Microstructure and radiation shielding capabilities of Al-Cu and Al-Mn alloys | Scientific Reports
Scientific Reports volume 14, Article number: 26721 (2024) Cite this article
Metrics details
In this study, the microstructure and elemental analysis of aluminum-copper alloy type-2024, Al-2024, and aluminum-manganese alloy type-3003, Al-3003, have been investigated by using a scanning electron microscope (SEM) equipped with Energy dispersive spectroscopy (EDS) detector. Experimental and theoretical radiation shielding studies were performed to assess the radiation shielding capabilities of the studied alloys. Considering the radiation shielding theoretical assessment, some reliable software tools were used, such as Phy-X/PSD, MCNP5, NXCom, and MRCsC. The microstructural observations and results have shown the presence of second phases rich with the main alloying elements in both alloys. Considering Al-2024 alloy, coarse second-phase particles, having a size range of 8–15 μm, were found aligning in lines parallel to the rolling direction, whereas smaller ones, having a size range of 2–8 μm, were found decorated the grain boundaries. Also, dark holes represent the pull-out large particles separated during preparation indicated poor adhesion with the main matrix that could be a result of losing particle coherency with the matrix where the misorientation in-between the atomic planes increase. However, better adhesion of the second-phase particles with the matrix, which were found possessing smaller particle size, have been observed in the Al-3003 alloy indicating good coherency and better manufacturing process for the non-heat-treatable alloy. The second-phase particles in case of Al-2024 alloy were found containing significant content of high-Z elements like Cu with greater volume fraction equals 7.5%. On the other side, Al-3003 alloy has possessed second-phase particles which lack of high-Z elements with only volume fraction equals 3.5%. All the former besides the higher density and content of high-Z elements like copper in Al-2024 alloy in compare to Al-3003 alloy and pure aluminum, led to relatively better radiation shielding capabilities against energetic photons, the highest in the low energy band and decreases with the increase of the photon energy, and slight superiority in the case of fast neutrons with only 3%inc. over pure aluminum. For instance, the radiation protection efficiency (RPE) values dropped from about; 23.2, 21.6, and 20.8% at 0.100 MeV to only 5.7, 5.9, and 5.6% at Eγ = 2 MeV, for; Al-2024, Al-3003, and Al-Pure, respectively."Please check and confirm that the authors and their respective affiliations have been correctly identified and amend if necessary.""confirmed"
Because of their low weight, robust resistance to corrosion, high specific strengths, and rigidity, aluminum alloys find widespread application in the aerospace industry, the manufacturing of aircraft components, the automobile industry, and the electronic device industry. Because of the way in which they are processed, these alloys can be divided into two categories: wrought and cast. Furthermore, within each category, there are subgroups that are heat-treatable and non-heat-treatable, which are determined by the mechanisms that are responsible for strengthening the alloy1.
The heat-treatable aluminum alloy type-2024, reported in this investigation, has attractive characteristics, including high specific strength, good fracture toughness, and excellent fatigue properties with no significant drop in elasticity during the strengthening treatment2,3. These pronounced properties make this alloy among the first candidates in aerospace and other critical fields4,5. The presence of copper and magnesium in this alloy enhances the formation of coherent dispersoids that strongly hinder the dislocation motion during deformation and significantly raise its strength6.
Low density, excellent plasticity, formability, corrosion resistance, and weldability are some of the characteristics that are exhibited by the non-heat-treatable aluminum alloy type 3003. These properties have garnered an increasing amount of attention in a variety of fields, particularly those that require superior formability in order to obtain components with complex shapes7,8,9. The strength of this alloy depends on the cold working mechanism rather than heat treatment. The preliminary grain size of the deformed alloy and the induced dislocation density affect the strengthening level10,11. Manganese addition encourages the formation of Al6Mn dispersoids that accumulatively build up dislocation density by the Frank-Read mechanism and block slip during deformation. As a result, the yield and ultimate strengths of the alloy are increased without sacrificing its flexibility but retaining its formability12.
The use of aluminum alloys, especially Al alloy type-2024 and also Al alloy type-3003 in parts that possess complex geometrical shapes, in aviation and aerospace applications such as space shuttles and passenger aircrafts structural parts and bodies manufacturing, and considering the significant background radiation fields and cosmic rays when flying at high altitudes or living in space, especially for long periods, all that raise the importance of investigating the radiation shielding properties of these alloys and provide the sufficient motivation to conduct this study13,14.
Speaking on the formerly denoted importance, researchers have conducted studies to assess radiation shielding properties of some widely used aluminum alloys, knowing that radiation shielding studies on alloys are not comparable to the number of studies in the same field concerning concretes15,16,17,18, building materials19,20,21, composites22,23,24, and glass systems25,26.
Aluminum alloys such as Al-Li, Duralumin, Hydronalium, Italma, Magnalium, Ni–Ti-Al, Y-alloy, and Al25Zn Alloy have been investigated as possible shields against ionizing radiation27,28,29,30. Ni-Ti–Al aluminum alloy and Al25Zn Alloy, when adding a permissible percent of titanium, were found to have proper radiation shielding properties, specifically considering X-rays and low energy γ-rays28,29. On the other hand, Al-Li alloy was effective in attenuating fast neutrons and absorbing thermal ones27,28.
Jing Qiao developed a nuclear shielding material that is both light weight and non-lead by incorporating W and B particles into 6061 Al alloy. Afterwards, the effects of W volume fraction on radiation shielding, mechanical properties, and composite microstructure were investigated. The composites’ ability to shield from γ-rays is improved when the amount of W is increased. Composites of (W/B)Al with a thickness of 2.2 cm are able to absorb 99% of thermal neutrons. Nuclear shielding materials that incorporate structure and function have promising prospects in the (W/B)Al hybrid composites31. By employing the mechanical milling process, Hakan Yaykaşlı et al. created a new alloy composition known as Co/Cr/Fe/Ni/Ag, which is an example of a high entropy alloy (HEA). The alloying time was found to have an effect on the crystal size, and the synthesized alloy showed thermal stability over a broad temperature range. A 137Cs source and a NaI(Tl) detector system were also used to experimentally determine radiation shielding parameters. The results show that HEAs are feasible and promising concerning the radiation protection applications due to their high radiation shielding properties32. The physical properties and nuclear radiation shielding characteristics of four compositions of Al-alloys doped with different weights of Pb were studied by Jamila S. A. et al. The Pb Al-X (X = 1–4) encoding indicates that the samples have a Pb content ranging from 20 to 80%. The gamma transmission experiment, XCOM theory, and Monte Carlo technique are used to study the gamma shielding properties of the alloys that are made. Over the entire chosen energy range, the PbAl-4 alloy consistently ranks as the best shielding material33.
