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DEM SIMULATION AND EXPERIMENT OF CORN GRAIN GRINDING PROCESS

ABSTRACT

To improve the working performance of hammer mill, cutting-edge hammer and oblique hammer were designed in this study. The advantages of new hammers were theoretically analyzed. The grinding process of corn grain with different hammers was studied by discrete element method (DEM) and experiments. Discrete element simulation results showed that under same rotor speed conditions, the cutting-edge hammer had highest bond-breaking efficiency in corn grain model. The oblique hammer could reduce the incident angle of corn grain and improve sieving efficiency. The motion trajectory of corn grain in grinding chamber was relatively dispersed and similar when using common hammer and cutting-edge hammer, and the motion trajectory was more concentrated when oblique hammer was used. The experimental results showed that both cutting-edge hammer and oblique hammer could improve the working performance of hammer mill. The productivity of hammer mill could be improved by using cutting-edge hammer, electricity consumption per ton and temperature rise of feed could be reduced by using oblique hammer, and the experimental results were consistent with simulation results and theoretical analysis results. The research results can provide references for the design of new hammer and the grinding process simulation of other agricultural materials.

KEYWORDS
hammer mill; feed; hammer structure; circulation layer

INTRODUCTION

The grinding of cereal feed can increase its surface area, which is beneficial for improving the digestibility and palatability of feed (Dey et al., 2013Dey SK, Dey S, Da SA (2013) Comminution features in an impact hammer mill. Powder Technology 235: 914-920. DOI: https://doi:10.1016/j.powtec.2012.12.003
https://doi:10.1016/j.powtec.2012.12.003...
; Ghodki & Goswami, 2018Ghodki BM, Goswami TK (2018) Modeling breakage and motion of black pepper seeds in cryogenic mill. Advanced Powder Technology S0921883118300360. DOI: https://doi.org/10.1016j.apt.2018.01.023
https://doi.org/10.1016j.apt.2018.01.023...
). Hammer mills have the widest application due to their advantages of simple structure, good versatility and convenient maintenance (Wang et al., 2020Wang D, He CB, Tian HQ, Liu F, Zhang T, Zhang HQ (2020) Parameter optimization and experimental research on the hammer mill. INMATEH-Agricultural Engineering 62(3): 341-350. DOI: https://doi.org/10.35633/inmateh-62-36
https://doi.org/10.35633/inmateh-62-36...
; Bochat et al., 2015Bochat A, Wesolowski L, Zastempowski M (2015) A comparative study of new and traditional designs of a hammer mill. Transactions of the ASABE 58 (3): 585-596. DOI: https://doi:10.13031/trans.58.10691
https://doi:10.13031/trans.58.10691...
; Nakamura et al., 2015Nakamura H, Kan H, Takeuchi H, Watano S (2015) Effect of stator geometry of impact pulveriser on its grinding performance. Chemical Engineering Science 122: 565-572. DOI: https://doi:10.1016/j.ces.2014.10.011
https://doi:10.1016/j.ces.2014.10.011...
). However, hammer mills exhibit low productivity and high energy consumption in production (Polari & Wang, 2019Polari JJ, Wang SC (2019) Hammer mill sieve design impacts olive oil minor component composition. European Journal of Lipid Science and Technology 121(10). DOI: https://doi:10.1002/ejlt.201900168
https://doi:10.1002/ejlt.201900168...
; Tian et al., 2018Tian HQ, Wang HQ, Huang T, Wang D, Liu F, Han BS (2018) Design of combination sieve for hammer feed mill to improve crushing performance. Transactions of the Chinese Society of Agricultural Engineering 34(22): 45-52.; Cao et al., 2016Cao LY, He L, Zhang YB, Liu YF, Li YY (2016) Pressure test method of gas-solid two-phase flow field in grinding chamber with hammer mill. Transactions of the Chinese Society of Agricultural Engineering 32(11): 90-97.). Therefore, improving productivity and reducing the energy consumption of hammer mills have important practical significance for the development of the feed industry.

