3.1. Factorial Experiment
The Plackett–Burman experiment can significantly decrease the number of trials by comparing the variability of multiple factors at two levels to determine the significant differences between the factors and screen out the key factors from considerable factors, which takes on a great statistical significance. The Plackett–Burman experiment was adopted to further investigate seven factors through the theoretical analysis. The above factors comprised amplitude, frequency, curved height, curved width, vibration direction angle, sieve surface inclination, and aperture. The respective factor was taken as high- or low-level, for a total of 12 sets of tests. In this study, the screening rate
Y3 was introduced to evaluate the fragmentation and separation effect of frass aggregates, i.e., the higher the screening rate, the better the fragmentation and separation effect of aggregates will be.
where
k4 denotes the mass of the agglomerate when it is not sieved, in kg;
k5 represents the mass of the screen underflow, in kg.
The testing program and results are listed in
Table 4, and the ANOVA of the test results is listed in
Table 5.
As depicted in
Table 5, the
p-value of the prediction model was lower than 0.05, thus suggesting that the model had a significant effect; the coefficient of determination
R2 was 0.9322, which was close to 1, thus suggesting that the model can account for 93.22% of the test response values; the
p-values of the test factors amplitude (
X1) and surface height (
X3) were lower than 0.01, thus suggesting that the two factors significantly affect the vibration separation effect of frass aggregates; the
p-values of the remaining factors values of the other factors were higher than 0.05, thus suggesting that the other factors do not significantly affect the deconcentration and separation of frass agglomerates. Accordingly, the amplitude, the curved width, the directional angle, the inclination angle, and the aperture diameter were set to 8 Hz, 0.035 m, 50°, 1°, and 0.004 m, respectively. Factors
X1 and
X3 were employed for further simulation tests to study the specific effects of the two critical factors on the response values.
3.2. The Effect of the Curved Height on the Fragmentation and Separation of Frass Aggregates
The curved height of the sieve surface directly affects the number of tumbling times and throwing height of the frass agglomerates on the sieve surface. Moreover, under the effect of the vibration excitation of the sieve surface, the frass agglomerates thrown obliquely fell onto the sieve surface, thus promoting them to be broken and separated. Given the effect of the curved height on the fragmentation and separation of particle agglomerates, 0.004 m, 0.005 m, 0.006 m, 0.007 m, and 0.008 m were set as five experimental parameters at 0.001 m intervals, and the results of the fragmentation and separation of frass agglomerates under different curved height conditions were obtained (
Table 6).
As depicted in
Table 6, at the surface height of 0.004 m, the frass agglomerates were almost always close to the sieve surface during the whole transport separation, and only a small amount of fine particles penetrated the screen at the back of the sieve surface. The reason for this result is that after repeated tumbling of the frass agglomerates, the bonding effect of the fine particles at the periphery of the agglomerates tended to decrease, and some of the particles penetrated the screen under the effect of excitation of the drive motor. Thus, the overall non-smooth degree of the sieve surface was low when the height of the curved surface was small, which is consistent with the conventional inclined flat conveying BSF sand separation method and cannot achieve better agglomerate tumbling and crushing ability; these things considered, the separation advantages of the curved sieve surface were not fully used. At the curved surface height of 0.005 m, although the agglomerates remained not thrown away from the sieve surface macroscopically, some of the agglomerates showed a weak rolling–throwing coupling phenomenon. The internal bonding of the agglomerates to the peripheral particles tended to be weakened in the process of movement, and then the agglomerates deformed. Under the action of vibration and shear, some of the frass agglomerates disaggregated through the sieve, and the particles through the sieve were increased compared with 0.004 m, whereas considerable agglomerates remained not disaggregated. In the actual separation operation, the cleaning rate of the worm in the tail collection box will be affected if more agglomerates remain at the end of the screen. With the increase of the surface height to 0.006 m, the movement of frass agglomerates to the crest of the surface generated a slight throwing jump; when they were thrown off and fell back to the sieve surface, the effect of the sieve surface on the agglomerates supplemented the crushing moment applied to the agglomerates. In addition, with the increase in the surface height, the crushing kinetic energy provided by the sieve surface was enhanced, and the degree of agglomeration was further increased, and the number of loose particles through the screen was increased. With the surface height increased to 0.007 m, a significant phenomenon of jumping away from the frass agglomerates on the sieve surface was identified, though the rising section of the wave valley still had a certain supporting effect on the agglomerates. When the agglomerates were thrown from the wave crest to trough, the overall supporting effect of the falling section of the wave trough on the agglomerates was reduced. Moreover, since the sieve surface stiffness was greater, and the effective contact area was smaller, the frass agglomerates were more significantly broken, and the collision separation of considerable secondary agglomerates continued under the combined effect of shear stress and collision effect. The holistic crushing and separation of frass aggregates was more effective at the curved height of 0.007 m. When the surface height was set to the maximum value of 0.008 m, the rising section of the trough–crest and the falling section of the crest–trough were steeper, and the overall non-smoothness of the sieve surface was higher. On that basis, the frass agglomerates generated farther throwing and higher jumping in the process of movement; the normal stress and kinetic energy of crushing applied to the frass agglomerates were increased, and considerable particles were broken away from the bonding constraint and attempted to penetrate the sieve. The crushing pattern was converted from peripheral shedding and local diffusion to complete crushing, and the overall crushing and separation effect was further enhanced.