Based on all of the above, both aluminum-copper alloy type-2024, Al-2024, and aluminum-manganese alloy type-3003, Al-3003, which have significant contributions in many industries as mentioned above, have been studied concerning their microstructural features and radiation shielding properties against both energetic ionizing photons and fast neutrons.
The investigated sheets, with typical chemical compositions shown in Table 1, were received in the form of 3 mm in thickness. They were cut in the form of 70 × 70 mm squares to fit the supporting frame in front of the radioactive sources. They were ground by emery papers with different grades, namely 180, 220, 280, and 320, to normalize and unify the sample’s surface conditions.Then, they were polished by a 1 μm aluminum oxide Al2O3on a billiard cloth and finally ultrasonically vibrated to remove any solid debris, Fig. 1. Smaller square-shaped samples without any pre-surface treatment were cut for heat treatments and microstructure observation.
Square shaped sheets of dimensions 3×70×70 mm of Al-Cu type-2024 and Al-Mn type-3003 alloys.
Through the use of a scanning electron microscope (SEM) that is accompanied by an energy dispersive X-ray spectroscopy (EDS), the subsequent investigation is broken down into two primary sections. The first section examines the microstructural and localized area elemental analyses for the two aluminum alloys. The second part of the review includes an experimental study on the attenuation of γ-rays, as well as an analytical and theoretical evaluation of both γ-rays and fast neutrons. This evaluation was carried out with the assistance of some reliable software tools, which will be explained in the subsequent sections.
Specimens for microstructure observation were cut from the as-received rolled sheets in a direction parallel to the rolling direction and mounted in a plastic mold. The surfaces of these specimens to be studied were prepared according to ASTM E3-11 standard34 to reveal the different constituents and their morphologies optically for preliminary investigation and then electronically for higher-level observation. The prepared samples were supported to the holder of the scanning electron microscope (SEM) type ZEISS-EVO MA15 using a double-face stick tape, and a copper strip was used to secure good electrical conductivity. An accelerating voltage of 20 keV and a working distance of about 8 mm were used for SE images and EDS analysis.
The attached secondary electron (SE) detector observed microstructure morphology, whereas the composition variation was obtained using the back-scattered (BS) detector. The energy dispersive X-ray spectroscopy (EDS) detector performed spot, line, and area elemental analysis.
Volume fraction of the second phase particles in all microstructures was calculated by an image analysis software, ImageJ.
Before illustrating the experimental and theoretical methods used in the current study and clarifying the aim of this part of the study, Table 2 gathers all the shielding parameters of interest required for the assessment, along with the relevant mathematical equations and definitions35,36,37,38,39,40,41.
First, an experimental study was performed using three γ-ray’s sources, Ba-133, Cs-137, and Co-60, to evaluate the actual condition and investigate the concurrence between the experimentally obtained γ-rays shielding parameters and theoretically/analytically obtained ones before giving the green light to further proceed with the theoretical investigation.
Using the abovementioned radioactive sources, γ-rays shielding efficiency of the studied alloys has been experimentally assessed at five energies:0.081, 0.356, 0.662, 1.173, and 1.332 MeV.
The experimental testing was performed using a NaI(Tl) 2” × 2” detector coupled with a multichannel analyzer running software (Genni-2000). The γ-rays radioactive source was contained in a 3.5 cm internal cylindrical lead holder with a 3 mm aperture surrounded by an external hollowed “10 cm” lead cylinder (source collimator), and the detector was shielded by cylindrical lead shield (detector collimator) to protect against scattered gamma rays and background radiation and ensure reliable readings42. The aluminum alloys in the form of sheets were stacked between the abovementioned collimators, and a straight vertical alignment for all components of the experimental setup was used. All components, and their alignment, of the experimental setup, which are depicted in Fig. 2, are primarily taken into consideration in order to guarantee a narrow beam geometry and significantly reduce the build-up factors, which ultimately results in the acquisition of accurate characteristic shielding parameters for the alloys that are being investigated43,44.
The experimental setup of the γ-rays attenuation measurements.
It was determined that all the measurements were taken as triplets at each thickness. In order to compile the transmission curves, the intensity of the uncollided γ-ray quanta that have passed through the slab(s) at different thicknesses has been measured and compared to the intensity of the incident beam without any slabs being present (transmission factor). The linear attenuation coefficient (µ) can be determined by plotting a relation between the natural log of the obtained transmission factor and the varied slab(s) thickness. The absolute value of the slope can be taken as the linear attenuation coefficient.
Considering γ-rays shielding theoretical assessment, Phy-X/PSD45,46,47 which is reliable online software that computes the number of essential parameters required to assess the shielding and attenuation capability of the studied material, based only on the material composition and density, is used besides MCNP548.This Monte Carlo simulation code simulates the transit of gamma photons/neutrons through any matter while considering all possible physical interaction mechanisms, depending on an embedded ENDF/B-VII nuclear database49,50,51. Regarding fast neutrons, some reliable software programs and codes, such as; NXCom51,52, MRCsC52, and MCNP548,53, were found to provide accurate fast neutron shielding assessments54,55. However, some differences are found due to the difference in the built-in database used for each program, so the average values have been taken along with putting a specific range where the experimental value should locate within.
The input files for the Monte Carlo simulation depend on the detailed structure of the input file code, which consists of multiple cards (cell, surface, material, tally, etc.), including the experimental setup (e.g., detector dimensions, sample geometry, source height, chemical composition, etc.)56,57,58. The γ-ray shielding set-up was described in the TEXT file in many cell cards (e.g., the γ/n emitting source, lead collimators, Al-alloy sample, and detector. The F4:P tally card was used to determine the track length of the incident γ-photons. The aluminum alloy slabs were created in cylinder geometry. The composition and density of the synthetic Al alloys were made in the material card of the input file. The number of particles emitted from the γ/n sources (NPS) was designed to be more than 10.5E + 6 particles/input file to reduce the random statistical errors to be below 2%48. Figure 3 represents the dimensions of the radiation-simulated system used for investigating the Al alloys. To achieve the minimum random statistical errors, all computations use NPS = 11 million particles per run.