To improve the working performance of hammer mill, it is necessary to study their grinding mechanism. Because the grinding process of cereal feed is very complex, it is difficult to measure the relevant parameters directly by sensors (Tian et al., 2019Tian HQ, Wang D, Qian Y, Wang HQ, Zhang J (2019) Analysis on current situation of research methods for flow field in feed mill. Journal of Inner Mongolia Agricultural University (Natural Science Edition) 40(6): 96-100.; Mugabi et al., 2017Mugabi R, Eskridge KM, Weller CL (2017) Comparison of experimental designs used to study variables during hammer milling of corn bran. Transactions of the ASABE 60(2): 537-544. DOI: https://doi:10.13031/trans.11656
https://doi:10.13031/trans.11656...
). In recent years, with the rapid development of computer simulation technology, the discrete element method (DEM) has been widely used in the study of agricultural materials grinding processes (Weerasekara et al., 2013Weerasekara NS, Powell MS, Cleary PW, Tavares LM, Evertsson M, Morrison RD, Quist J, Carvalho RM (2013) The contribution of DEM to the science of comminution. Powder Technology 248: 3-24. DOI: https://doi:10.1016/j.powtec.2013.05.032
https://doi:10.1016/j.powtec.2013.05.032...
; Bian et al., 2015Bian XL, Hou YJ, Zhao M, Yang YY (2015) DEM and its application to particle pulverization. Mining machinery 43 (6): 62-67.; Jiménez-Herrera et al., 2017Jiménez-Herrera N, Barrios GKP, Tavares LM (2017) Comparison of breakage models in DEM in simulating impact on particle beds. Advanced Powder Technology 29(3): 692. DOI: https://doi:10.1016/j.apt.2017.12.006
https://doi:10.1016/j.apt.2017.12.006...
; Sun et al., 2018Sun KK, Ma RD, Li G, Cui D, Lu YP (2018) The influence of the structure of double toothed roller crusher on the crushing effect based on EDEM. IOP Conference Series: Materials Science and Engineering 423:012152. DOI: https://doi:10.1088/1757-899X/423/1/012152
https://doi:10.1088/1757-899X/423/1/0121...
).

Ghodki & Goswami (2018)Ghodki BM, Goswami TK (2018) Modeling breakage and motion of black pepper seeds in cryogenic mill. Advanced Powder Technology S0921883118300360. DOI: https://doi.org/10.1016j.apt.2018.01.023
https://doi.org/10.1016j.apt.2018.01.023...
studied the crushing process of black pepper seeds by using discrete element method. Based on the research results, a few suggestions were provided to improve the design aspects of the mill. To improve the accuracy of discrete element simulation, Zhang et al. (2020)Zhang T, Zhao MQ, Liu F, Tian HQ, Wulan TY, Yue Y, Li DP (2020) A discrete element method model of corn stalk and its mechanical characteristic parameters. BioResources 15(4): 9337-9350. DOI: https://doi:10.15376/biores.15.4.9337-9350
https://doi:10.15376/biores.15.4.9337-93...
imported multiple particle replacement and bonding programs through the application programming interface (API) of a discrete element method model. A discrete element model of corn straw was established, and the grinding process was simulated. Zhang et al. (2019)Zhang FW, Song XF, Zhang XK, Zhang FY, Wei WC, Dai F (2019) Simulation and experiment on mechanical characteristics of kneading and crushing process of corn straw. Transactions of the Chinese Society of Agricultural Engineering 35(9): 58-65. used the discrete element method to simulate the grinding process of corn straw. The shape classification of broken corn straw was studied and verified by experiments. The results showed that the discrete element method was feasible for simulating the grinding process of corn straw. Xu et al. (2020)Xu YF, Zhang XL, Wu S, Chen C, Wang JZ, Yuan SQ, Chen B, Li PP, Xu RJ (2020) Numerical simulation of particle motion at cucumber straw grinding process based on EDEM. International Journal of Agricultural and Biological Engineering 13(6): 227-235. DOI: https://doi:10.25165/j.ijabe.20201306.5452
https://doi:10.25165/j.ijabe.20201306.54...
used EDEM software to simulate the grinding process of cucumber straw.

