1. Introduction
Maize is one of the most important crops in the world and also a source of high-quality feed, as well as pharmaceutical and chemical raw materials [
1,
2,
3]. At present, mechanical grain harvesting represents the development direction of maize harvesting technology in China and is crucial for realizing whole-process mechanization and transforming production modes of maize. Maize harvested in the Huang-Huai-Hai region of China generally has a high moisture content, resulting in a high breakage rate of maize grains during mechanical harvesting. At high moisture levels, the maize endosperm maintains high toughness, whereas the seed coat becomes swollen and fragile. The intense rigid impact generated by traditional threshing machines can easily cause surface cracking and internal fracture of moist kernels [
4]. A high grain breakage rate may trigger potential problems during storage [
5]. In current research on low-damage threshing of maize grains, studies mainly focus on the improvement of threshing elements. Although some representative achievements have been obtained, they still cannot overcome the limitation of threshing methods dominated by collisions with rigid elements.
To date, many researchers have carried out extensive experimental studies on maize threshing theory and technical improvement. Most early research focused on optimizing the structural dimensions and operating parameters of traditional rigid axial-flow threshing drums to balance threshing efficiency and grain loss. Pachanawan et al. [
6] developed an axial-flow drum for maize threshing devices. The drum type and concave clearance have significant effects on threshing efficiency and total loss, while their influence on grain breakage is insignificant. Astanakulov et al. [
7] achieved husking of maize ears with a low grain breakage rate. Li Mingrui et al. [
8] designed a high-feed-rate double-longitudinal-axial-flow maize threshing device. Its optimal operating parameters are as follows: feed rate of 16 kg/s; drum speed of 400 r/min; and deflector angle of 26°. Under these conditions, the grain breakage rate is 5.02% and the unthreshed rate is 0.171%. Fan Chenlong et al. [
9] designed a longitudinal-axial-flow threshing device. It was determined that the threshing performance is optimal when the feed rate is 10 kg/s, the spiral blade angle is 30°, the propeller angle is 45°, and the drum speed is 350 r/min. Dong Yue et al. [
10] determined the distribution law of threshed mixture in a double longitudinal axial-flow threshing device via single-factor experiments. The optimal operating conditions are: drum speed of 400 r/min; concave clearance of 50 mm; and feed rate of 16 kg/s. Xing et al. [
11] proposed a longitudinal-flow maize ear threshing device and its measurement control system. The optimal operating parameters of the threshing equipment are as follows: threshing cylinder speed of 392.40 r/min; threshing clearance of 40.70 mm; and guide vane angle of 33.16°. Li Xiaoyu et al. [
12] conducted experiments on their designed threshing device. The results showed that the influence order on the grain breakage rate and unthreshed rate is drum rotational speed > concave clearance > feed rate. Abdeen et al. [
13] found that the drum thresher increased the threshing throughput from 2304 kg/h to 2448 kg/h, and improved the efficiency from 98.6% to 99.07% at a rotational speed of 1500 r/min and a feed rate of 1.8 kg/s.
To reduce grain breakage during high-moisture maize threshing, scholars turned to flexible buffer structures and material mechanical property tests. Lin Niu et al. [
14] designed a flexible threshing device with threshing file bars and variable stiffness springs as buffer carriers. When the spring compression stiffness is 20.83 N/mm, the rotor speed is 375 r/min, the concave clearance is 45 mm, and the grain breakage rate of maize ears is 4.7%. Shahbazi et al. [
15] found that the interaction between impact energy and moisture content has a significant effect on the percentage of physical damage to maize grains. Zhu Xiaolong et al. [
16] investigated the effects of maize varieties and moisture content on the mechanical properties of high-moisture maize during threshing. When the moisture content ranges from 26.0% to 36.4%, the maximum breaking force of maize grains is 401.62 N and the minimum is 35.47 N. Gu Riliang et al. [
17] evaluated the effects of mechanical threshing on the quality of maize grains threshed under different moisture contents. Zheng Yiqiang et al. [
18] found that threshing parameters significantly affect grain damage rate and damage type composition, with threshing clearance being the dominant determining factor. When the threshing clearance matches the ear diameter, friction threshing dominates and damage is minimized.