The dynamic view of the radiation attenuation simulation system used for investigating the radiation shielding capabilities of the Al alloys understudy.
Figure 4(a) shows the rolled heat-treatable aluminum alloy type-2024 microstructure. In this figure, coarse second-phase particles, having a size range of 8–15 μm, are aligned in lines parallel to the rolling direction, whereas smaller ones, having a size range of 2–8 μm, decorate the grain boundaries. Volume fraction of these particles was found to have a value of about 7.5%. Black areas and dark holes represent the pull-out large particles separated during preparation because of the weak adhesion with the matrix. This poor adhesion is a result of losing particle coherency with the matrix where the misorientation in-between the atomic planes increases59.
(a) SEM microstructure of the aluminum alloy type-2024, (b) EDS Elemental mapping of the selected area, (c) Line analysis of copper-rich precipitate, and (d) Spot analysis of the matrix (Point 1)."Figures 4 and 5 contain poor quality of text inside the artwork. Please do not re-use the file that we have rejected or attempt to increase its resolution and re-save. It is originally poor, therefore, increasing the resolution will not solve the quality problem. We suggest that you provide us the original format. We prefer replacement figures containing vector/editable objects rather than embedded images. Preferred file formats are eps, ai, tiff and pdf.""attached"
Elemental mapping of a selected area is shown in Fig. 4(b) but in the form of phases. Yellow regions coinciding with the course second-phase particles demonstrate the presence of Al/Cu/Mg phases, whereas blue areas overlap the fine precipitates and reveal the Al/Cu phases. The existence of magnesium is proportional to increasing the particle size. Line analysis of coarse precipitate is shown in Fig. 4(c), where a typical bell shape distribution of copper and manganese is observed but with the inverse distribution of Al.
These elemental variations are considered a matter of electron beam interaction with the precipitate and the matrix, not a composition variation within the precipitate itself. Spot analysis of the fine precipitates confirms the disappearance of magnesium and the abundance of copper.
B. Adamczyk-Cieslak et al.60 and T. Hashimoto et al.61 studied these precipitates in the alloy that was currently being investigated, and they were found to be Al2CuMg and Al2Cu, respectively. Spot analysis of the alloy matrix presented in Fig. 4(d) shows the existence of these main constituents, Cu and Mg, in solid solution with a Cu percentage up to 2% at room temperature as indicated in the Al-Cu and Al-Mg phase diagrams. It is observed that the Mg percentage in the AlxCuxMgx phase increases with increasing its particle size since the Mg atoms migrate from the matrix toward the particles.
On the other hand, the microstructure of the rolled non-heat treatable aluminum alloy type-3003 is shown in Fig. 5(a). Distributed second-phase particles in the form of a plate-like shape aligned in the rolling direction are observed with particle size relatively smaller than that for the course second-phase particles detected in the case of Al-2024 alloy. In addition, these particles have a lower volume fraction than that found in Al-2024 alloy with a value of 3.5%. Spot analysis of these residues reveals the intense concentration of both Fe and Mn, while the matrix demonstrates the absence of any other constitutional elements except aluminum, Fig. 5(b). This can be easily explained by the relatively low solubility of Fe and Mn in aluminum where they have almost no solubility at room temperature as indicated in the Al-Fe and Al-Mn phase diagrams.
(a) SEM microstructure of the as-received aluminum alloy type-3003 and (b) EDS spot analysis of matrix and precipitates (point 1 and 2, respectively).
The analyzed second-phase particles were found to match the general chemical formulae, AlxMn and Alx(Mn, Fe), as proved in the studies performed on the exact alloy by T. Christopher62 and D. Alexander63. In the shown microstructure, no pull-out particles came out from their positions as in the former case, which could be attributed to the better adhesion of these second-phase particles to the matrix.
According to the above-described experimental setup and methodology, the transmission curves have been compiled at the abovementioned five γ-rays’ energies for the studied aluminum alloys, as shown in Fig. 6. The measurements have been performed as triplets, and the absolute value of the slope has been taken as the experimentally obtained linear attenuation coefficient (µ) value of the alloy understudy. Table 3 presents the experimental and corresponding MCNP5 computed µ (cm−1) values at the five studied γ-rays’ energies for the investigated aluminum alloys.
The obtained transmission curves for γ-rays’ attenuation measurements for a) Al-2024 and b) Al-3003 aluminum alloys.
The experimentally obtained (µ) values for both alloys show the superiority of Al-2024 over Al-3003 alloy at all studied energies. Recalling the SEM and EDS obtained results, the coarse second phase particles, where high-Z elements especially copper are concentrated in, were found having a size range of 8–15 μm and distributed in the main matrix in parallel direction moreover, smaller ones, having a size range of 2–8 μm, were found decorate the grain boundaries and enhance the distribution of these second phase copper rich particles. The volume fraction of these second phase particles comparing to the main aluminum matrix was found about 7.5%.
On the other side, considering Al-3003 alloy, the second phase particles were found taking a plate-like shape aligned in the rolling direction with particle size notably smaller than that for the course second-phase particles detected in the case of Al-2024 alloy moreover, these second phase particles are composed of Fe and Mn, which means lesser high-Z elements content comparing to the case with the Al-2024 alloy, with a volume fraction equals only about 3.5%.
All the former explanations, enforce and support the γ-rays shielding superiority of Al-2024 alloy over the Al-3003 at all experimentally investigated γ-rays’ energies especially at Eγ = 0.081 MeV as the dominant mechanism at this energy is the photoelectric mechanism that has a cross section positively correlates with ≈ Z4.5. Thus, any increase in the high-Z elements concentrations especially in the distributed second phase particles would have significant positive effect on the γ-rays shielding capability of this alloy.
On the other hand, this superiority has been found decreasing with increasing the incident γ-rays’ energy as the available time for photons’ interactions with the shield constituents decreases. Also the dependency of the significant interaction mechanism “Compton scattering” which is the dominant mechanism at the studied high energy range on both atomic number and density of the shield is the least64,65. Another important prediction based on the observed dark holes which represent the pull-out large particles separated during preparation of the Al-2024 alloy, is that the γ-rays shielding superiority of this alloy over the other studied Al-3003 alloy would be greater if the adhesion between the second phase particles and the main aluminum matrix can be enhanced.
