous components can
turn into a crystal [31], which, in the range of average
values of relative humidity of the atmosphere, is able
to absorb and retain only small amounts of water. The
transformation of the amorphous component into a
crystalline solid causes a modification of the sorption
mechanism.
3 THE ADVANCEMENT OF THE RESEARCH ON
THE INFLUENCE OF THE MAGNETIC FIELD
ON THE SURFACE PHENOMENA
The influence of the magnetic field on various types of
biological and physicochemical processes has been
studied so far in terms of its usefulness in
environmental engineering, for example in the
crystallization of calcium carbonate [9], in the water
purification [1, 2], in the coagulation and
sedimentation of colloid particles [16, 36], and in the
wastewater treatment [18, 38]. The research results
have also indicated, that the magnetic field affects the
dynamics of some reactions occurring in food during
its storage [20]. However, the most spectacular are the
reports predicating that the magnetic field influences
the proper functioning of living organisms [10].
The studies on the impact of the magnetic field on
the course of surface phenomena are definitely rare. In
the paper prepared by Ocieczek and Otremba [28], the
existence of the influence of the heterogeneous, static
magnetic field on the course of the phenomenon of
water vapor desorption, induced by an increase in
ambient temperature, from the surface of starch
particles, and the practical consequences associated
with it, was demonstrated. It was proven that the
magnetic field increases the value and rate of water
desorption from the starch surface. Although the
mechanism of the course of the desorption process in
the presence of a magnetic field had not been fully
recognized yet, the results of this work have begun
the research aiming for creation of the base for
forecasting the changes occurring in food under
different conditions, even different from those on
Earth. This, in consequence, may be significant in the
future, in consideration of the developing exploration
of extraterrestrial space. What is more, this work
highlighted that the phenomenon of desorption
should be investigated in terms of its role in the
effectiveness of the devices created for dewatering
samples, which are sensitive to high temperatures. On
the other hand, the work of Ocieczek and Otremba
[30] includes an assessment of the effect of a
homogeneous, static magnetic field on the
phenomenon of water vapor sorption, in this case
induced by the influence of the environment with a
humidity of 7% and 75%. It has been found that the
static and homogeneous magnetic field increases the
rate of water adsorption by the tested organic
substances, especially in the initial phase of this
process. In addition, it has been discovered that the
magnetic field affects the sample-atmosphere dynamic
equilibrium, namely with the impact of magnetic field
it is higher. On the other hand, the course of water
desorption from organic substances in the magnetic
field is similar to this process in the absence of the
field. At the same time, no grounds have been found
to conclude, that the magnetic field is not involved in
this process. It has been indicated, that it is more
likely that the interference of the magnetic field in the
used research model, may take place through
kinetically mutually competing processes. The above
mentioned work also contained elements of the
research on the statics of the sorption phenomenon,
which has become the inspiration for the studies
presented in this article. In the next paper [29] the
same authors discussed the effect of a homogeneous,
static magnetic field on the direction, dynamics and
scope of adsorption and desorption of water vapor
through the solid matrix at two different
temperatures. These studies concerned the kinetics of
the sorption phenomenon and the aim of the system
to reach the dynamic equilibrium. The adopted
research model was an extension of the assumptions
of the work described above [30] and enabled to find
that the impact of the magnetic field on the kinetics
and the scope of the surface phenomenon is
statistically significant, and this statement may be
rudimental for the organization and management of
technological processes and storage.
Therefore, the aim of this work is to develop the
knowledge concerning the influence of the magnetic
field, this time, on the statics of the sorption
phenomenon. The essence of the study was to verify
the assumption of the existence of an influence of a
homogeneous, static magnetic field with an induction
of 10 mT on the equilibrium state of the tested system
at a constant temperature 20°C. The study was carried
out parallelly: under control conditions and under the
influence of a homogeneous, static magnetic field. As
a result of the research, a state of dynamic equilibrium
between the tested samples of soybean meal and the
external environment with a humidity ranging from 7
to 98% was identified. In accordance with that, it was
hypothesized that the influence of a homogeneous,
652
static magnetic field changes the state of dynamic
equilibrium of the examined system, in relation to its
aiming to reach maximum disorder and minimum
energy. The study included the determination and
comparison of water vapor sorption isotherms, and
the indication of the parameters of the Brunauer,
Emmett and Teller equation by adjusting them to the
set of empirical data, describing sorption isotherms.