Some studies focused on internal force variation and numerical simulation to reveal underlying threshing mechanisms. Kiniulis et al. [
19] found that the force variation exerted on the rear part of the concave by combine harvesters is linearly correlated with the total torque resistance and threshing cylinder speed under different feed rates. Safonov et al. [
20] found that the fluctuations of force and torque at the rear part of the rotating cylinder concave of the vortex tube were reduced, and increasing the feeding rate of maize ears made the threshing process more uniform. Li Xiaoyu et al. [
21] proposed a novel construction method for the discrete element model of maize ears. The particle-filled model can better explain the threshing mechanism of maize ears and obtain the impact force on each maize grain during the threshing process. Dai Fei et al. [
22] designed a maize grain threshing test bench with a variable diameter and variable spacing, which enables dynamic adjustment of parameters such as feed rate, rotational speed of the threshing device, and threshing spacing of threshing elements. Li Xiaoyu et al. [
23] established and analyzed the contact model between crops based on the discrete element method, and derived mathematical expressions for the kinematic responses of maize grains under external forces.
In addition to structural optimization, intelligent control systems were developed to stabilize threshing performance under variable feeding conditions. Yangyu et al. [
24] developed an electric automatic control system based on real-time monitoring of entrainment loss. After the control system was activated, the entrainment loss rate decreased by 43.75%. Pastukhov et al. [
25] developed an automatic control system capable of regulating the large compressive forces exerted on maize ears at different positions of the threshing chamber. Wang et al. [
26] constructed an online throughput monitoring system driven by multi-sensor data. Experimental results show that the mean absolute error of the throughput monitoring system is 1.07 kg/s and the mean relative error is 7.00%, demonstrating high monitoring accuracy. Fozilov et al. [
27] studied a device that can cut off unnecessary parts of maize ears planted as seeds, and thresh and separate seeds with precise sizes.
Although plenty of studies have focused on general maize threshing performance and flexible rotor structures, few works concentrate on vortex-circulating-airflow-coupled flexible-collision threshing targeting high-moisture maize for near non-destructive grain separation. Traditional threshing devices of conventional maize combine harvesters mostly adopt rigid structures such as spike-tooth elements. These components achieve threshing through high-speed impact and rubbing effects [
28]. Although a high unthreshed rate can be obtained under certain conditions, they have poor adaptability to high-moisture maize ears and are prone to mechanical damage such as grain breakage and microcracks, which cannot meet the promotion requirements of direct maize grain harvesting technology [
29,
30].
To address the above challenges, the primary purpose of this study is to develop a novel low-damage threshing approach driven by vortex airflow coupled with flexible collision for high-moisture maize. The motion characteristics and force state of maize ears and kernels inside the threshing chamber are analyzed via dynamic theory and high-speed photography. Bench tests are carried out to explore the effects of flexible threshing unit layout density, tangential airflow velocity, and feeding speed on threshing performance. A mathematical optimization model is further established to obtain the optimal operating parameters. This study aims to solve the problems of high kernel breakage rate and unstable threshing performance of high-moisture maize, and provide a new technical reference for the design of low-damage maize threshing equipment.
3. Results and Discussion
3.1. Experimental Design and Results
The experimental scheme and corresponding results are presented in
Table 3. Among them,
x1,
x2, and
x3 correspond to the coded values of factors A, B, and C, respectively.
3.2. Variance Analysis of the Regression Model
An analysis of variance (ANOVA) was performed on the threshing rate, and the results are listed in
Table 4. It can be seen from
Table 4 that the model
, indicating that the experimental model is highly significant. The lack-of-fit term yields
, indicating it is insignificant. The coefficient of determination
of the model is 0.9928, reflecting a high fitting precision. This demonstrates that the model can accurately predict the experimental index. The adjusted
reaches 0.9837 and the predicted
is 0.9559; the standard deviation of the regression model equals 0.79. Residual analysis shows that residual points follow a random distribution without obvious systematic deviation or clustering trend, which verifies the validity and stability of the established quadratic regression model.