Based on the experimentally obtained and the computed linear attenuation coefficients (µ) along with the associated percentage differences, a good agreement has been observed at all studied energies except at the lowest energy, 0.081 MeV, which could be attributed to the great sensitivity at lower photons’ energies to any variation in the atomic number, constituents’ contents, homogeneity, and distribution of the second phases in the main alloy matrix, due to the dominancy of the photoelectric mechanism at this low energy. Heterogeneity attributed to the distribution of the relatively high-Z second phase particles in the main Al matrix even if it was found not so significant, still can cause the notable difference between the computed value and the experimentally obtained one specifically at this low energy which again dominated by the sensitive photoelectric photon/matter interaction mechanism unlike the case with the other studied energies which are controlled by the less-sensitive Compton scattering mechanism.
Beside the abovementioned explanation for why the notable difference between the experimental and the computed (µ) value at photon energy 0.081 MeV, it must be declared that most of software tools used for radiation shielding assessment deal with the composite shield as if it is homogenized, ignoring the internal form of distribution and constituents’ particle size and relying only on the constituents’ weight fractions and the overall shield density19. In contrast, the agreement between the experimentally obtained and the computed linear attenuation coefficients (µ) at Eγ = 0.662 MeV is the highest because at intermediate gamma rays’ energies, the dominant interacting mechanism is Compton scattering, which is the interaction mode that depends the least on the atomic number of the shield so, any possible; fluctuation, variability, or slight heterogeneity, will cause lesser differences between the experimental and computed values unlike the case with lower energies as explained earlier19,66. Thus, to obtain reliable results and credible characterizing values for the accurate shielding parameters for the truly prepared alloys considered in the current study, the analytical/theoretical γ-rays’ shielding assessment has been extended to range from 0.1 MeV to 2 MeV only.
Before investigating the computed values of the various γ-rays’ shielding parameters, a comparison between the calculated (µ) values within the investigated energy range using both Phy-X/PSD software45 and the model created by MCNP548 has been performed, as clarified in Table 4, to do further verification before proceeding solely using the Monte Carlo model.
The simulated µ values at all studied energies are in excellent agreement with those calculated by the Phy-X program, with a maximum %Diff. hasn’t reached 2.4% considering all the investigated aluminum-based samples.
Considering the effective atomic numbers (Zeff) and µ values computed for the studied aluminum samples within the energy range of interest, Figs. 7 and 8 depict the interrelation between both shielding parameters.
The computed effective atomic numbers with photon energy for the studied aluminum alloys in comparing to pure aluminum.
The computed linear attenuation coefficients using MCNP model for the studied aluminum samples.
Based on the results shown in the previous two figures, Zeff is known to be attributed to the γ-rays interaction modes with the attenuating medium thus, its value usually varies with the photon energy67,68. As a consequence, higher values are observed at low energies as a result of the control of the photoelectric mechanism, which significantly depends on the atomic numbers of the shield constituents. On the other hand, for the current energy range that was studied, which ranged from 0.1 MeV to 2 MeV, the lowest Zeff values were observed throughout the majority of this range, with the exception of the onset, moreover, the observed values were almost independent of the incident photon energy. This can be attributed to the dominancy of the Compton scattering mechanism at these energies. Al-2024 alloy possesses the highest values, relatively, especially at the start of the studied energy range, as high-Z alloying elements such as copper have a non-negligible percentage, 3.8%, in this aluminum alloy in contrast to pure aluminum and the other Al-3003 alloy that has small percentages of high-Z alloying elements like copper and iron.
The calculated (µ) values comply with the obtained Zeff values. Again, a smooth decrease, not a sharp one, has been observed for all studied samples with the photon energy except at the beginning of the curves where the photoelectric effect is still significant in defining the way of interaction between the incident photon and the attenuating medium. The remaining of the studied energy range is dominated by the Compton scattering photon/matter interaction mechanism, which is the mechanism that shows the minor dependency on the shield effective atomic number, so even if Al-2024 alloy is still in the lead, the differences between the three studied aluminum samples become smaller stepping toward the end of the investigated energy range.
The required shield thicknesses to attenuate; 50%, 90%, and about 67%, of the incident photons, i.e., HVL, TVL, and MFP, respectively37,69, are presented in Fig. 9 for the studied aluminum samples.
The half value layer (HVL), tenth value layer (TVL), and mean free path (MFP) for pure aluminum and the other prepared Al alloys vs. the photon energy.
All shielding thicknesses increase as photon energy increases for all aluminum samples due to the increase in the photon escaping probability and the decrease in the attenuation cross section denoted by the linear attenuation coefficient (µ), as illustrated above. For all studied energies, Al-2024 alloy possesses, relatively, the smallest required shielding thicknesses for the studied three shielding parameters. The differences are relatively small as the alloying elements, especially those with high-Z, are with small percentages compared to the main aluminum matrix.
As mentioned before, RPE is an essential statistical parameter that should be taken into account when determining the level of attenuation that the shield should provide54,70.
Figure 10 shows that the RPE values are more than 20% at low γ-rays’ energies (around 0.1 MeV). When the incident photon energy increases, the penetration power of the incident photons also increases, leading to a significant decrease in the RPE (%) levels71,72. Therefore, at the start of the studied energy range, the superiority of the Al-2024 alloy over the other samples, thus, its γ-rays’ shielding efficiency, can be considered tangible and effective while dealing with low γ-rays’ or traditional X-rays radiation fields. The RPE values dropped from about 23.2, 21.6, and 20.8% at 0.100 MeV to only 5.7, 5.9, and 5.6% at Eγ = 2 MeV, for the studied samples; Al-2024, Al-3003, and Al-Pure, respectively.
The computed radiation protection efficiency, RPE, at selective thickness equals 0.5 cm for the studied aluminum samples.
