Effect of diffusion time
The diffusion coefficient of cesium-137 is a measure of the rate at which the radioactive isotope moves through a porous medium, such as soil. Several factors can influence the diffusion coefficient of cesium-137, including the density and texture of the soil, as well as the chemical and physical properties of the cesium-137 ions.
Table 2
The values of Da of Cs-137 in soil samples as a function of diffusion time, ρ: 1.4 g.cm-3
No.
|
tdiffusion(weeks)
|
Da (m2.s− 1)
|
Soil
|
1.
|
3
|
5.29 x 10− 12
|
2.
|
4
|
5.26 x 10− 12
|
3.
|
6
|
5.22 x 10− 12
|
Our results in Fig. 4 and Table 2 shown that the variation of time does not significantly impact changes in the diffusion coefficient of cesium-137. These results also can be explained by the specific conditions of the system, which involves a planar source with a small amount of soluble substances present in an infinitely long cylindrical system, where the density in the diffusion column is considered to be homogeneous, resulting in a constant velocity of Cs-137 through the diffusion column (Crank, 1975). This phenomenon can also be explained by several factors, including the nature of cesium-137 and the properties of the soil through which it is moving. The isotope of Cesium-137 has a relatively long half-life of 30.2 years (EPA, 2023) can lead the concentration of cesium-137 in the soil remains relatively stable over time, as the rate of decay is relatively slow. As a result, changes in the diffusion coefficient of cesium-137 due to time-dependent factors may not be significant over relatively short periods, such as a few years or even a few decades. Also, cesium-137 is a highly soluble element (EPA, 2023) that is readily absorbed onto soil particles and other surfaces so it may not be as susceptible to changes in the chemical and physical properties of the soil over time, which can help to stabilize its diffusion coefficient.
Table 3
Comparison of Da value of the previous experiment results (Ekaningrum, 2022)
No.
|
tdiffusion(months)
|
Da (m2.s− 1)
|
Soil
|
1.
|
2
|
3.58 x 10− 12
|
2.
|
4
|
3.51 x 10− 12
|
Some studies have found similar results that the variation of time does not significantly impact changes in the diffusion coefficient of cesium-137, even though the coefficient may slightly decrease over time. It is also supported by other studies that investigated the impact of diffusion time on the diffusion coefficient of cesium-137. Ekaningrum (2022) found that the diffusion coefficient of cesium-137 remained relatively constant over a range of diffusion times in soils and bentonite shown in Table 3. Another study (He et al., 2015) found that when the shift of initial time is considered, the diffusion coefficient will be constant.
The stability of the diffusion coefficient of cesium-137 over varying diffusion times can be attributed to the diffusion process itself. Diffusion is a mass transfer process that is dependent on the concentration gradient of the diffusing substance (Park and Kim, 2000). This study applied Fick's 2nd Law to study the diffusion process because it is a well-established model that describes the diffusion of a solute through a stationary medium. This law and vertical diffusion method are used to examine the coefficient diffusion Da of Cesium-137 in a diffusion column because of the thin and tall design of the column, the stable gradient of Cesium-137 concentration in the vertical direction, and the fundamental mathematical equation that they provide for diffusion in stationary medium. As long as the concentration gradient remains constant over time, the diffusion coefficient will also remain constant. And the temperature also remained stable during the experiment so there is no additional energy. Furthermore, the stability of the diffusion coefficient of cesium-137 over time has important implications for predicting the transport of this radioactive isotope in the environment.
Table 4
Comparison of Da value from other studies
No.
|
Da soil (m2.s− 1)
|
Ref.
|
1.
|
5.22 x 10− 12
|
This experiment
|
2.
|
3.5 x 10− 12
|
(Ekaningrum, 2022)
|
3.
|
2.03 x 10− 12
|
(Jagercikova et al., 2015)
|
4.
|
~ 10− 12
|
(Sato and Hirota, 2019)
|
As we compare the results with values obtained in different studies in Table 4, (Jagercikova et al., 2015) (Sato & Hirota, 2019) which used soil from Fukushima prefecture and the neighboring areas, all values ranges in order 10–12, indicating that the soil in SNC has similar ability to impede the release of Cesium-137 to the environment with soils from other country so it can be considered for barrier in disposal facilities. Our comparison of this study in Table 2 with previous study in Table 3 suggests that the diffusion coefficient can be accurately estimated based on measurements made over a relatively short period of time, rather than requiring measurements over a longer period of time.
Effect of material density
The following outcomes depict the evaluation of Da values in diverse densities, and the experiment was conducted concurrently, specifically for 6 weeks of diffusion duration.
The result shown in Fig. 5 and Fig. 6 showed that the diffusion coefficient of cesium-137 is influenced by the density of the soil and bentonite as mediums through which it is moving. The density of the mediums can impact the rate at which cesium-137 diffuses through the soil and therefore, can affect the overall transport of this radioactive isotope in the environment.