3.4. Effect of Amplitude and Curved Height on the Collision Characteristics of the Black Soldier Fly Larvae
The main operation purpose of the back section surface screen refers to the vibrational separation of frass agglomerates, and the main factors for the vibrational separation of agglomerates include amplitude and curved height. Thus, the collision characteristics of BSFL under the effect of different curved heights and amplitudes were studied (
Figure 15). As depicted in the figure, with the increase in the curved height and amplitude, the pressure on the bodies of the BSFL tended to increase; at the amplitude of 0.014 m and the curved height of 0.006, 0.007 and 0.008 m, respectively, the ultimate pressure on the polypide exceeded its critical damage threshold. The extrusion damage to the BSFL increased, and the separation quality was not ensured. Moreover, the smaller amplitude and surface height had less effect on the BSFL, whereas they made the sieve surface drive the BSF sand mixture with a slight throwing effect, similar to the separation method of inclined flat conveying. The particle backflow phenomenon was significant, and the separation effect was poor, such that the appropriate amplitude and curved height should be selected for the vibration separation of the BSFL sand mixture. As a result, subsequent tests were performed by selecting the amplitudes of 0.011, 0.012 and 0.013 m and the curved heights of 0.005, 0.006 and 0.007 m, respectively, to collect the pressure on the BSFL under the above parameters to examine the damage prevention effect of the BSFL on the curved sieve surface.
Figure 16 presents the average force variation curves of the BSFL particles population at different amplitudes and curved heights. As depicted in
Figure 16a, the two peaks of the pressure applied by the sieve surface on the straight BSFL body surface reached 1.97 N and 1.66 N at an amplitude of 0.011 m and a curved height of 0.005 m, respectively. The two pressure peaks on the curled BSFL surface reached 0.37 N and 0.33 N, i.e., the pressure on the straight BSFL was significantly greater than that on the curled BSFL. The possible reason for the above result is that the straight BSFL had some tumbling back and collision effect on the sieve surface. As depicted in
Figure 16b, with the amplitude kept constant and the curved height increased to 0.006 m, the two pressure peaks of the straight BSFL reached 2.54 N and 0.3 N, respectively, while those of the curled BSFL were 0.2 N and 0.09 N, respectively. The pressure on the straight BSFL was also significantly greater than that on the curled BSFL. The force patterns of the two states with the curved height increased to 0.007 m are presented in
Figure 16c, in which the two pressure peaks reached 1.69 N and 1.58 N for the straight BSFL, 2.4 N and 1.1 N for the curled BSFL, respectively. With the increase of the curved height to 0.007 m, the maximum pressure on the curled bodies was greater than that on the straight ones, whereas the pressure on the straight ones had several peaks and remained high. As depicted in
Figure 16a–c, when the amplitude was kept constant at the level of 0.011 m, the peak pressure of the BSFL under both states changed with the increase in the curved height, and the overall trend was increasing.
As depicted in
Figure 16d, at the amplitude of 0.012 m and the curved height of 0.005 m, the two peak pressures on the straight and curled BSFL reached 2.12 N and 0.92 N, as well as 1.36 N and 0.36 N, respectively; the pressure on the straight was greater than that on the curled BSFL. Likewise, the peak impact force was greater than that of the curled BSFL since it was easier to roll on the sieve surface. As depicted in
Figure 16e, with the increase of the surface height to 0.006 m, the two pressure peaks of 2.6 N and 0.91 N were applied to the straight BSFL, and the pressure peaks of 0.26 N and 0.21 N were applied to the curled BSFL, probably due to the poor mobility of the curled BSFL. With the increase in the height of the curved surface, the ability of the curved sieve surface to drive the curled BSFL strengthened, and the tumbling back phenomenon of the curled BSFL was reduced. As a result, the collision effect with the sieve surface was lighter. As depicted in
Figure 16f, when the amplitude was kept constant at 0.012 m and the surface height was increased from 0.006 m to 0.007 m, the two pressure peaks for the straight BSFL reached 1.5 N and 1.23 N, respectively, while the two pressure peaks for the curled BSFL reached 2.68 N and 0.9 N, respectively. Similar to
Figure 16c, the maximum pressure on the curled BSFL was greater than that on the straight BSFL, whereas the overall pressure peaks for the straight BSFL were kept at a higher level. The possible reason for the above result is that at this parameter level, the curled BSFL was attached to the curved sieve surface; at the higher height of the curved, the attached BSFL was thrown from the crest to the trough. Furthermore, the momentum theorem suggests that the higher the throwing height of the BSFL, the greater the instantaneous impact at the trough will be, such that the pressure on the curled BSFL was higher at this time.