Considering shielding against fast neutrons, NXCom55, MRCsC52, and MCNP548,73,74 software tools were used for calculating the macroscopic fast neutrons removal cross sections of the aluminum samples understudy. The used software tools rely mainly on the studied shield composition and measured density and don’t consider other microstructural details like the heterogeneity of the shield and second phase particle size. However, these tools still can provide sufficient preliminary estimation for fast-neutrons shielding properties of the investigated alloys especially in the absence of the capability to conduct an experimental study. The same trend can be observed for all samples, as shown in Figs. 11 and 12, putting Al-2024 again in the first place with an average ΣR equals 0.0872 cm−1 and corresponding average HVL and λ equal 8.026 and 11.579 cm, respectively. In contrast, pure aluminum has the most negligible ΣR value (0.0845 cm−1) and the greatest thicknesses for both HVL and λ, equal to 8.254 and 11.909 cm, respectively. The differences that have been captured regarding the results obtained via the three tools are logic as each one of them uses a different version of a built-in database such as ENDF/B-VII75 that is employed by the MCNP program, and the latest version ENDF/B-VIII76 that MRCsC program relies on while computing the parameter. However, utilizing the obtained results to set the margin where the accurate experimental value should be located within is something verified in previously performed researches77,78,79.
The computed fast removal cross sections for the studied aluminum samples.
The computed fast removal cross sections for the studied aluminum samples.
Possessing the highest density and relative content of high-Z elements like copper can be considered the reason for putting Al-2024 alloy in the lead regarding attenuating fast neutrons that could be achieved by increasing neutrons/alloy interactions depending mainly on the inelastic scattering mechanism.
The relatively higher weight% of alloying elements in Al-Cu alloy type-2024 than that in Al-Mn alloy type-3003 forms a higher volume fraction of second-phase particles in the former alloy.
In the heat-treatable aluminum alloy type-2024, second-phase particles of Al2Cu and Al2CuMg were revealed with a decorative pattern around the grain boundaries, while in the non-heat-treatable aluminum alloy type-3003, different forms of AlxMn and Alx(Mn, Fe) with regular plate-like shapes were aligned in the rolling direction.
Adhesion between the matrix and second phase particles in the aluminum alloy type-2024 was weaker than in the aluminum alloy type-3003, where black holes representing pull-out particles were observed in the former alloy and could decrease the radiation shielding capacity of the alloy.
The heat-treatable aluminum alloy type-2024 possessed the highest γ-rays’ shielding parameters compared to the non-heat-treatable aluminum alloy type-3003 and pure aluminum.
The superiority of Al-2024 alloy in shielding against energetic ionizing photons was appreciated for low-energy γ-rays, indicating the feasibility of using this alloy as a shield against X-ray radiation fields.
Homogeneity of the alloy beside increasing the high-Z second phase content can increase the shielding capability especially against X-rays and γ-rays.
Considering attenuation capabilities against fast neutrons, Al-2024 alloy was the best but with a slight degree of superiority above the other studied alloy.
All data generated or analyzed during this study are included in this published article.
Askeland, D. R., Phulé, P. P., Wright, W. J. & Bhattacharya, D. The science and engineering of materials (2003).
Google Scholar
Black, J. T. & Kohser, R. A. Materials and Processes in Manufacturing (Prentice-Hall International, 1997)."Citation details for reference [2] is incomplete. Please supply the "publisher location" of this reference. Otherwise, kindly advise us on how to proceed.""United States"
Mao, J., Kang, S. & Park, J. Grain refinement, thermal stability and tensile properties of 2024 aluminum alloy after equal-channel angular pressing. J. Mater. Process. Technol.159, 314–320 (2005).
Article Google Scholar
Crouch, I. The Science of Armour Materials (Woodhead Publishing, 2016)."Citation details for reference [4] is incomplete. Please supply the "publisher location" of this reference. Otherwise, kindly advise us on how to proceed.""United Kingdom"
Kermanidis, A. T. Aircraft aluminum alloys: applications and future trends. Revolutionizing Aircr. Mater. Processes, 21–55 (2020)."The following mandatory elements (Volume number) of the reference [5] are missing in the Manuscript. Please check and verify.""Since this is a book and not a journal, it does not have a volume number. Volume numbers are used for journals or multi-volume series, not for individual books or single-edition edited volumes like this one. You would reference it using the chapter title, page range, and the book title"
Humphreys, F. J. & Hatherly, M. Recrystallization and Related Annealing Phenomena (elsevier, 2012)."Citation details for reference [6] is incomplete. Please supply the "publisher location" of this reference. Otherwise, kindly advise us on how to proceed.""Amsterdam, Netherlands"
Nid-Bella, A. et al. The performance of acetaldehyde ammonia trimer in corrosion inhibition of 3003 aluminum alloy in Na2CO3/NaCl mixture solution: experimental and computational study. J. Mol. Struct.1274, 134453 (2023).
Article Google Scholar
Zhang, D. et al. Microstructure evolution and enhanced mechanical properties in Al-Mn alloy reinforced by B-doped TiC particles. Mater. Design. 221, 110906 (2022).
Article Google Scholar
Ånes, H. W., van Helvoort, A. T. & Marthinsen, K. Orientation dependent pinning of (sub) grains by dispersoids during recovery and recrystallization in an Al–Mn alloy. Acta Mater.248, 118761 (2023).
Article Google Scholar
Ferrasse, S., Hartwig, K. T., Goforth, R. E. & Segal, V. M. Microstructure and properties of copper and aluminum alloy 3003 heavily worked by equal channel angular extrusion. Metall. Mater. Trans. A. 28, 1047–1057 (1997).
Article Google Scholar
Khakbaz, F. & Kazeminezhad, M. Work hardening and mechanical properties of severely deformed AA3003 by constrained groove pressing. J. Manuf. Process.14, 20–25 (2012).
Article Google Scholar
Nam, S. W. & Lee, D. H. The effect of Mn on the mechanical behavior of Al alloys. Met. Mater.6, 13–16 (2000).
Article Google Scholar
Rambabu, P., Eswara Prasad, N., Kutumbarao, V. & Wanhill, R. Aluminium alloys for aerospace applications. Aerosp. Mater. Mater. Technol. Aerosp. Mater.1, 29–52 (2017).
Google Scholar
Gialanella, S. & Malandruccolo, A. Aerospace Alloys (Springer, 2020)."Citation details for reference [14] is incomplete. Please supply the "publisher location" of this reference. Otherwise, kindly advise us on how to proceed.""Cham, Switzerland"
Chidiac, S., El-Samrah, M., Reda, M. & Abdel-Rahman, M. Mechanical and radiation shielding properties of concrete containing commercial boron carbide powder. Constr. Build. Mater.313, 125466 (2021).