The diffusion coefficient of cesium-137 is dependent on several factors including the size and shape of the pores in the soil, the porosity, and the tortuosity of the soil matrix. The porosity of the soil is defined as the ratio of the volume of voids in the soil to the total volume of the soil (P.K. Jayasree, K Balan, 2021). We found the trend of this study was attributed to the fact that denser soils tend to have smaller pores, which limit the movement of cesium-137 particles through them. As the density of the soil increases, the size and shape of the pores in the soil are altered, resulting in a reduction in the overall porosity of the soil. This reduction in porosity, in turn, leads to a decrease in the diffusion coefficient of cesium-137. This is because the diffusion of cesium-137 is restricted by the smaller pore spaces, which limits the ability of the cesium-137 ions to move freely through the soil matrix. Other aspect is the tortuosity which is a term used to describe the sinuosity and interconnectedness of the pore space as it affects transport processes through porous media (Silva et al., 2022), these factors affect the diffusion coefficient of cesium-137. The denser soils or media tend to have smaller pores and fewer voids, which restrict the movement of particles through them (Chittoori et al., 2016) that makes the diffusion of cesium-137 through denser soils or media is slower than through less dense soils or media.
Table 5
The values of Da of Cs-137 in the local soil and bentonite samples as a function of sample density, t : 6 weeks
No.
|
Density (g. cm− 3)
|
Da (m2.s− 1)
|
Soil
|
Bentonite
|
1.
|
1.2
|
6.81 x 10− 12
|
2.57 x 10− 12
|
2.
|
1.3
|
6.21 x 10− 12
|
2.1 x 10− 12
|
3.
|
1.4
|
5.22 x 10− 12
|
1.73 x 10− 12
|
From diffusion coefficient values in Table 5, it can be observed that the value of Da decreases as the density of the medium increases. This means that the diffusion rate of particles or molecules through a denser medium is slower compared to a less dense medium. The denser medium contains more particles, which causes more collisions and obstacles for the diffusing particles to overcome. Therefore, the diffusing particles take a longer time to reach their destination, resulting in a lower diffusion coefficient value (Da).
From the Table 5, we also obtained that the diffusion coefficient value of Cesium-137 is on average three times smaller in bentonite samples compared to soil samples. The results of the study suggest that bentonite, a type of clay, is more effective in retaining Cesium-137 than soil. Soil with smaller particle sizes, such as clay, has been found to have lower diffusion coefficients compared to soils with larger particle sizes. The slower diffusion coefficient (Da) of Cs-137 in bentonite compared to soils can be attributed to several factors, such as the presence of exchangeable cations in soils that increase the diffusion coefficient, while the non-swelling nature of bentonite limits the interlayer diffusion of Cs-137. Also, the mineralogical composition of bentonite and soils also affects the diffusion behavior of Cs-137.
Siyal et al. (2005) had shown similar result with soil dry densities 1.24, 1.28 and 1.31 mg/mm3 where they found solute diffused our more rapidly from the small size aggregates as compared to larger aggregates may be because the rate of solute transfer is inversely proportional to square of the aggregate diameter and the effective diffusion coefficient of the solute decreased with increase in dry density of the aggregate may be due to difference in dry density which makes the diffusion paths more tortuous.
Table 6
Comparison of Da value from other studies
No.
|
Da bentonite (m2.s− 1)
|
Ref.
|
1.
|
1.73 x 10− 12
|
This experiment
|
2.
|
5 x 10− 13
|
(Ekaningrum, 2022)
|
3.
|
3.9 x 10− 13
|
(Cho, Lee and Kang, 2001)
|
4.
|
3.2 x 10− 11
|
(Suzuki, Haginuma and Suzuki, 2007)
|
In Table 6, we can see comparison of our results with different studies where(Cho et al., 2001) used bentonite from Kyungju while(Satoru Suzuki & Suzuki, 2007) used saline water for diffusion of Cesium-137 in their bentonite samples resulting in higher value. It can be seen the saline water can impact the increase of Da value in line with our results we obtained compare to Ekaningrum (2022) that used identical samples.
Figure 7 shows Cesium-173 diffuse easier in soil sample rather than its movement in bentonite when both samples have similar density and diffusion time (1.2 g.cm-3 and 6 weeks), that can occur because bentonite has a more complex pore structure, which makes it harder for Cesium-137 to diffuse through the material. In contrast, soil has a more open pore structure, which allows for easier diffusion of Cesium-137 and the presence of montmorillonite in bentonite a can facilitate Cs-137 adsorption and reduce its diffusion coefficient.
Impact of groundwater saturation
Our local soil was found to contain high amounts of iron and alumina, while our bentonite samples contained high amounts of iron and calcium. Both materials were composed of Montmorillonite, with the bentonite samples containing a mix of sodium and calcium Montmorillonite. Furthermore, our local soil contained Kaolinite-1A, while the bentonite samples contained silicon oxide. Our results demonstrated that the presence of exchangeable cations, including Na+, K+, Ca2+, Mg2+, and Fe2+, led to an increase in the diffusion coefficient of cesium-137 in our soil samples.