Additionally, researchers (Xing et al., 2017Xing ZZ, Li GR, Zhang HD, Chen T, Guo XJ, Wang M (2017) Small vertical disintegrator based on edem numerical simulation and optimization research. Food industry 38 (1): 206-209.; Yang et al., 2019Yang XS, Cheng GL, Ren TL, Yang BA (2019) Analysis on crushing effect of soybean feed mill tool material based on discrete element method. Feed research 42(8): 87-91.) simulated the grinding process of soybean by using discrete element method. These research results could provide reference for the structural optimization design of hammer mill.

Corn grain as the most common cereal feed, but its grinding process was rarely studied. In this study, cutting-edge hammer and oblique hammer were designed. The advantages of new hammers were theoretically analyzed. Discrete element method was used to simulate the grinding process of corn grain, and the grinding performance experiment of new hammers was carried out. The results can provide references for the design of new hammer and the grinding process simulation of other agricultural materials.

MATERIAL AND METHODS

Experimental material and equipment

Corn grain was used as experimental material in this study and produced in Hohhot, Inner Mongolia. The variety was XIANYU-355 with moisture content of 11.5%. The instruments used in the experiments as follows: TCS-150 electronic scale (accuracy of 0.01 kg), BT223S electronic balance (accuracy of 0.001 g), electric energy meter, frequency converter, stopwatch and drying box, etc. Each group of experiments was repeated three times, and the average value of the experiment results was taken.

Machine structure and working principle

The hammer mill used in this study is mainly composed of a feeding hopper, a sieve, a hammer, an outlet, a frame, and a motor. The overall structure of the hammer mill is shown in Figure 1. The main technical parameters are shown in Table 1.

FIGURE 1
Overall structure of the hammer mill. 1-feeding hopper; 2-hammer; 3-sieve frame and sieve; 4-outlet; 5-frame; 6-motor; 7-grinding chamber
TABLE 1
Main parameters of the hammer mill.

In the working process of hammer mill, corn grain enters grinding chamber through feeding hopper. Corn grain is broken by the high-speed rotating hammer, and then it collides with sieve at a higher speed and is further broken down. Broken particles are repeatedly hit by hammer and sieve until the particle size is sufficiently reduced and flows out through sieve hole to outlet. Hammer is the key part and has an important influence on the working performance of hammer mill. Therefore, to improve the performance of hammer mill, the influence of hammer structure on grinding process of corn grain needs to be studied.

Design of new hammer

To improve the working performance of hammer mill, cutting-edge hammer and oblique hammer were designed, and sample hammers as shown in Figure 2. There were sharp blades on both sides of the cutting-edge hammer, which can enhance the shear force on corn grain (Sun, 2013Sun HB (2013) Study and research on improve the work efficiency of the feed hammer mill. Master's Thesis, Baotou, Inner Mongolia University of Science and Technology.; Tang et al., 2007Tang J, Qin YG, Liu PS (2007) Analysis of factors affecting the efficiency of hammer mill. Feed industry 28(15): 9-12.). The angle of the end of oblique hammer was 135°, and it has sharp blades. It can enhance the shear force while changing motion trajectory of corn grain.

FIGURE 2
View of the sample hammers.