Article Google Scholar
El-Samrah, M., Zamora, M. A., Novog, D. & Chidiac, S. Radiation shielding properties of modified concrete mixes and their suitability in dry storage cask. Prog. Nucl. Energy. 148, 104195 (2022).
Article Google Scholar
El-Samrah, M. G., Abdel‐Rahman, M. A. & Kany, A. M. Study characteristics of new concrete mixes and their mechanical, physical, and gamma radiation attenuation features. Z. für Anorganische und Allgemeine Chemie. 644, 92–99 (2018).
Article Google Scholar
Mohamed, T. G. et al. in 2023 5th Novel Intelligent and Leading Emerging Sciences Conference (NILES). 211–216 (IEEE)."Citation details for reference [18] is incomplete. Please supply the "Complete bibliographic details" of this reference. Otherwise, kindly advise us on how to proceed.""Mohamed, T. G., El-Midany, A. A., Ismail, M. A., ElSamrah, M. G., Lotfy, E. A., & Hassan, M. A. (2023, October). Effect of Incorporating Black Sands (Magnetite and Ilmenite) into Concrete Mixtures on their Mechanical Properties. In 2023 5th Novel Intelligent and Leading Emerging Sciences Conference (NILES) (pp. 211-216). IEEE.ISO 690 "
El-Samrah, M. G., Tawfic, A., Sallam, F. H. & Omar, A. Investigation of specially designed bentonite samples as potential bricks with better radiation shielding properties. Prog. Nucl. Energy. 162, 104778 (2023).
Article Google Scholar
Turhan, Ş., Baykan, U. & Şen, K. Measurement of the natural radioactivity in building materials used in Ankara and assessment of external doses. J. Radiol. Prot.28, 83 (2008).
Article PubMed Google Scholar
Alorfi, H. S., Hussein, M. A. & Tijani, S. The use of rocks in lieu of bricks and concrete as radiation shielding barriers at low gamma and nuclear medicine energies. Constr. Build. Mater.251, 118908 (2020).
Article Google Scholar
More, C. V., Alsayed, Z., Badawi, M. S., Thabet, A. A. & Pawar, P. P. Polymeric composite materials for radiation shielding: a review. Environ. Chem. Lett.19, 2057–2090 (2021).
Article PubMed PubMed Central Google Scholar
Sallam, F. H., Ibrahim, E. M., Hassan, S. F. & Omar, A. Enhanced Bentonite/PVA Matrix for Advanced shielding applications. Nucl. Technol.208, 1666–1680 (2022).
Article ADS Google Scholar
Harrison, C. et al. Polyethylene/boron nitride composites for space radiation shielding. J. Appl. Polym. Sci.109, 2529–2538 (2008).
Article Google Scholar
Alsaif, N. A. M. et al. Influence of WO3 replacement for CaO on physical, optical, and γ-ray protection properties of borotellurite glasses: a comparative study. Ceram. Int.https://doi.org/10.1016/j.ceramint.2024.06.076 (2024).
Nabil, I. M. et al. Lithium magnesium borosilicate glass: the impact of alternate doping with nano copper oxide and nano hematite on its structural, optical, and nuclear radiation shielding characteristics. J. Mater. Sci.: Mater. Electron.35, 826 (2024).
Google Scholar
Luo, H. et al. Exploring the potential of the mechanical/thermal properties and co-shielding ability of Bi2O3-doped aluminum borate ceramics against neutron/gamma radiation. Ceram. Int.47, 15508–15519 (2021).
Article Google Scholar
Sathish, K. et al. Radiation shielding properties of aluminium alloys. Radiat. Eff. Defects Solids. 178, 1301–1320 (2023).
Article ADS Google Scholar
Sirin, M. The effect of titanium (Ti) additive on radiation shielding efficiency of Al25Zn alloy. Prog. Nucl. Energy. 128, 103470 (2020).
Article Google Scholar
Abouhaswa, A. et al. The impact of B2O3/Al2O3 substitution on physical properties and γ-ray shielding competence of aluminum-borate glasses: comparative study. J. Mater. Sci.: Mater. Electron.35, 1–13. https://doi.org/10.1007/s10854-024-12629-x (2024).
Article Google Scholar
Qiao, J., Xu, L., Wang, Y. & Wu, G. Fabrication and properties of (W + B)/Al hybrid composites for nuclear radiation shielding. J. Alloys Compd.969, 172292 (2023).
Article Google Scholar
Yaykaşlı, H., Eskalen, H., Kavun, Y., Göğebakan, M. & Kaya, A. H. Microstructure and thermal and radiation shielding properties of CoCrFeNiAg high entropy alloy. J. Mater. Eng. Perform. 1–13 (2023)."The following mandatory elements (Volume number) of the reference [32] are missing in the Manuscript. Please check and verify.""32"
Alzahrani, J. S. et al. Synthesis, physical and nuclear shielding properties of novel Pb–Al alloys. Prog. Nucl. Energy. 142, 103992 (2021).
Article Google Scholar
E3-11, A. Standard guide for preparation of metallographic specimens (ASTM International: West Conshohocken, PA, USA, 2017).
Google Scholar
Xu, S., Bourham, M. & Rabiei, A. A novel ultra-light structure for radiation shielding. Mater. Design. 31, 2140–2146 (2010).
Article Google Scholar
Almenas, K. & Lee, R. Nuclear Engineering: An Introduction (Springer Science & Business Media, 2012)."Citation details for reference [36] is incomplete. Please supply the "publisher location" of this reference. Otherwise, kindly advise us on how to proceed.""New York, USA"
Lamarsh, J. R. & Baratta, A. J. Introduction to nuclear engineering Vol. 3 (Prentice hall Upper Saddle River, NJ, 2001).
Google Scholar
Masoud, M. et al. An experimental investigation on the effects of barite/hematite on the radiation shielding properties of serpentine concretes. Prog. Nucl. Energy. 120, 103220 (2020).
Article Google Scholar
Al-Saleh, W. M., Elsafi, M., Almutairi, H. M., Nabil, I. M. & El-Nahal M. A. A comprehensive study of the shielding ability from ionizing radiation of different mortars using iron filings and bismuth oxide. Sci. Rep.14, 10014. https://doi.org/10.1038/s41598-024-60188-2 (2024).
Article ADS PubMed PubMed Central Google Scholar
Mansy, M. S., Lasheen, Y. F., Breky, M. M. & Selim, Y. Experimental and theoretical investigation of Pb–Sb alloys as a gamma-radiation shielding material. Radiat. Phys. Chem.183, 109416 (2021).