Table 7
The values of Da of Cs-137 in the local soil and bentonite samples as a function of sample density
No.
|
Density (g. cm− 3)
|
Da (m2.s− 1)
|
Soil
|
Bentonite
|
1.
|
1.2
|
6.81 x 10− 12
|
2.57 x 10− 12
|
2.
|
1.4
|
5.22 x 10− 12
|
1.73 x 10− 12
|
Table 8
Comparison of Da value of the previous experiment results (Ekaningrum, 2022)
No.
|
Density (g. cm− 3)
|
Da (m2.s− 1)
|
Soil
|
Bentonite
|
1.
|
1.2
|
5.1 x 10− 12
|
5 x 10− 13
|
2.
|
1.4
|
3.5 x 10− 12
|
5 x 10− 13
|
Overall, the results obtained in this study have a slightly higher diffusion coefficient value compared to a similar study shown in Table 7 and Table 8. This suggests that the type of saturation media used in the diffusion experiment can indeed affect the diffusion coefficient value. Cesium cation diffusion coefficients have been shown to increase with the presence of other cations. Cations such as Ca, Na, K, Mg, and Fe can affect the soil properties and alter the pore structure, which can affect the diffusion coefficient value of cesium-137. These cations can also interact with the cesium-137 and influence its sorption behavior of Cs-137 in the soil (Sriwahyuni and Setiawan, 2019; Ekaningrum and Setiawan, 2020). However, the presence of these cations in the soil solution can have different effects on the diffusion coefficient (Da) of cesium-137 through soil, depending on their concentrations and chemical properties.
The presence of other ions or salts such as Mg, Na, Li and K also affects the 137Cs+ adsorption due to the inherent competition between them. Cations like Na+ and K+ can increase the mobility of cesium-137 in the soil solution, and therefore may increase the effective diffusion coefficient because in the presence of other salts in the aqueous medium such as Na+ and K+ can cause low sorption efficiency (Rauwel and Erwan Rauwel, 2019). These cations increase the electrical conductivity of the soil solution, which enhances the diffusion of ions through the soil by reducing the electrical resistance of the soil solution. Three main mechanisms governed the 137Cs+ ion exchange according to them, with the 137Cs+-K+ ion exchanges being predominant, as also stipulated by other research group(Takahashi et al., 2018). For low K+ incorporation in the structure, proton exchange between 137Cs+ and K+ ions was evidenced (Rauwel and Erwan Rauwel, 2019).
Additionally, the presence of other cations may also affect the physical properties of the soil, such as its porosity and water content, which can also impact the diffusion coefficient of cesium-137 through soil. Cations like Ca2+, Mg2+, and Fe3+ can form strong complexes with cesium-137, reducing its mobility in the soil solution and decreasing the effective diffusion coefficient. These cations can also compete with cesium-137 for binding sites on soil particles, reducing the overall concentration of available cesium in the soil solution and limiting its diffusion through the soil. We can see the cation exchange plays an important role in the transport of Cs-137 in soil, and that a better understanding of this process is essential for effective soil remediation strategies. However, the impact of other cations on the diffusion coefficient of cesium-137 through soil is complex and is dependent on a number of factors including the concentration and chemical properties of the cations, as well as the physical properties of the soil.
Other study that can support the presence of certain cations may increase diffusion is the case of electrostatic field originating from the surface charges of soil particles exerts a substantial influence on ion adsorption and diffusion in soil (Li et al., 2010; Xiong and Jivkov, 2018) as illustrated in Fig. 8. This effect can occur when charged ions diffuse through a soil matrix that contains other charged ions. Electric double layer (EDL) arises from the screening of the negative surface charge of clay minerals by accumulating cations. The other ions in the soil can help to screen the electrostatic interactions between the diffusing ion and the charged soil particles, reducing the effective attraction or repulsion that would normally slow down or speed up the diffusion process. In this case, the diffusion coefficient of the ion of interest may increase.
As we can also see from Table 5 earlier, the value of Da in our Bentonite is smaller than the ones in soil samples indicating the cation exchange capacity (CEC) of bentonite is much larger than soil. Bentonite is a type of clay that has a very high surface area (Uddin, 2008) and a net negative charge, which allows it to attract and hold positively charged ions in its structure. This high CEC makes bentonite an effective material for various applications including a barrier for nuclear waste disposal while for CEC in soils it may vary in each location. Unfortunately, in this study the CEC measurement has not been carried out so that CEC data of our samples cannot be analyzed and compared between samples.
It is important to consider the influence of other cations in the saturation media when conducting diffusion experiments in soil. This can help in understanding the diffusion behavior of the test substance in a more realistic scenario, where the soil is exposed to various cations that are commonly found in the environment. However, it is important to note that the specific composition of soil and materials used in our study may have contributed to variations in our results compared to previous research. Further investigation into the impact of exchangeable cations on cesium-137 diffusion in different soil types and materials is necessary to fully understand this phenomenon.