Force analysis of corn grain

After corn grain entered the grinding chamber, it was hit by hammer. The force analysis diagram is shown in Figure 3. According to impulse theorem and momentum theorem (Wang et al., 2020Wang D, He CB, Tian HQ, Liu F, Zhang T, Zhang HQ (2020) Parameter optimization and experimental research on the hammer mill. INMATEH-Agricultural Engineering 62(3): 341-350. DOI: https://doi.org/10.35633/inmateh-62-36
https://doi.org/10.35633/inmateh-62-36...
), the following formulas can be obtained:

FIGURE 3
Schematic diagram of force analysis.
(1) m 1 v 1 + m 2 v 2 = ( m 1 + m 2 ) v 3
(2) v 1 = π n R 30
(3) I = m 2 v 3 = F Δ t
(4) v 3 = π n m 1 R 30 ( m 1 + m 2 )
(5) P = F S

Because v2 is very small relative to the linear velocity of hammer, in this study, v2 = 0. We can obtain formula (6):

(6) P = π n m 1 m 2 R 30 ( m 1 + m 2 ) Δ t S

Where:

m1 is the mass of hammer, kg;

m2 is the mass of corn grain, kg;

v1is linear velocity of hammer, m s-1;

v2 is the velocity of corn grain before being hit, m s-1;

v3 is the velocity of corn grain and hammer at the end of collision, m s-1;

n is the rotor speed, r min-1;

R is the rotor radius, m;

I is the impulse of hammer and corn grain, N·s;

F is the hitting force of hammer on corn grain, N,

t is the hitting time of hammer on corn grain, s;

P is pressure on corn grain, Pa,

S is force area on corn grain, m2.

From formula (6), it could be concluded that under same conditions, the pressure on corn grain was related to force area. The smaller the force area is, the greater the pressure on corn grain. The cutting-edge hammer can reduce the force area of the hammer on corn grain and increase the pressure to improve grinding efficiency.

Analysis on incident angle of corn grain

After corn grain was broken by hammer, due to the influence of circulation layer, the broken particles moved in a circle along sieve. It reduced sieving efficiency of broken particles and intensified abrasion of sieve (Tian et al., 2018Tian HQ, Wang HQ, Huang T, Wang D, Liu F, Han BS (2018) Design of combination sieve for hammer feed mill to improve crushing performance. Transactions of the Chinese Society of Agricultural Engineering 34(22): 45-52.). The incident angle is the angle between the motion direction of corn grain after being hit and the normal line of sieve, and a schematic diagram of the incident angle is shown in Figure 4. Formula (7) can be obtained according to momentum theorem.

FIGURE 4
Schematic diagram of incident angle.
(7) m 3 v 4 cos α = F 1 Δ t 1

The impact force between the broken particles and sieve is shown in formula (8).

(8) F 1 = m 3 v 4 cos α Δ t 1

Where:

F1 is the impact force between broken particles and sieve, N;

m3 is the mass of broken particles, kg;

v4 is the velocity of broken particles before hitting sieve, m s-1;

α is the incident angle, °,

t1 is the impact time of broken particles on sieve, s.

Formula (8) shows that the smaller the incident angle is, the greater the impact force between broken particles and sieve, which is beneficial for improving grinding efficiency and sieving efficiency. Meanwhile, high sieving efficiency is also conducive to reducing energy consumption and temperature rise of feed. In Figure 5, we saw that the incident angle can be reduced because of the special structure the end of oblique hammer.

FIGURE 5
Analysis on incident angle of the oblique hammer.

Corn grain model establishment

The three-dimensional model of corn grain was established by Solid Works 2017 software, and the model was imported into EDEM 2018 software for particle replacement. The particle factory generated particles with a radius of 0.5 mm to fill the model, with a total of 379 particles. The corn grain and its discrete element model are shown in Figure 6.

FIGURE 6
Corn grain and its discrete element model.

Simulation parameter setting

To conveniently analyze the simulation results, this study only simulated the grinding process of one corn grain. The rotor speed of hammer mill was set to 3200 r min-1, 3600 r min-1, 4000 r min-1 and 4400 r min-1. The time step was set to 5.04×10-8s, and the simulation time was set to 1 s. The physical parameters and contact parameters of corn grain and hammer are shown in Table 2 (Wang et al., 2018Wang MM, Wang WZ, Yang LQ, Zhang HM (2018) Calibration of discrete element model parameters for maize kernel based on response surface methodology. Journal of South China Agricultural University 39(03): 111-117. DOI: https://doi:10.7671/j.issn.1001-411X.2018.03.017
https://doi:10.7671/j.issn.1001-411X.201...
; Shi et al., 2020Shi LR, Zhao WY, Sun BG, Sun W (2020) Determination of the coefficient of rolling friction of irregularly shaped maize particles by using discrete element method. International Journal of Agricultural and Biological Engineering 13(2): 15-25. DOI: https://doi:10.25165/j.ijabe.20201302.4688
https://doi:10.25165/j.ijabe.20201302.46...
; Wang, 2017Wang XM (2017) A multi-sphere based modelling method for maize grain assemblies. Master's Thesis, Changchun, Jilin university.).