4 RESEARCH MATERIAL, RESEARCH METHODS
AND ORGANIZATION OF THE EXPERIMENT
The research material was soybean meal, which is a
source of protein and valuable amino acids, used as
animal feed. The research material was characterized
by determining the parameters critical for stability
during transport and storage, such as water content
and water activity. In addition, bulk and tapped
density of soybean meal was determined. The main
element of the research was the determination of
water vapor sorption isotherms describing the state of
dynamic equilibrium, and the indication of the
parameters of the BET model.
The water content of the tested material was
determined by drying. About 1 g of the test product
was weighed into the weighed weighing vessels with
an accuracy of 0.0001 g. They were then placed in a
dryer at 105°C and dried to obtain constant weight.
The determination was carried out in three parallel
attempts. The water content were calculated in grams
per 100 grams of dry matter.
Water activity (aw) at 20°C was determined with
an accuracy of ±0.003 in the AquaLab apparatus (ver.
AS4 2,14.0 2017, Series 4TE and 4TEV Decagon
Devices, Inc., Pullman, WA, USA).
Density, which defines the typical of bulk
materials ratio of the mass per unit volume, was
determined in two variants. Determination of the bulk
density consisted in weighing a sample with a mass of
100 g and transferring it into a measuring cylinder in
order to define the volume occupied by this mass. The
essence of the test was to insert dry matter into the
cylinder in such a way that it would not be
compacted. On the other hand, the determination of
the tapped density, consisted in subjecting the sample,
which was prepared for measuring the bulk density,
to mechanical compaction. It was achieved by
exposing the cylinder with the sample to the
vibrations resulting from gentle hitting on a flexible
surface for 60 seconds. As a result of the 60-second
vibration influence on the soybean meal sample
placed in the cylinder, it became denser, which
manifested itself in a reduction in the volume
occupied by the sample, which was read on the
cylinder scale. The tapped density was always
characterized by a higher value than the bulk density.
The determination was carried out in three parallel
attempts.
Sorption isotherms were determined by the
referenced static-desiccator method. The time for the
samples to reach the state of dynamic equilibrium was
set at 9 days, on the basis of a previously conducted
reconnaissance experiment, which had determined the
minimum time necessary to reach the dynamic
equilibrium between the environment and the surface
of soybean meal [30]. 1 g samples of soybean meal,
weighed with an accuracy of 0.0001 g, were placed in
11 desiccators containing supersaturated solutions of
the substance (NaOH - 0.0698; LiCl - 0.1114;
CH
3COOK - 0.2310; MgCl2 -0.3303; K2CO3 - 0.4400;
Na
2Cr2O7 - 0.5480; KJ - 0.6986; NaCl - 0.7542; KCl -
0.8513; KNO
3 - 0.9320; K2Cr2O7 0,98) with a water
activity from 0.07 to 0.98 [11]. In desiccators with an
activity higher than 0.6, to eliminate the risk of mold
growth, thymol was placed. Measurements of the
mass and water activity of the tested samples were
carried out each time after the end of time of their
exposure to the environment. The experiment was
conducted in a climatic chamber with a temperature at
20°C ± 1°C. The determination in each of the
desiccators was carried out in three parallel attempts.
Then the procedure was analogous, but the
desiccators with the samples of soybean meal were
placed in a homogeneous, static magnetic field with
an induction of 10 mT (Fig. 1.).
Figure 1. Experimental setup: desiccator with reference
samples in geomagnetic field 0.05 mT (left), desiccator
between Helmholtz coils, which generated static
homogeneous magnetic field 10 mT (right)
The static MF generator has been designed and
constructed at the Physics Department of Gdynia
Maritime University. It consists of two identical
Helmholtz coils arranged parallel to each other. The
electric current in the coils (14 amps) required to
generate static MF 10 mT is provided by two
laboratory switching mode power supplies HCS-3602
(Manson, China). The heat from the coils is discharged
by means of circulating water through the flow cooler
(Titan 4000, Aqua Medic, Germany). Generator is
equipped with AC gaussmeter GM-2 (AlphaLab Inc.,
USA) that measures and adjusts the value of magnetic
induction.
The significance of the differences between the
average water content and water activity in the tested
samples after their incubation under control
conditions and under the influence of a homogeneous,
static magnetic field, was determined using the
Student's t-test. Earlier, the variability assessment
(variance estimation) in the compared groups had
been performed, using the Fisher’s exact test.