As depicted in
Figure 16g, at the amplitude of 0.013 m and the curved height of 0.005 m, the two pressure peaks of the sieve surface reached 1.77 N and 1.48 N for the straight BSFL, 2.41 N and 1.03 N for the curled BSFL, which were more stable for the straight BSFL and more scattered for the curled BSFL. The reason for the above results is the tumbling of individual straight insects on the sieve surface, thus resulting in obstructed transport and multiple collisions with the sieve surface; moreover, the poor tumbling performance of the curled BSFL primarily explained why the maximum pressure of curled insects was greater than that of the straight BSFL. As depicted in
Figure 16h, when the curved height increased to 0.006 m, the two pressure peaks of the straight BSFL reached 0.75 N and 0.51 N, respectively, and the two pressure peaks of the curled BSFL were 3.05 N and 2.42 N, respectively. The higher pressure was identified during the collision process when the BSFL was thrown down to the trough twice, thus suggesting that the phenomenon of the material thrown up by the curved sieve surface became more and more significant with the increase in the amplitude and curved height. Furthermore, the peak pressure of the curled BSFL exceeded the critical damage threshold, thus suggesting that the BSFL was easy to lose protection and cause damage (e.g., tangential abrasion) when colliding on the sieve surface of this parameter combination. After the curved height increased to 0.007 m, as presented in
Figure 16i, the two maximum pressures on the straight BSFL reached 3.75 N and 1.12 N, respectively, and the two maximum pressures on the curled BSFL were examined as 1.33 N and 0.73 N, respectively. The maximum pressures on the straight BSFL exceeded the critical damage threshold and became more dispersed. The major reason for the above results is the increased vibration amplitude of the sieve surface and the increased height difference between crest and trough, thus increasing the overall transport speed of the BSFL and causing a stronger effect on the sieve surface; the extension of the stagnation time of individual insects led to the decreased frequency of collision contact and the increased collision intensity, such that the BSFL was extremely prone to the extrusion damage phenomenon.
Figure 17 presents the resultant velocity magnitude variation curves of BSFL at different amplitudes and curved heights. The combination of force characteristics and absolute velocity magnitude variation of the BSFL can better explain the movement process of BSFL on the sieve surface. Within 0~5 s, the BSFL movement process went through three stages as follows: At the first stage, the BSFL moved forward on the conveyor at a speed of 0.2 m/s, performing a uniform linear motion at this time, and the velocity magnitude remained constant. At the second stage, the BSFL fell into the curved sieve surface under the action of gravity, and the BSFL were driven by the sieve surface in a reciprocal motion of “throwing up—falling back—throwing up”, with fluctuating speed. At the third stage, after the BSFL were thrown up at the end of the screen, they fell into the outlet collection box under the action of gravity, and the velocity decreased rapidly, which fluctuated in a smaller range when coming into contact with the box and produced some collision rebound, but the duration was short and finally tended to be constant, namely, the separation–harvesting link between the BSF organic fertilizer and the BSFL was completed.
The comparison of
Figure 17 with the same surface height and different amplitudes, in combination with the mechanical characteristics of
Figure 16, indicated that the velocity curves of the two states of the BSFL were distributed in the transverse and longitudinal directions with little difference, thus suggesting that the motion time of the two states of the BSFL on the sieve surface was nearly the same. As depicted in
Figure 17a–f, with the increase in the amplitude and surface height, the velocity of BSF sand on the sieve surface tended to increase; at the amplitude of 0.012 m and the curved height of 0.007 m, the velocity of BSFL reached a higher level, and the frass agglomerates on the sieve surface achieved larger crushing kinetic energy, thus increasing the degree of fragmentation and separation. In any case, the peak pressure on BSFL at this time did not exceed the critical threshold value, thus suggesting that the BSFL can achieve a better effect of disaggregation and separation of BSFL agglomerates simultaneously. At the amplitude of 0.013 m and the curved height of 0.005 m, the velocity distribution characteristics and velocity variation law of BSF sand on the sieve surface were more similar to
Figure 17f, thus suggesting that the movement of the BSF sand on the surface with two parameters was more comparable and exerted a more significant crushing and separation effect. These things considered, the pressure of BSF on the surface of both screens did not exceed the mechanical range of critical damage of the BSFL. When the amplitude was 0.013 m and the curved height was increased to 0.006 and 0.007 m, the worms moved faster, and the peak pressure from the sieve surface was greater than the critical threshold, thus suggesting that the BSFL will be significantly damaged by the collision and extrusion of the sieve surface. Accordingly, the combination of parameters does not apply to the actual BSFL sand sorting.
In brief, under the same sieve surface separation distance, the amplitude and surface height contributed to the separation effect of frass crushing, thus suggesting that the separation effect of frass on the curved sieve surface was improved with the increase in the amplitude or the curved height, such that a larger surface height or amplitude should be selected as much as possible. The simultaneously increased values of the two parameters will lead to better collisional depolymerization of the agglomerates, but, at the same time, will lead to more serious damage to the BSFL. The better parameter combinations were 0.012 m amplitude, 0.007 m curved height, and 0.013 m amplitude, 0.005 m curved height. The frass agglomerates were basically broken at the end of the surface screen, and the agglomerates were disaggregated into considerable fine particles through the screen, and the frass agglomerates and BSFL were separated.