Multiple regression analysis was carried out on the experimental data using Design-Expert 10.0.7. The
p values of the linear terms
,
,
, interaction terms
,
,
, and quadratic terms
,
,
were all less than 0.05, indicating that all these terms had significant effects on the threshing rate. Based on these significant terms, the regression equation of the threshing rate was established as follows:
The test results of partial regression coefficients of the regression equation [
34] showed that the primary and secondary order of the influences of various factors on the maize threshing rate
was feeding rate, circumferential angular spacing, and tangential velocity.
3.3. Force Analysis of Maize Threshing Using High-Speed Photography
3.3.1. Maize Ear Movement Trajectory and Dynamic Characteristics
To reveal the internal mechanism of flexible collision threshing driven by swirling airflow, a high-speed photography system was adopted in this study to visually record the threshing process, with a frame rate of 1000 fps and a resolution of 1280 × 720 [
35]. By tracking and analyzing the motion trajectory, posture variation of ears in the threshing cylinder, as well as the dynamic behavior of grains at the moment of detachment, direct evidence is provided for the airflow-driven ear movement and low-damage threshing mechanism via flexible collision proposed in this study. High-speed photography captures the complete spiral circulation and reciprocating collision trajectory of maize ears inside the vortex chamber, providing intuitive visual evidence for analyzing material movement patterns.
In the flow field, maize ears are mainly subjected to the combined effects of airflow drag force, centrifugal force, and wall collision reaction force, and their motion presents complex composite characteristics of revolution, rotation, and axial movement. As shown in
Figure 10a–d, the edge line of the central cylinder was selected as the fixed reference line in the images, and a specific row on the maize ear was chosen as the observation object. Two-dimensional image analysis based on high-speed photography shows that the ear posture changes sharply at the moment of collision. The included angle between the observed axis and the reference line of the central cylinder wall changes by
within
, accompanied by an instantaneous increase in the rotational angular velocity. The included angle was quantified using built-in angle measurement tools in high-speed camera post-processing software, with the vertical central axis of the vortex cylinder set as the fixed reference baseline. This representative case is adopted to qualitatively interpret the posture change mechanism of maize ears upon collision. The posture adjustment and rotation of maize ears subject the connection between grains and pedicels to complex alternating stress, thereby promoting fatigue fracture at the grain stalk junction. In the collision-free section, the maize ear moves at a constant or accelerated speed under the axial component force of airflow. At the moment of colliding with the spirally arranged flexible protrusions, the axial velocity decreases sharply or even reverses, producing a retardation and rebound effect. This effectively prolongs the residence time of maize ears within the effective threshing zone.
3.3.2. Movement Trajectory and Dynamic Characteristics of Maize Grains During Threshing
Figure 11 presents representative time nodes during the threshing process, illustrating the whole motion process from initial stress deformation to final grain detachment. The time is calibrated by taking the trigger moment of the high-speed camera as the zero point.
The core of threshing lies in inducing drastic overall posture changes of the ear, which generates concentrated stress at the grain–pedicel interface and facilitates fatigue or brittle fracture. The tip protrusions of threshing elements act on the intra-row gaps of maize grains. As the maize ear continues to move, the force exerted by the tip protrusions causes grain displacement. This force can be decomposed into two component forces in the X and Y directions. The acted grains include the two marked grains in
Figure 11a and the three detached marked grains in
Figure 11d. By observing the gaps between the marked grains and adjacent grains in
Figure 11a,b, it is found that the gaps gradually expand while the grains do not detach immediately. The force exerted by the threshing elements acts continuously on the grains and promotes their fatigue fracture. Grain detachment in
Figure 11c occurs when the force exerted by the threshing element on the grain exceeds the resultant force of the pedicel binding force, as well as the extrusion and friction forces among adjacent grains. Thereafter, the maize ear keeps moving and continuously collides with the threshing elements, achieving the final threshing effect.