In order to determine the differences in the
sorption properties of the tested samples of soybean
meal, on the basis of empirical results, their
transformation has been carried out so as to identify
and compare the parameters of the BET model as:
(1 )[1 ( 1) ]
mw
ww
v Ca
v
a Ca
=
+−
(1)
where:
a
wwater activity (); v equilibrium water content (g
H
2O/100g d.m.); vm water content in the monolayer
(g H
2O/100g d.m.); Cenergy constant [11, 31].
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The parameters of the BET equation were
determined numerically, using non-linear regression
and the Monte Carlo algorithm. The minimization of
the sum of squared residuals was used as the objective
function. The calculations were made in the Excel
2010 spreadsheet. The values of the standard errors of
the determined parameters were estimated using the
SolverAid macro command based on the Hessian
matrix [39].
5 RESULTS AND DISCUSSION
Skimmed soybean meal is the material remaining after
the extraction of oil from soybean flakes. Soybean
meal is considered as a dry material (12% d.m.),
because it is in the form of solid particles [26].
Soybean meal is also an heterogeneous mixture of
particles, which differ in size and shape. These
particles are subject to intermolecular interactions
which determine the cohesion of the material, and the
cohesion of the material plays an important role in the
transport process [7].
The parameters for describing cohesion are bulk
density and tapped density. As a result of the
research, it was found that the soybean meal has a
bulk density of 0.606 ± 0.010 g / cm
3
and a tapped
density of 0.666 ± 0.021 g / cm
3
. This means that under
the influence of vibration, soybean meal becomes
denser, which increases its density by more than 9%.
This fact is important, influencing both its mechanical
and thermal properties as a cargo. In the studies by
Drzewieniecka et al. [7] it has also been defined that
water content is a factor that significantly influences
the bulk density of soybean meal. In the case of
soybean meal with 10% water content, the bulk
density was 0.593 g / cm
3
and it was higher in
comparison to dry meal (at 0% of water), in which the
bulk density was 0.584 g / cm
3
. The growth of the
density of soybean meal due to the increase of water
content and vibrations may lead to self-heating or
even to self-ignition.
Soybean meal is a hygroscopic cargo. Ambient air
humidity associated with daily and seasonal
fluctuations affects the changes in the water content in
soybean meal. This concerns especially the maritime
transport, where modifications in these parameters
are additionally caused by changes of climatic zones.
Therefore, another important parameter
characterizing the tested soybean meal was the water
content and water activity. It was found that the water
content was at 11.8567 ± 0.1076 g / 100 d.m. This value
can be considered as relatively low and appropriate to
ensure its storage stability in the transport process,
provided that the risk associated with the absorption
of water from the environment is eliminated [26].
Equally important factor is the water activity, which
determines changes in dry mass and their dynamics
during storage. This parameter is mainly determined
by the water content, but its level is also influenced by
interactions between the surface of the object and
water, by condensation of water vapor in capillaries,
and by the concentration and type of water-soluble
substances [5]. The water activity was found to be at
0.4755 ± 0.0018. This value can be considered as
relatively low, because it ensures the microbiological
stability of the meal [34]. This statement results from
the fact, that microbes have the ability to reproduce if
the water activity is higher than 0.6 [32]. Therefore,
the water present in the examined meal cannot
increase the level of microbial contamination.
In homogeneous bodies, such as liquids, the
intermolecular forces inside the phase balance each
other. Only particles on the surface of the material are
subject to unbalanced forces, which leads to the
induction of sorption. In inhomogeneous bodies such
as soybean meal, no balance of forces should be
expected, even inside the mass. However, the energy
state of the surfaces of individual particles is always
higher than the energy state of the interior [8].
Products with a developed surface, such as meal, are
characterized by high surface energy, which
significantly affects its interaction with the
environment. On the surface of the product there are
processes leading to the saturation of unbalanced
forces and reaching the state of minimum energy.
This, thus, leads to a densification of the particles of
the phase being in contact with the surface.
Although the phenomenon of water vapor
sorption on the surface of organic samples goes on
with different kinetics, it leads to a state of dynamic
equilibrium, depending on the ambient temperature.