TABLE 2
Simulation parameters of EDEM.

Performance evaluation of hammer mill

According to the Chinese national standard GB/T 6971-2007, the productivity, electricity consumption per ton and temperature rise were taken as performance evaluation indexes of hammer mill. The calculation formulas are given by formulas (9) - (11).

(9) E c = Q c T c
(10) G = G n Q c / 1000
(11) T = t 2 t 1

Where:

Ec is the productivity, kg h-1;

Qc is the mass of the fragmented experimental material, kg;

Tc is the duration of grinding of a single experimental material, h;

G is the electricity consumption per ton, kW·h t-1;

Gn is the electricity consumption during grinding of a single experimental material, kW·h;

T is the temperature rise of feed, ℃;

t1is the temperature of feed before grinding, ℃,

t2is the temperature of feed after grinding, ℃.

RESULTS AND DISCUSSION

Analysis on broken bond

The particles in discrete element model of corn grain were connected by bonds, the total number of bonds was 10806 in the discrete element model of corn grain, and the cyan part in Figure 7 was bonds. When hitting force exceeded the limit normal stress or the limit tangential stress of corn grain model, the bonds broke, and corn grain model was broken into small particles. The number of broken bonds can reflect the grinding ability of hammer. The greater the number of broken bonds is, the higher the grinding efficiency of hammer. The influence of different hammers on the number of broken bonds is shown in Figure 8.

FIGURE 7
Bonds in discrete element model of corn grain.
FIGURE 8
Influence of different hammers on the number of broken bonds.

From Figure 8 we could concluded that with the increase of rotor speed, the number of broken bonds showed an increasing trend, but the growth rate gradually slowed. When the rotor speed was in range of 3200-3600 r min-1, increasing rotor speed had a great influence on the number of broken bonds. When rotor speed was greater than 3600 r min-1, the increase in rotor speed had little influence on the number of broken bonds. Among the three hammers, the cutting-edge hammer had highest efficiency of breaking the bonds, which verified that cutting-edge hammer in theoretical analysis can increase the shear force on corn grain and improve grinding efficiency. The number of broken bonds in the use of oblique hammer was more than that using common hammer. Because oblique hammer can reduce the incident angle of corn grain, increase the impact force of broken particles and sieve, thereby improving grinding efficiency.

Analysis on incident angle

According to the theoretical analysis results of incident angle of corn grain, when the incident angle is large, there will be a strong friction movement between broken particles and sieve. This not only consumes energy but also increases temperature rise of feed. In contrast, the smaller the incident angle is, the greater the impact force between broken particles and sieve, which is beneficial to improve sieving efficiency and grinding efficiency.

The corn grain model was broken into several broken particles after being hit by hammer. In this study, EDEM software post-processing module was used to count the incident angle of broken particles. The incident angles of different hammers used in hammer mill is shown in Figure 9. When the hammer mill used common hammer and cutting-edge hammer, the average incident angles were 60.74° and 59.59°, respectively, and the incident angle was large. Because the end of common hammer and cutting-edge hammer were right angles, and broken particles moved along the circumferential tangent direction after being hit by hammer. The average incident angle was 48.71° when grinding corn grain with oblique hammer, which was significantly smaller than that of other two hammers. Therefore, under same conditions, the oblique hammer has advantages in sieving efficiency and grinding efficiency.

FIGURE 9
Average incident angle of different hammer.