3.3.3. Movement Characteristics of Typical Corn Grains During Threshing
The following description details the data processing workflow used to construct the velocity distribution cloud diagram shown in
Figure 12. As shown in
Figure 11d, the lowest marked maize grain serves as the reference grain. Its motion coordinates were continuously recorded for 15 frames starting from 1,092,792 μs. Based on the coordinate data, the motion trajectory was fitted using MATLAB R2021b software, yielding the fitting curve shown in
Figure 12.
Figure 12a displays the complete displacement trajectory of one representative single maize ear covering its full cycle of motion and collision inside the threshing chamber. This ear was selected as a typical sample with intact and fully captured movement footage to intuitively demonstrate the whole threshing procedure.
As shown in
Figure 12a, the displacement of the grain increases monotonically with time and presents a continuous variation, which fully reflects the entire detachment process of the grain from the maize ear. Before the grain detaches from the ear, it accelerates slowly along with the ear, and its velocity rises steadily. Upon collision with the flexible threshing unit, the grain velocity drops sharply to nearly zero while still remaining connected to the pedicel without immediate detachment. Subsequently, the maize ear continues to accelerate and drives the grain to increase its velocity synchronously. When the grain separates from the pedicel, it accelerates rapidly under the action of airflow drag force due to its small mass. The displacement contour distribution of maize ears in
Figure 12a was differentiated with respect to time to calculate instantaneous velocity data, which was used to generate the velocity cloud map in
Figure 12b. The variation of grain velocity throughout the whole process is illustrated in
Figure 12b. This process fully presents the motion variation of grains in the adaptive threshing behavior.
3.4. Analysis of the Influence of Factors on Performance Indicators
The influence effects of various factors on the threshing rate can be intuitively presented via 3D response surface plots. All response surfaces exhibit a downward-opening paraboloid shape, indicating that within the test range, the threshing rate first increases and then decreases with the variation of each factor level. There exists an optimal parameter combination to maximize the threshing rate. The spatial arrangement of maize grains on the ear follows a specific block masonry law, and complex force chain networks are formed through contact among adjacent grains [
36]. In the axial direction, when the action lines of contact forces between maize grains lie within the friction angle range, the grains in the force chain are in a self-locking state and form strong force chains. Such force chains can withstand large tangential external forces and are not easy to break. Due to the large friction coefficient and strong compressive deformation capacity of the grain ventral surface, the force chain maintains high stability. In the transverse direction, the orientation of the force chain is consistent with the transmission direction of the grain masonry arrangement, presenting multi-directional force transfer. There is no self-locking effect among grains, and such force chains belong to weak force chains. The side surface of maize grains is smooth with a low friction coefficient and weak capacity to bear axial force; hence, a small axial force is sufficient to break the force chain. The above force chain characteristics determine that the optimal threshing strategy should prioritize applying force in the transverse direction. Taking advantage of the easy fracture of weak force chains enables low-energy-consumption threshing. Meanwhile, excessive axial force should be avoided to prevent triggering the self-locking effect of axial strong force chains, which would otherwise increase the difficulty of threshing.
Figure 13 shows the response surface of the interaction between circumferential angular spacing and tangential velocity on threshing efficiency at a feed rate of 0.54 kg/s. The transverse force chains of maize ears belong to weak force chains. The grain side surface is smooth, with a low friction coefficient and poor capacity to bear axial force. Applying force in the circumferential direction is the most efficient way to break the force chains. When the circumferential angular spacing is large, the density of threshing elements is low, and the number of collisions between the rotating ear and threshing elements per revolution is reduced. Since the transverse weak force chains transfer forces in multiple directions, repeated force application from multiple angles is required for complete failure. When the number of effective collisions per rotation is insufficient, the weak force chains in some orientations cannot be fully acted upon, making the grains in these rows difficult to detach and resulting in the reduction of the threshing rate. When the circumferential angular spacing is small, the layout density of threshing elements increases, and the collision frequency between corn ears and threshing elements per revolution rises significantly. High-frequency multi-directional collisions can comprehensively disrupt the transverse weak force chain network, which is conducive to improving the threshing rate. However, if the tangential velocity is excessively low, the collision energy is insufficient to overcome the initial contact force between grains in the weak force chains. A large number of low-energy collisions become ineffective, leading to a reduction in the threshing rate as well. Therefore, the circumferential angular spacing and tangential velocity need to be coordinately matched. A sufficiently high tangential velocity provides the energy required to break the weak force chains, while moderate circumferential angular spacing ensures comprehensive multi-directional collisions. The combined effect of the two can effectively disrupt the transverse force chain network and achieve a high threshing rate.