Therefore, the range of the sorption process is
reflected in the static description of this phenomenon,
which is the sorption isotherm. Each point on the
sorption isotherm is reached as a result of a dynamic
process with different specificities related to more or
less complex mechanisms [17]. Most often, the water
vapor sorption isotherms determined for biological
material have a sigmoidal shape with two
characteristic inflection points [31]. First of them is in
the range of low water activities and corresponds to
the formation of the monomolecular layer. The second
one is in the range of high water activities and
indicates the initiation of the capillary condensation
phenomenon. Table 1 summarizes the empirically
obtained results, which describe the characteristic for
the sorption isotherm dependencies between the
water content and water activity in the entire range.
Identification of the significance of the influence of
the magnetic field on the values of water content and
water activity in the tested samples was made using
the Student's t-test, which was preceded with an
assessment of the variability in the compared groups
with the use of Fisher's exact test. The results are
summarized in Table 2.
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Table 1. Isotherms of the water vapor sorption on the surface of soybean meal particles determined under control conditions
and under the influence of a homogeneous, static magnetic field with an induction of 10 mT
__________________________________________________________________________________________________
L.p. Control conditions Conditions with the influence of a magnetic field
Water activity±SD Water content±SD Water activity±SD Water content±SD
__________________________________________________________________________________________________
1. 0.0486 ± 0.0073 5.2863 ± 0.0152 0.0760 ± 0.0016 5.8567 ± 0.3749
2. 0.1210 ± 0.0010 7.8056 ± 0.0604 0.1197 ± 0.0017 7.3297 ± 0.0973
3. 0.2348 ± 0.0014 10.0782 ± 0.0158 0.2361 ± 0.0005 10.0702 ± 0.0467
4. 0.3382 ± 0.0023 11.1321 ± 0.0440 0.3310 ± 0.0012 10.9741 ± 0.0471
5. 0.4155 ± 0.0008 12.3417 ± 0.0403 0.4238 ± 0.0017 12.4136 ± 0.0414
6. 0.5059 ± 0.0025 13.3563 ± 0.0618 0.5376 ± 0.0007 13.3052 ± 0.0323
7. 0.6701 ± 0.0023 14.6235 ± 0.1754 0.5934 ± 0.0019 13.6217 ± 0.0333
8. 0.7383 ± 0.0006 16.2498 ± 0.1170 0.7445 ± 0.0022 16.3769 ± 0.1800
9. 0.8153 ± 0.0028 19.9768 ± 0.3502 0.8227 ± 0.0033 20.2717 ± 0.2417
10. 0.9228 ± 0.0049 30.7746 ± 0.9779 0.9444 ± 0.0009 33.2165 ± 0.5210
11. 0.9485 ± 0.0024 35.7387 ± 0.3564 0.9535 ± 0.0030 37.1627 ± 1.5803
__________________________________________________________________________________________________
Statistical evaluation of the equilibrium water
content and water activity in soybean meal samples
subjected to the influence of water vapor under the
control conditions, and under the influence of the
magnetic field, indicated the existence of the impact of
this field on the amount and condition of water in the
tested samples. Desiccators with a statistically
significant effect of the field on water content and
water activity are marked in bold. At the same time, it
should be noted that the influence of the magnetic
field had a greater impact on the condition of water
expressed by its activity than on the water content.
Therefore, it can be assumed that the performed
observation was the result of the fact that the magnetic
field influenced not only the condition of water
contained in the soybean meal but also that which was
contained in supersaturated solutions of substances in
desiccators. Thus, the achieving of the equilibrium
state, examined with the use of sorption isotherms,
was the result of phenomena that could strengthen or
weaken each other. Ocieczek and Otremba [29, 30]
had reached similar conclusions in their research on
the kinetics of the sorption process.