Article Google Scholar
Mansy, M. S. & Desoky, W. Investigation of gamma-rays and fast neutrons attenuation parameters for NixCo1-xFe2O4 nickel ferrites. Prog. Nucl. Energy. 148, 104213 (2022).
Article Google Scholar
Nabil, I. M., El-Kourghly, K. M. & El Sayed, A. F. A semi-empirical method for efficiency calibration of an HPGe detector against different sample densities. Appl. Radiat. Isot.200, 110946. https://doi.org/10.1016/j.apradiso.2023.110946 (2023).
Article PubMed Google Scholar
Zayed, A. et al. Physical, mechanical, and radiation attenuation properties of serpentine concrete containing boric acid. Constr. Build. Mater.272, 121641 (2021).
Article Google Scholar
Masoud, M. A. et al. Radiation attenuation assessment of serpentinite rocks from a geological perspective. Toxics. 10, 697 (2022).
Article PubMed PubMed Central Google Scholar
Şakar, E. et al. -X/PSD: development of a user friendly online software for calculation of parameters relevant to radiation shielding and dosimetry. Radiat. Phys. Chem.166, 108496 (2020).
Article Google Scholar
Akkurt, I. & Malidarre, R. B. Physical, structural, and mechanical properties of the concrete by FLUKA code and phy-X/PSD software. Radiat. Phys. Chem.193, 109958 (2022).
Article Google Scholar
Sabry, N. & Yahia, I. Attenuation features of Ag2ZnSnS4, Ag2ZnSnSe4, ZnS, and Ag2S compounds against indirect ionizing radiation using Phy-X/PSD software. Phys. B: Condens. Matter. 650, 414526 (2023).
Article Google Scholar
Team, M. C. MCNP–a general Monte Carlo N-particle transport code, version 5. Book MCNP-A General Monte Carlo N-Particle Transport Code Version 5 (2003)."Citation details for reference [48] is incomplete. Please supply the "Complete bibliographic details" of this reference. Otherwise, kindly advise us on how to proceed.""Here is the complete bibliographic detail for the reference: Team, M. C. MCNP–A General Monte Carlo N-Particle Transport Code, Version 5. Los Alamos National Laboratory, LA-UR-03-1987, 2003. For a more complete citation, the reference typically includes the report number (LA-UR-03-1987) and the issuing institution (Los Alamos National Laboratory)."
Boodaghi Malidarre, R. & Akkurt, I. The influence of Nd2O3 on the radiation shielding, physical, mechanical, and acoustic properties of the (75 – x) TeO2–15 MgO–10 Na2O–x Nd2O3 glasses as a potent radiation shielding material. Polym. Compos.43, 5418–5425 (2022).
Article Google Scholar
Madbouly, A. et al. Experimental and FLUKA evaluation on structure and optical properties and γ-radiation shielding capacity of bismuth borophosphate glasses. Prog. Nucl. Energy. 148, 104219 (2022).
Article Google Scholar
Almousa, N., Nabil, I. M., Issa, S. A. M. & Zakaly, H. M. H. Enhancing Radiation Shielding with Gadolinium(III) Oxide in Cerium(III) Fluoride-Doped Silica Borate Glass. Sci Technol Nuclear Install2024, 8910531. https://doi.org/10.1155/2024/8910531 (2024).
Article Google Scholar
El-Samrah, M., El-Mohandes, A., El-Khayatt, A. & Chidiac, S. MRCsC: a user-friendly software for predicting shielding effectiveness against fast neutrons. Radiat. Phys. Chem.182, 109356 (2021).
Article Google Scholar
Kurtulus, R., Kurtulus, C. & Kavas, T. Physical, optical, thermal, mechanical, and photon shielding properties of rb 2 O-reinforced SiO 2–Na 2 O–CaO–MgO–Al 2 O 3 glass system. J. Mater. Sci.: Mater. Electron.32, 7801–7814 (2021).
Google Scholar
Al-Saleh, W. M., Almutairi, H. M., Alsafi, K., Nabil, I. M. & Elsafi, M. Gamma-ray shielding investigation of nano- and microstructures of SnO on polyester resin composites: Experimental and theoretical study. e-Polymers24, https://doi.org/10.1515/epoly-2024-0039 (2024).
El-Khayatt, A. NXcom–A program for calculating attenuation coefficients of fast neutrons and gamma-rays. Ann. Nucl. Energy. 38, 128–132 (2011).
Article Google Scholar
Akkurt, I. & Boodaghi Malidarre, R. Gamma photon-neutron attenuation parameters of marble concrete by MCNPX code. Radiat. Eff. Defects Solids. 176, 906–918 (2021).
Article ADS Google Scholar
Mansy, M. S., Ghobashy, M. M. & Aly, M. I. Enhancing gamma and neutron radiation shielding efficiency of LDPE/PVC polymers using cobalt, aluminum, and magnesium oxide fillers. Radiat. Phys. Chem. 111862 (2024)."The following mandatory elements (volume) of the reference [57] are missing in the Manuscript. Please check and verify.""207"
Mahmoud, K. A., Tashlykov, O. L., Hanafy, T. A., Sayyed, M. I. & Nabil, I. M. Optimising shielding capacity: pressure effects on Diatomaceous Earth Composite materials mixed with Sodium Silicate. Silicon. https://doi.org/10.1007/s12633-024-03120-7 (2024).
Porter, D. A. & Easterling, K. E. Phase Transformations in Metals and Alloys (Revised Reprint) (CRC, 2009)."Citation details for reference [59] is incomplete. Please supply the "publisher location" of this reference. Otherwise, kindly advise us on how to proceed. ""Boca Raton, Florida, USA"
Staszczyk, A., Sawicki, J. & Adamczyk-Cieslak, B. A study of second-phase precipitates and dispersoid particles in 2024 aluminum alloy after different aging treatments. Materials. 12, 4168 (2019).
Article ADS PubMed PubMed Central Google Scholar
Hashimoto, T. et al. Investigation of dealloying of S phase (Al2CuMg) in AA 2024-T3 aluminium alloy using high resolution 2D and 3D electron imaging. Corros. Sci.103, 157–164 (2016).
Article Google Scholar
Hill, T. C. Evolution of second phase particles with deformation in aluminium alloys (The University of Manchester, United Kingdom, 2015).