Analysis on motion trajectory

The results of discrete element simulation showed that after being hit by hammer, the corn grain model was broken into several small particles, and then the broken particles collided with sieve at different angles. The motion trajectory of corn grain has an important influence on grinding efficiency and sieving efficiency. The motion trajectory of corn grain with different hammers used in the hammer mill is shown in Figure 10.

FIGURE 10
Motion trajectory of corn grain with different hammers.

We saw that the motion trajectory of corn grain in grinding chamber was relatively dispersed and similar when using common hammer and cutting-edge hammer. The incident angle of corn grain was larger, resulting in low sieving efficiency. The motion trajectory of corn grain using oblique hammer was more concentrated. The oblique hammer changed the angle of corn grain collided sieve, improved sieving efficiency, reduced the circulation movement of broken particles in grinding chamber and helped to reduce energy consumption and temperature rise of feed.

Hammer performance experimental results

Analysis on productivity

The productivity increased gradually with increasing in rotor speed, as shown in Figure 11. Because with the increase of rotor speed, the hitting force of hammer on corn grain increased. The productivity of hammer mill using cutting-edge hammer was significantly higher than that of other two hammers. When rotor speed was 4000 r min-1, the productivity of hammer mill with cutting-edge hammer was 4.99% higher than that with common hammer. It was consistent with the results of discrete element simulation and theoretical analysis. When rotor speed was greater than 3600 r min-1, the productivity of hammer mill using oblique hammer was higher than that of common hammer. The reason is that oblique hammer can improve sieving efficiency and grinding efficiency.

FIGURE 11
Influence of rotor speed on productivity.

Analysis on electricity consumption per ton

Figure 12 shows that the electricity consumption per ton increased with the increase of rotor speed. Because the load power of motor will increase with the increase of rotor speed. The electricity consumption per ton of hammer mill was lowest when using oblique hammer. When rotor speed was 3600 r min-1, the electricity consumption per ton of hammer mill with oblique hammer was 14.07% lower than that of common hammer. This occurs because the oblique hammer can reduce the incident angle of corn grain, improve the sieving efficiency, and thus reducing the electricity consumption per ton of hammer mill.

FIGURE 12
Influence of rotor speed on electricity consumption per ton.

Analysis on temperature rise

The temperature rise of feed is an important index to evaluate the performance of hammer mill, which has an important influence on the subsequent processing and storage of feed. In general, we hope that the temperature rise of feed is small. As shown in Figure 13, the temperature rise increased with increasing of rotor speed when the hammer mill used cutting-edge hammer and common hammer. The reason is that with the increase of rotor speed, the friction between broken particles and sieve increased, resulting in the increase of temperature rise. On the contrary, the temperature rise decreased with the increase of rotor speed when using oblique hammer. Because the oblique hammer can improve sieving efficiency, reduce the friction between broken particles and sieve, and reduce temperature rise of feed.

FIGURE 13
Influence of rotor speed on temperature rise.

CONCLUSIONS

In this study, cutting-edge hammer and oblique hammer were designed. The grinding process of corn grain with different hammers was studied by theoretical analysis, discrete element simulation and experiment. The following conclusions were obtained:

According to the results of theoretical analysis, cutting-edge hammer could increase the shear force on corn grain and improve grinding efficiency. Oblique hammer could reduce the incident angle of corn grain and improve sieving efficiency.

Simulation results showed that under same rotor speed conditions, cutting-edge hammer had the highest bond-breaking efficiency in corn grain model. The oblique hammer could reduce the incident angle of corn grain, and the average incident angle was 48.7° when using oblique hammer. The motion trajectory of corn grain in grinding chamber was relatively dispersed and similar when using cutting-edge hammer and common hammer, and the motion trajectory of corn grain was more concentrated when oblique hammer was used.