Table 2. The results of the significance of the influence of the
magnetic field on the water content and water activity in the
state of dynamic equilibrium with the environment
_______________________________________________
L.p. Water content n=3 Water activity n=3
F-test P-value F-test P-value
_______________________________________________
1. 0.0033 0.0580 0.0904 0.0031
2. 0.5568 0.0020 0.5342 0.3312
3. 0.2044 0.7927 0.2161 0.1750
4. 0.9308 0.0132 0.4216 0.0093
5. 0.9745 0.0975 0.3433 0.0017
6. 0.4286 0.0027 0.1570 2.8424E-05
7. 0.0695 0.0002 0.8250 1.4488E-06
8. 0.5941 0.3632 0.1161 0.0093
9. 0.6455 0.2962 0.8367 0.0404
10. 0.4421 0.0188 0.0620 0.0017
11. 0.0968 0.2025 0.7901 0.0867
_______________________________________________
The obtained results (Table 1) have indicated that
the course of both isotherms was typical and have
allowed to classify them as type II in the Brunauer’s
classification. The first part of the sigmoidal isotherm
corresponds to the low values of water activity
present in the atmosphere. This area is consistent with
the coverage of energetically different hydrophilic
groups on the surface of the particles by water
molecules. Covering all available hydrophilic groups
by water molecules is equivalent to formation of a
monolayer. This value is specific to each product and
depends on its chemical composition and physical
structure. The second area on the sorption isotherm
corresponds to the average values of water activity
present in the environment, which is in equilibrium
with the tested product. This part of the isotherm
describes the state in which a multilayer is formed,
and this is associated with the appearance of water-
water interactions. These bonds are weaker than the
water-matrix, which are characteristic of the first zone
of the sorption isotherm. The third area of the
sorption isotherm, which corresponds to the high
values of water activity present in the atmosphere,
starts the phenomenon of capillary condensation in
the microcapillaries, which are filled first. Then the
mesocapillaries and macrocapillaries fill up.
The course of the sorption process under the
influence of the increasing saturation of the air with
water vapor was expressed in the theory of multilayer
adsorption [4] and capillary condensation [40]. Minor
coverage of the adsorbent surface with water
molecules (the first area on the sorption isotherm)
causes water-matrix interactions, which determine the
energy state of the adsorbent surface. However, each
adsorbed water molecule changes the sorption
conditions. After coverage of all available, although
usually energetically different, active centers, the
intermolecular forces become homogeneous,
represented mainly by water-water interactions (the
second sorption area on the sorption isotherm). This
type of interaction at an appropriate high water
content in the environment leads to the filling of some
capillaries. This phenomenon is known as capillary
condensation, which corresponds to the third area on
the sorption isotherm.
Lewicki et al. [22] claimed that the existence of the
connection between the rate of sorption and the stage
of the process described by particular areas on the
sorption isotherm entitles to determine such
parameters, based on sorption isotherms, as:
monolayer capacity and water content required for
initiation of capillary condensation in the tested
material. For the analysis of the sorption
phenomenon, various mathematical models of
sorption isotherms has been used, through exploring
empirical data. The BET model deserves attention.
This model is one of the most widely used theoretical
models. It is based on the assumptions defined by
Langmuir in the multimolecular idea of sorption. The
BET model makes the transformation of empirical
data and the determination of the monolayer capacity
(vm), and the energy constant (C) possible. The BET
equation is the most commonly used model to study
surface phenomena occurring in food. It is used to
655
interpret multilayer sorption isotherms, especially
those of types II and III. It has been found to be an
effective method of estimating the amount of water
associated with the polar molecules of dehydrated
food. This model assumes that the sigmoidal shape of
the isotherm results from multilayer adsorption.
Therefore, this approach acknowledges that each
adsorbed molecule becomes the adsorption site for the
next molecule of adsorbate. The forces involved in the
formation of successive layers are analogous to the
forces causing the condensation of vapor into a liquid.
On the other hand, it should be emphasized that the
BET equation, regardless of the chosen method for
identifying its parameters (analytical or numerical),
describes well the course of the sorption phenomenon
only in a limited range of water activity (0.05 ÷ 0.5)
[33].
Taking into account the limitations of the BET
model, its parameters were estimated in the range
indicated as properly corresponding to empirical
data. The values of the sums of squared deviations
and the error values with which they were
determined, demonstrate that the BET model
describes the process of water vapor adsorption on
the surface of soybean meal properly (Table 3).
Table 3. Parameters of the BET model of isotherms of
soybean meal determined at 20°C under the control
conditions and under the influence of a homogeneous, static
magnetic field with an induction of 10 mT
_______________________________________________
Parameter Control conditions Conditions with the
influence of a
magnetic field
_______________________________________________
Value Standard Value Standard
error error
_______________________________________________
vm - monolayer 5.5892 2.3716 7.0856 3.1486
[g H
2O·100
-1
d.m.]