Figure 14 presents the response surface of the interaction between circumferential angular spacing and feed rate on threshing efficiency at a tangential velocity of 44 m/s. The force chains of maize ears form a three-dimensional spatial network, in which each grain in the radial direction intersects perpendicularly with the transverse and longitudinal force chains. Destruction of this three-dimensional network requires a sufficient and uniform impact on the ear surface exerted by threshing elements. When the feed rate is excessively low, maize ears are sparsely distributed in the threshing chamber, with a fast axial moving speed and a short residence time. When the circumferential angular spacing is large, maize ears collide with threshing elements only a few times within a limited time. The three-dimensional force chain network is impacted at merely a few points without overall collapse, leaving a large number of grains undetached. When the feed rate is excessively high, maize ears shield and collide with one another frequently, forming a contact state dominated by ear-to-ear interaction. When the feed rate is excessively high, maize ears shield and collide with one another frequently, forming a contact state dominated by ear-to-ear interaction. Random collisions between maize ears are non-directional and low-efficiency impacts, which can hardly cause systematic damage to the force chain network of target ears. Meanwhile, the dense ear group occupies the flow channel space, reducing the effective contact between individual ears and threshing elements. This leads to an incomplete breakdown of the three-dimensional force chain network and a decline in the threshing rate. An appropriate feed rate can not only ensure a sufficient residence time of maize ears, but also avoid mutual interference among ears, enabling threshing elements to exert a sufficient and ordered impact on the force chain network of each ear.
Figure 15 shows the response surface of the interaction between feed rate and tangential velocity on threshing efficiency when the circumferential angular spacing of threshing elements is 20°. The axial force chains of maize ears possess a self-locking characteristic: when the line of action of the contact force between grains falls within the friction angle range, the grains in the force chain enter a self-locking state and form strong force chains, which can withstand large tangential external forces without fracture. Excess axial force acting on maize ears will instead trigger the self-locking effect, causing tighter extrusion between grains and further increasing the difficulty of threshing. When the tangential velocity is too low, the centrifugal force acquired by maize ears is insufficient to form stable wall-attached rotation. The ears remain in a floating state inside the cylinder, and their collision with threshing elements is dominated by axial sliding. This axial-dominated collision mode tends to trigger the self-locking effect of axial force chains, resulting in tighter extrusion between grains and thus being unfavorable to threshing. When the tangential velocity is excessively high, maize ears are rapidly pushed toward the outlet with an extremely short residence time. An excessively high tangential velocity also increases the axial velocity component, causing maize ears to rise rapidly while rotating at high speed. This likewise generates a considerable axial force, which may partially trigger the self-locking effect. Meanwhile, the effective threshing time becomes insufficient, resulting in a decreased threshing rate. Therefore, there exists an optimal tangential velocity range. Within this range, maize ears can acquire sufficient circumferential kinetic energy to break the transverse weak force chains, while excessive axial force that triggers self-locking of axial strong force chains is avoided, thereby realizing high-efficiency and low-damage threshing.