Google Scholar
Alexander, D. & Greer, A. Solid-state intermetallic phase tranformations in 3XXX aluminium alloys. Acta Mater.50, 2571–2583 (2002).
Article ADS Google Scholar
Kaplan, M. F. Concrete radiation shielding (1989).
Google Scholar
Kurtuluş, R. et al. Study on recycled Er-incorporated waste CRT glasses for photon and neutron shielding. Ceram. Int.47, 26335–26349 (2021).
Article Google Scholar
Tsoulfanidis, N. & Landsberger, S. Measurement and Detection of Radiation (CRC, 2021)."Citation details for reference [66] is incomplete. Please supply the "publisher location" of this reference. Otherwise, kindly advise us on how to proceed. ""Boca Raton, Florida, USA"
Sayyed, M. et al. Novel tellurite glass (60-x) TeO2–10GeO2-20ZnO–10BaO-xBi2O3 for radiation shielding. J. Alloys Compd.844, 155668 (2020).
Article Google Scholar
Taylor, M., Smith, R., Dossing, F. & Franich, R. Robust calculation of effective atomic numbers: the auto-zeff software. Med. Phys.39, 1769–1778 (2012).
Article PubMed Google Scholar
Nabil, I. M. et al. Evaluation of the effect of low additive V2O5/ZnO on the structural, physical, and radiation attenuation performance of borate glasses. J. Mater. Sci.: Mater. Electron.35, 1532. https://doi.org/10.1007/s10854-024-13244-6 (2024).
Article Google Scholar
Alsaif, N. A. M. et al. The impact of TiO2 on physical, optical characteristics and shielding qualities against γ-ray features of titanium bismo-borate glasses. Opt. Quant. Electron.56, 816. https://doi.org/10.1007/s11082-024-06702-2 (2024).
Article ADS Google Scholar
Al-Ghamdi, H. et al. Strontium Oxide-Reinforced Borotellurite glasses: synthesis, structure, and optical characteristics and γ-Ray and Neutron Attenuation Capability. J. Electron. Mater.https://doi.org/10.1007/s11664-024-11201-x (2024).
Alharshan, G. A. et al. CeO2 additive to bismo-borate glasses: synthesis, structure, physical characteristics, and radiation protection competence. J. Mater. Sci.: Mater. Electron.35, 862. https://doi.org/10.1007/s10854-024-12610-8 (2024).
Article Google Scholar
Al-Ghamdi, H., Alsaif, N. A. M., Alfryyan, N., Rammah, Y. S. & Nabil, I. M. Investigation of gamma-ray and neutron protection competence of oxyfluoride aluminosilicate glasses reinforced with TbF3: comparative study. Radiat. Phys. Chem.112105https://doi.org/10.1016/j.radphyschem.2024.112105 (2024).
Al-Ghamdi, H. et al. Sustainable wastewater sludge@bimetallic cadmium-MOFs and nano-copper oxide as a promising shielding composite for gamma rays: experimental and simulation investigations. Mater. Sci. Engineering: B. 308, 117609. https://doi.org/10.1016/j.mseb.2024.117609 (2024).
Article Google Scholar
Chadwick, M. et al. ENDF/B-VII. 0: next generation evaluated nuclear data library for nuclear science and technology. Nucl. Data Sheets. 107, 2931–3060 (2006).
Article ADS Google Scholar
Brown, D. A. et al. ENDF/B-VIII. 0: the 8th major release of the nuclear reaction data library with CIELO-project cross sections, new standards and thermal scattering data. Nucl. Data Sheets. 148, 1–142 (2018).
Article ADS Google Scholar
Hila, F. C. et al. ENDF/B-VIII. 0-based fast neutron removal cross sections database in Z = 1 to 92 generated via multi-layered spherical geometry. Radiat. Phys. Chem.206, 110770 (2023).
Article Google Scholar
Hila, F. C. et al. Generation of fast neutron removal cross sections using a multi-layered spherical shell model. Radiat. Phys. Chem.189, 109735 (2021).
Article Google Scholar
Alfryyan, N. et al. SiO2/Ag2O substitution of Borosilicate glasses: Preparation, structure, physical features and γ-ray Protection Capability. Silicon. https://doi.org/10.1007/s12633-024-03059-9 (2024).
Download references
Open access funding provided by The Science, Technology & Innovation Funding Authority (STDF) in cooperation with The Egyptian Knowledge Bank (EKB).
Nuclear Engineering Department, Military Technical College, Kobry El-kobbah, Cairo, Egypt
Moamen G. El-Samrah
Physics Department, Faculty of Science, Fayoum University, Fayoum, Egypt
Islam M. Nabil
Material Science and Technology Department, Military Technical College, Kobry El-kobbah, Cairo, Egypt
Mohamed E. Shamekh, M. Elmasry & M. Osman
You can also search for this author in PubMed Google Scholar
You can also search for this author in PubMed Google Scholar
You can also search for this author in PubMed Google Scholar
You can also search for this author in PubMed Google Scholar
You can also search for this author in PubMed Google Scholar
Formal analysis and software: I.M.N., M.G.E.S.; Analysis review: I.M.N., M.G.E.S.; Supervision: M.E.S, M.A.E.; Writing-original draft: I.M.N., M.G.E.S., M.M.O; Writing-review and editing: I.M.N., M.G.E.S., M.E.S, M.A.E, All Authors have read and agreed to the published version of the manuscript.
Correspondence to Islam M. Nabil.
This article doesn’t contain any studies involving animals performed by any authors. Also, this article does not contain any studies involving human participants performed by authors.
The author declares that there is no conflict of interest.
All Authors agree to participate in the published version of the manuscript.
The authors declare no competing interests.
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
Reprints and permissions
El-Samrah, M.G., Nabil, I.M., Shamekh, M.E. et al. Microstructure and radiation shielding capabilities of Al-Cu and Al-Mn alloys. Sci Rep 14, 26721 (2024). https://doi.org/10.1038/s41598-024-76177-4
Download citation
Received: 31 May 2024
Accepted: 11 October 2024
Published: 05 November 2024
DOI: https://doi.org/10.1038/s41598-024-76177-4
Anyone you share the following link with will be able to read this content:
Sorry, a shareable link is not currently available for this article.
Provided by the Springer Nature SharedIt content-sharing initiative