a
w - water activity 0.0573 0.1125
corresponding to
the monolayer [-]
C - energy 1.1670 0.3545 0.9596 0.3122
constant [-]
SS - sums of 5.7904 1.3893 6.6157 1.4850
squared
deviations
_______________________________________________
The water content corresponding to the coverage
of the surface of the meal’s particles with a monolayer
of water is the minimum, and at the same time, the
optimal water content. This water content determines
the durability of the dry product, because it signifies
low water activity. This water does not freeze at -
40°C, it cannot act as a solvent, it has no plasticizing
properties, it does not cause hydrolytic reactions, but
at the same time, it protects against oxidative
reactions. In practice, the knowledge of this parameter
is used to determine the end point of the drying
process. It is worth mentioning, that this action is
intended to optimize the costs of technological
processes, and it is also important in the storage and
transport of food. According to Karel [19], most food
products have a monomolecular capacity from 4 to 11
kg per 100 kg of dry substance. The monolayer values
determined with the use of the BET model were in the
range of 5.59 ÷ 7.09 g H
2O per 100 g of dry matter. The
monolayer volume (v
m) estimated using the BET
model indicates the availability of polar sites for water
vapor. The volume of monolayer is determined by the
components that are donors of hydrophilic groups
and by their physical state conditioned by, for
example, the degree of comminution [27]. The amount
of water in the product greater than the capacity of the
monomolecular layer leads to the reaching of a critical
water content, the exceeding of which causes various
undesirable changes in the quality of the product. The
differentiation of the monolayer values of the tested
samples of soybean meal may indicate the different
state of water molecules as a result of the influence of
the magnetic field. At the same time, taking into
consideration everything that has been discovered
about the volume of the monolayer so far, it can be
stated that soybean meal under the influence of the
magnetic field is less sensitive to higher concentration
of water vapor in the environment. A higher value of
the monolayer indicates that the meal, going to reach
equilibrium with the environment, can absorb more
water, which will be strongly bound to its matrix.
Therefore, changes of a hydrolytic nature will not be
intensified, while changes of an oxidative nature
should be limited. This assumption has been made on
the basis of previous findings, which indicated that
hydrolytic changes require adequately high water
activity. Moreover, the higher water content of
relatively low water activity, should limit the access of
oxygen to the larger surface of the soybean meal
particles. What is worth mentioning is the fact, that
this should restrain the contact of oxygen with the
lipid fraction, reducing the risk associated with their
oxidation.
The second parameter of the BET model is the
energy constant. The energy constant C reflects the
difference between the monolayer desorption
enthalpy and the enthalpy of vaporization of the
liquid adsorbent. Its values in both cases were very
low, what indicates the physical nature of the
researched phenomenon. Therefore, it can be
concluded that the influence of the magnetic field
does not change the nature of the water vapor
sorption process, which is still fully reversible. This
statement is an additional argument in undertaking
further research on the role of the magnetic field in
stabilizing the quality of dry bulk cargo during
transport, especially maritime.
6 CONCLUSIONS
Maintaining low water content, and consequently low
water activity, is the primary factor in preserving the
quality of a dry bulk cargo, such as soybean meal.
Furthermore, the low water content also ensures
microbiological safety. On the other hand, the low
water content facilitates the dusting of the cargo and
the increase of the risk of explosion during cargo
handling operations.
The elementary method of stabilizing the quality of
soybean meal is its deep dehydration, although it
should be emphasized that this method has reached
the limits of its usefulness. This is because of the
challenge to maintain the low water content, which is
problematic. Therefore, it is reasonable to search for
new, also unconventional, methods allowing the
stabilization of water content and, especially, water
activity.
656
Currently, the methods facilitating the
optimization of procedures related to preparation and
handling of bulk cargo for transport and storage are
being searched. In reference to that, the obtained
results indicate that soybean meal, which is a highly
hygroscopic cargo, is also sensitive to water, in the
form of vapor. Moreover, it was found that the
influence of a homogeneous, static magnetic field is a
factor that differentiates the water content and water
activity in the soybean meal. The exploration of
empirical results with the use of BET model has
indicated that the influence of the magnetic field is a
factor that differentiates also the sorption properties
of soybean meal. Under the impact of magnetic field,
the volume of the monolayer is greater, which makes
the soybean meal less sensitive to the surrounding
water vapor. At the same time, the energy connected
with the sorption phenomenon under the influence of
the magnetic field does not change. Therefore, the
magnetic field does not change the nature of the
sorption process. Consequently, there are indications
that the presence of a strong magnetic field may
determine the stability of the cargo during long-term
transport or storage.
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