The experimental results showed that both cutting-edge hammer and oblique hammer could improve the working performance of hammer mill. When the hammer mill used oblique hammer and rotor speed was 4400 r min-1, the comprehensive performance was the best. The productivity, electricity consumption per ton and temperature rise were 918.03 kg h-1, 4.99 kW·h t-1 and 4.5 ℃ respectively, and the three performance indexes were better than the common hammer mill. The experimental results were consistent with simulation results and theoretical analysis results.

ACKNOWLEDGMENTS

The research was funded by the National Natural Science Foundation of China (No. 51765055), the Inner Mongolia Special Project for Transformation of Scientific and Technological Achievement (No. 2019CG034) and Inner Mongolia Graduate Student Scientific Innovation Project (No. BZ2020043).

REFERENCES

  • Bian XL, Hou YJ, Zhao M, Yang YY (2015) DEM and its application to particle pulverization. Mining machinery 43 (6): 62-67.
  • Bochat A, Wesolowski L, Zastempowski M (2015) A comparative study of new and traditional designs of a hammer mill. Transactions of the ASABE 58 (3): 585-596. DOI: https://doi:10.13031/trans.58.10691
    » https://doi:10.13031/trans.58.10691
  • Cao LY, He L, Zhang YB, Liu YF, Li YY (2016) Pressure test method of gas-solid two-phase flow field in grinding chamber with hammer mill. Transactions of the Chinese Society of Agricultural Engineering 32(11): 90-97.
  • China Agricultural Machinery Standardization Technical Committee (2007) Test method for feed mill, GB/T6971-2007. Standards Press of China.
  • Dey SK, Dey S, Da SA (2013) Comminution features in an impact hammer mill. Powder Technology 235: 914-920. DOI: https://doi:10.1016/j.powtec.2012.12.003
    » https://doi:10.1016/j.powtec.2012.12.003
  • Ghodki BM, Goswami TK (2018) Modeling breakage and motion of black pepper seeds in cryogenic mill. Advanced Powder Technology S0921883118300360. DOI: https://doi.org/10.1016j.apt.2018.01.023
    » https://doi.org/10.1016j.apt.2018.01.023
  • Jiménez-Herrera N, Barrios GKP, Tavares LM (2017) Comparison of breakage models in DEM in simulating impact on particle beds. Advanced Powder Technology 29(3): 692. DOI: https://doi:10.1016/j.apt.2017.12.006
    » https://doi:10.1016/j.apt.2017.12.006
  • Mugabi R, Eskridge KM, Weller CL (2017) Comparison of experimental designs used to study variables during hammer milling of corn bran. Transactions of the ASABE 60(2): 537-544. DOI: https://doi:10.13031/trans.11656
    » https://doi:10.13031/trans.11656
  • Nakamura H, Kan H, Takeuchi H, Watano S (2015) Effect of stator geometry of impact pulveriser on its grinding performance. Chemical Engineering Science 122: 565-572. DOI: https://doi:10.1016/j.ces.2014.10.011
    » https://doi:10.1016/j.ces.2014.10.011
  • Polari JJ, Wang SC (2019) Hammer mill sieve design impacts olive oil minor component composition. European Journal of Lipid Science and Technology 121(10). DOI: https://doi:10.1002/ejlt.201900168
    » https://doi:10.1002/ejlt.201900168
  • Shi LR, Zhao WY, Sun BG, Sun W (2020) Determination of the coefficient of rolling friction of irregularly shaped maize particles by using discrete element method. International Journal of Agricultural and Biological Engineering 13(2): 15-25. DOI: https://doi:10.25165/j.ijabe.20201302.4688
    » https://doi:10.25165/j.ijabe.20201302.4688
  • Sun HB (2013) Study and research on improve the work efficiency of the feed hammer mill. Master's Thesis, Baotou, Inner Mongolia University of Science and Technology.