3.5. Parameter Optimization
Based on the response surface methodology analysis, taking the maximum threshing rate as the optimization objective, Design-Expert 10.0.7 software was adopted for numerical optimization of the quadratic regression model to determine the optimal level combination of each experimental factor. The optimization constraint conditions were set as follows:
The software optimization results show that when the circumferential angle is 21.5°, the tangential velocity is 45.9 m/s, and the feed rate is 0.65 kg/s, the model predicts the maximum threshing rate with a predicted value of 96.5%. This parameter combination is regarded as the optimal working parameter of the maize threshing.
3.6. Validation Experiments
To verify the reliability and accuracy of the response surface optimization results, three groups of parallel validation experiments were carried out under the above optimal parameter combination. The experimental results are shown in
Table 5. The average value was 96.1%, with a standard deviation of 1.21 and an average relative error of 0.90% between replicates. Minor experimental variability originates from slight differences in initial maize ear posture, confirming good test repeatability. The threshing rate was measured and averaged, and then compared with the model predicted value. The experimental results show that the measured average threshing rate under the optimal parameters is 96.1%. Compared with the model predicted value of 96.5%, the relative error is only 0.41%. The error is small, indicating that the established response surface model possesses high prediction accuracy and a good fitting effect. The optimized process parameters are authentic and reliable and can be adopted as the actual operating parameters of the threshing device.
3.7. Microcrack Analysis of Maize Kernels
The macroscopic crushing rate index indicates that under the optimal parameter combination, the grain crushing rate of the device is lower than 0.1%. To further explore whether the threshing process causes imperceptible microstructural damage to grains, the black ink staining method was adopted for detection, and the typical comparison results are shown in
Figure 16.
The results show that the grains in negative control Group A present almost no black traces on the surface, indicating that intact grains have no open cracks on their surface. In Group B (positive control), black reticular cracks appeared on the grain surface, especially in the endosperm region. This indicates that traditional rigid impact threshing causes obvious surface micro-damage, with the detection rate of microcracks exceeding 42%. For Group C grains threshed by the proposed device, most grain surfaces showed no difference from those in the negative control group; only a few grains presented scattered and short linear black marks near the stalk attachment site. Statistically, under the optimal process parameters, the microcrack detection rate is only 3.3%, with an extremely small crack size.
This result verifies the low-damage advantage of the airflow-driven and flexible impact threshing method from a microscopic perspective. Although the collision from the protrusions of flexible threshing elements can provide sufficient momentum to detach grains, it features a low peak contact stress and long action time, which effectively avoids the fracture of grain epidermis and internal structure caused by stress concentration. The integrity of grain microstructure is of great significance for ensuring the storage stability, germination rate, and subsequent processing quality of maize.
3.8. Discussion
The essential distinction between the proposed adaptive threshing mechanism and conventional forced threshing lies in the adaptive contact between the corn ear and the stationary adaptive element under airflow drive: when the contact force exceeds a threshold, the ear automatically deviates from its trajectory, avoiding rigid confrontation. High-speed photography confirmed the observability of this behavior. The anisotropy theory of the force chain network in corn ears provides a mechanical basis for optimizing threshing parameters. The transverse weak force chains are readily disrupted by circumferential collisions, whereas the axial strong force chains exhibit self-locking characteristics that should not be excessively excited.
The core advantage of the proposed device lies in nearly damage-free threshing, and the grain separation rate is adopted as the primary optimization indicator. Compared with existing threshing equipment, the vortex flexible collision structure achieves a high grain separation rate while greatly lowering kernel breakage. Compared with existing low-damage threshing technologies, the proposed device exhibits advantages in kernel breakage rate and microcrack detection rate. The key lies in the transition from forced impact to adaptive contact. Regarding structural design, the annular gap formed by the vortex threshing chamber and the central core tube enhances tangential velocity, the arc-shaped guiding base enables smooth startup of the ear, and the helical array ensures uniform collisions.
The limitations of this study lie in the fact that the working process can be applied to threshing theoretical research concerning other maize varieties after proper modification. This study lacks a detailed 3D flow field measurement and quantitative threshold of adaptive behavior. Future research will cover multi-variety tests, particle image velocimetry (PIV) measurement, and engineering prototype development.