The results from the in-silico simulations in this work revealed the effects of light propagation through fibrous media and the corresponding influence according to different factors like the grade of anisotropy, the specimen thickness and the fiber density. Moreover, the behavior was correctly validated by adopting an experimental setup for SALS irradiation of synthetic fibrous specimens. The methods revealed the coherence between the observed scattered light spot and the corresponding fibrous structure.
Different numerical approaches are currently adopted in the state-of-the-art for studies of light propagation through media. Among these, the statistical Monte Carlo method is one of the most successful techniques to analyze multivariable dynamic systems. In our work, with respect to [
30], we have developed and implemented an anisotropic media structure. Variable physical features such as layer thickness and fiber orientations/densities can be set in order to simulate a wide range of SALS irradiation cases. Our attention was focused on at most two fiber families describing the characteristic biological structure of blood vessels. In terms of thickness, values between 1 and 2 mm, contained within the physiological range of vessel walls, were chosen [
32,
33,
34]. The simulations from the
set demonstrated the effect of specimen thickness on the light scattering of specimens with different fiber distributions. It was demonstrated that it was always possible to acquire information concerning the distribution of fibers within the simulated specimen, regardless of the tissue thickness. As already reported in previous studies [
15,
35], the light spot obtained from SALS irradiation of specimens at 0.2 mm thickness produces orientation angles perpendicular to the resultant fiber direction and high eccentricity values for the anisotropic cases, according to the FS theory. This phenomenon is for example proved by the 90° specimen with 0.2 mm thickness, revealing
E and
equal to 0.80 and 0.3°, respectively (
Figure 4 and
Table 4). In opposition with this behavior, the ±45° specimen (almost isotropic) with 0.2 mm thickness exhibits an eccentricity of 0.31. Concerning the 1.3 mm thickness specimens, the MS effect is instead predominant for the SALS irradiation. It is interesting to highlight the reported
values, as apparently a relationship with the orientation angles from the FS exists. In fact, as demonstrated from previous works [
26,
36], the calculated orientation angle values are in line with the MS theory: the
values from the 1.3 mm thickness specimens correspond to the direction parallel to the fiber resultant angle. This trend is confirmed by the shift of about 90° between the
values from the simulations of the 0.2 mm and 1.3 mm thicknesses, as reported in
Table 4. The numerical values confirm the existence of both the phenomena of MS and FS and its correct simulation. Moreover, results from simulation set
offered a deeper insight of the effect of specimen thickness. The trend from
Figure 5 revealed the existence of a different zones, as the eccentricity value encountered modifications with the variation of the thickness. For thk below 0.6 mm, FS diffraction was dominant, and eccentricity values were high and in line with the anisotropy of the simulated specimen. Between 0.6 mm and 1 mm, there is a transition region where both the MS and FS phenomena occur, but the thickness/optical path is still too short to allow the light to diffuse predominantly along the preferential fiber direction. In this transition region, eccentricity values rapidly fall causing a lack of measurement accuracy as it was demonstrated also in some SALS studies from literature [
17]. The
E values demonstrate that the SALS irradiation for specimens with thicknesses falling within this transition range will produce unreliable patterns. Starting from 1 mm, MS effect becomes dominant, and the eccentricity encounters a second rising, allowing again an evaluation of the simulated specimen anisotropy. Additionally, the results from simulation set
demonstrate the effect of fiber density on the SALS spot. From
Figure 6, it is possible to compare the influence of the
parameter against the specimen thk. The results showed that the scattered spot eccentricity rises by increasing the fiber density, as expected [
37], given the increased contribution of the fibers on the light scattering. It is also worth to highlight the saturation effect occurring beyond 20%. It appears clear that, for sparse fiber distributions at low
values, the resulting eccentricity value does not permit a clear evaluation of the specimen status. The simulated trend also demonstrates that, beyond density value of about 20%, the thickness minimally influences the SALS spot eccentricity. This observation confirms that, under the assumption of a dense fiber matrix, the distribution can be individuated through SALS irradiation regardless of the thickness and the FS–MS phenomena. An additional confirmation is provided by the results of last simulation set
.
Figure 7 clearly reports the SALS spot behavior as the fibers orientations are redistributed in a thick specimen. The
E value falls from a high value (close to 1) to a value of 0.27, corresponding to the correct isotropy assumption given by the 50%/50% symmetric case.
The in-silico results then confirmed the validation tests on the 3D printed specimens. The comparison between the simulated and the experimental results is reported in
Figure 8 and
Table 5. The SALS patterns observed correspond to the isocurves of the fluence from the
set. The SALS beam traversing the medium produces a spot in accordance with the MS theory. Consequently, the SALS pattern from an isotropic specimen, like the ±45° case, produced an
E value of 0.23, corresponding to an almost circular pattern, while the strongly anisotropic case of the 20° case resulted to have a spot aligned with the fiber main direction (
= 20.5°) with high eccentricity (
E = 0.75). By comparing the scattered spot eccentricity and orientation angle from the experimental tests with the simulations results, the error appears to be negligible, with maximum values of 0.07 and 1.8° for the
E and
values, respectively. The resulting error between experimental and numerical data ought to be linked to the numerical discretization of the fiber matrix domain, plus the uncertainty linked with 3D printed specimen realization and the SALS spot measurement. The discretization error is expected to be lowered by adopting alternative meshing techniques. Nevertheless, the significant agreement between in-silico and experimental approach was still reported. Additionally, it is worth to note that the results are coherent even if the material optical properties differ between the in-silico and experimental procedures. This aspect confirms that the evaluated parameters exclusively depend on the inner fiber distribution. This experimental evidence confirms the correct implementation of the numerical setup. It is worth to note the potential to successfully predict the fiber distribution also in the MS region, confirmed by both numerical and experimental evidence. The developed numerical tool can be adopted for validation on actual biological tissue analysis to confirm the expected SALS distribution for thick specimens. The presented numerical approach can be adopted as an investigation tool to determine and confirm the SALS distribution of fibrous specimens through the a-priori knowledge of the specimen thickness.
Other in-silico studies are reported for the fiber characterization of thick specimens [
38,
39], but, to our knowledge, a full investigation of the different microstructural factors on the light pattern was lacking. The SALS technique presents limitations, especially in terms of actual quantitative information retrievable and off-plane accuracy [
35]. Fiber families with non planar distributions do not contribute significantly to the SALS spot formation. Nevertheless, it is worth to underline that different biological tissues of great interest, such as blood vessels, present usually up to a maximum of two preferential fiber families orientations [
1]. Additional fiber families can be included within the model in arbitrary way in terms of numbers and orientation. It is worth to stress that the increase of family numbers produces isotropic SALS responses, corresponding to more circular patterns. The current numerical approach was demonstrated to be effective even for multiple layers with different orientations.