  • Sun KK, Ma RD, Li G, Cui D, Lu YP (2018) The influence of the structure of double toothed roller crusher on the crushing effect based on EDEM. IOP Conference Series: Materials Science and Engineering 423:012152. DOI: https://doi:10.1088/1757-899X/423/1/012152
    » https://doi:10.1088/1757-899X/423/1/012152
  • Tang J, Qin YG, Liu PS (2007) Analysis of factors affecting the efficiency of hammer mill. Feed industry 28(15): 9-12.
  • Tian HQ, Wang D, Qian Y, Wang HQ, Zhang J (2019) Analysis on current situation of research methods for flow field in feed mill. Journal of Inner Mongolia Agricultural University (Natural Science Edition) 40(6): 96-100.
  • Tian HQ, Wang HQ, Huang T, Wang D, Liu F, Han BS (2018) Design of combination sieve for hammer feed mill to improve crushing performance. Transactions of the Chinese Society of Agricultural Engineering 34(22): 45-52.
  • Wang D, He CB, Tian HQ, Liu F, Zhang T, Zhang HQ (2020) Parameter optimization and experimental research on the hammer mill. INMATEH-Agricultural Engineering 62(3): 341-350. DOI: https://doi.org/10.35633/inmateh-62-36
    » https://doi.org/10.35633/inmateh-62-36
  • Wang MM, Wang WZ, Yang LQ, Zhang HM (2018) Calibration of discrete element model parameters for maize kernel based on response surface methodology. Journal of South China Agricultural University 39(03): 111-117. DOI: https://doi:10.7671/j.issn.1001-411X.2018.03.017
    » https://doi:10.7671/j.issn.1001-411X.2018.03.017
  • Wang XM (2017) A multi-sphere based modelling method for maize grain assemblies. Master's Thesis, Changchun, Jilin university.
  • Weerasekara NS, Powell MS, Cleary PW, Tavares LM, Evertsson M, Morrison RD, Quist J, Carvalho RM (2013) The contribution of DEM to the science of comminution. Powder Technology 248: 3-24. DOI: https://doi:10.1016/j.powtec.2013.05.032
    » https://doi:10.1016/j.powtec.2013.05.032
  • Xing ZZ, Li GR, Zhang HD, Chen T, Guo XJ, Wang M (2017) Small vertical disintegrator based on edem numerical simulation and optimization research. Food industry 38 (1): 206-209.
  • Xu YF, Zhang XL, Wu S, Chen C, Wang JZ, Yuan SQ, Chen B, Li PP, Xu RJ (2020) Numerical simulation of particle motion at cucumber straw grinding process based on EDEM. International Journal of Agricultural and Biological Engineering 13(6): 227-235. DOI: https://doi:10.25165/j.ijabe.20201306.5452
    » https://doi:10.25165/j.ijabe.20201306.5452
  • Yang XS, Cheng GL, Ren TL, Yang BA (2019) Analysis on crushing effect of soybean feed mill tool material based on discrete element method. Feed research 42(8): 87-91.
  • Zhang FW, Song XF, Zhang XK, Zhang FY, Wei WC, Dai F (2019) Simulation and experiment on mechanical characteristics of kneading and crushing process of corn straw. Transactions of the Chinese Society of Agricultural Engineering 35(9): 58-65.
  • Zhang T, Zhao MQ, Liu F, Tian HQ, Wulan TY, Yue Y, Li DP (2020) A discrete element method model of corn stalk and its mechanical characteristic parameters. BioResources 15(4): 9337-9350. DOI: https://doi:10.15376/biores.15.4.9337-9350
    » https://doi:10.15376/biores.15.4.9337-9350

Edited by

Area Editor: Ednilton Tavares de Andrade

Publication Dates

  • Publication in this collection
    17 Dec 2021
  • Date of issue
    Sep-Oct 2021

History

  • Received
    31 May 2021
  • Accepted
    03 Sept 2021
Associação Brasileira de Engenharia Agrícola SBEA - Associação Brasileira de Engenharia Agrícola, Departamento de Engenharia e Ciências Exatas FCAV/UNESP, Prof. Paulo Donato Castellane, km 5, 14884.900 | Jaboticabal - SP, Tel./Fax: +55 16 3209 7619 - Jaboticabal - SP - Brazil
E-mail: revistasbea@sbea.org.br