CIESC Journal ›› 2025, Vol. 76 ›› Issue (11): 5533-5543.DOI: 10.11949/0438-1157.20250309
• Special Column: Multiphase Flow and Heat Transfer in Energy Utilization Processes • Previous Articles Next Articles
Zhu FANG1(
), Yaqin LIAO2(
), Qian ZHANG2, Yiyang ZHANG3, Shuiqing LI1(
)
Received:2025-03-27
Revised:2025-05-10
Online:2025-12-19
Published:2025-11-25
Contact:
Yaqin LIAO, Shuiqing LI
方筑1(
), 廖亚琴2(
), 张乾2, 张易阳3, 李水清1(
)
通讯作者:
廖亚琴,李水清
作者简介:方筑(1994—),男,博士, fangz17@tsinghua.org.cn
基金资助:CLC Number:
Zhu FANG, Yaqin LIAO, Qian ZHANG, Yiyang ZHANG, Shuiqing LI. Study on adhesion loose packing limit of adhesive ellipsoids based on random ballistic deposition method[J]. CIESC Journal, 2025, 76(11): 5533-5543.
方筑, 廖亚琴, 张乾, 张易阳, 李水清. 基于随机弹道沉积方法的黏附性椭球颗粒疏松堆积极限的研究[J]. 化工学报, 2025, 76(11): 5533-5543.
Add to citation manager EndNote|Ris|BibTeX
| λ | A | Zm | σz | R2 | RMSE |
|---|---|---|---|---|---|
| 0.005 | 0.455 | 1.840 | 0.925 | 0.9991 | 0.0067 |
| 0.1 | 0.465 | 1.863 | 0.897 | 0.9990 | 0.0057 |
| 0.2 | 0.479 | 1.889 | 0.862 | 0.9992 | 0.0050 |
| 0.3 | 0.492 | 1.909 | 0.834 | 0.9994 | 0.0043 |
| 0.5 | 0.513 | 1.934 | 0.794 | 0.9998 | 0.0037 |
| 0.7 | 0.526 | 1.945 | 0.772 | 0.9998 | 0.0032 |
| 1 | 0.531 | 1.949 | 0.763 | 0.9999 | 0.0030 |
| 1.4 | 0.525 | 1.945 | 0.773 | 0.9998 | 0.0031 |
| 2 | 0.507 | 1.930 | 0.807 | 0.9997 | 0.0032 |
| 3 | 0.476 | 1.894 | 0.873 | 0.9997 | 0.0031 |
| 5 | 0.436 | 1.810 | 0.992 | 0.9997 | 0.0035 |
| 10 | 0.399 | 1.604 | 1.197 | 0.9997 | 0.0028 |
| 20 | 0.389 | 1.311 | 1.415 | 0.9998 | 0.0019 |
| 60 | 0.411 | 0.772 | 1.720 | 0.9999 | 0.0009 |
Table 1 Fitting coefficients of the distribution function of coordination number of differently shaped particles
| λ | A | Zm | σz | R2 | RMSE |
|---|---|---|---|---|---|
| 0.005 | 0.455 | 1.840 | 0.925 | 0.9991 | 0.0067 |
| 0.1 | 0.465 | 1.863 | 0.897 | 0.9990 | 0.0057 |
| 0.2 | 0.479 | 1.889 | 0.862 | 0.9992 | 0.0050 |
| 0.3 | 0.492 | 1.909 | 0.834 | 0.9994 | 0.0043 |
| 0.5 | 0.513 | 1.934 | 0.794 | 0.9998 | 0.0037 |
| 0.7 | 0.526 | 1.945 | 0.772 | 0.9998 | 0.0032 |
| 1 | 0.531 | 1.949 | 0.763 | 0.9999 | 0.0030 |
| 1.4 | 0.525 | 1.945 | 0.773 | 0.9998 | 0.0031 |
| 2 | 0.507 | 1.930 | 0.807 | 0.9997 | 0.0032 |
| 3 | 0.476 | 1.894 | 0.873 | 0.9997 | 0.0031 |
| 5 | 0.436 | 1.810 | 0.992 | 0.9997 | 0.0035 |
| 10 | 0.399 | 1.604 | 1.197 | 0.9997 | 0.0028 |
| 20 | 0.389 | 1.311 | 1.415 | 0.9998 | 0.0019 |
| 60 | 0.411 | 0.772 | 1.720 | 0.9999 | 0.0009 |
| [1] | Calle C I, Buhler C R, Johansen M R, et al. Active dust control and mitigation technology for lunar and Martian exploration[J]. Acta Astronautica, 2011, 69(11/12): 1082-1088. |
| [2] | Afshar-Mohajer N, Wu C Y, Curtis J S, et al. Review of dust transport and mitigation technologies in lunar and Martian atmospheres[J]. Advances in Space Research, 2015, 56(6): 1222-1241. |
| [3] | Fu B, Hower J C, Zhang W C, et al. A review of rare earth elements and yttrium in coal ash: content, modes of occurrences, combustion behavior, and extraction methods[J]. Progress in Energy and Combustion Science, 2022, 88: 100954. |
| [4] | Torquato S, Stillinger F H. Jammed hard-particle packings: from Kepler to Bernal and beyond[J]. Reviews of Modern Physics, 2010, 82(3): 2633-2672. |
| [5] | Baule A, Morone F, Herrmann H J, et al. Edwards statistical mechanics for jammed granular matter[J]. Reviews of Modern Physics, 2018, 90: 015006. |
| [6] | Averardi A, Cola C, Zeltmann S E, et al. Effect of particle size distribution on the packing of powder beds: a critical discussion relevant to additive manufacturing[J]. Materials Today Communications, 2020, 24: 100964. |
| [7] | 穆萌, 张海燕, 王晓, 等. 月尘被动防护技术的最新研究进展[J]. 物理学报, 2021, 70(6): 060501. |
| Mu M, Zhang H Y, Wang X, et al. State-of-the-art passive protection technologies of lunar dust[J]. Acta Physica Sinica, 2021, 70(6): 060501. | |
| [8] | Zanon P, Dunn M, Brooks G. Current Lunar dust mitigation techniques and future directions[J]. Acta Astronautica, 2023, 213: 627-644. |
| [9] | Tian Y, Li B, Rong Z J, et al. Martian dust storm spatial-temporal analysis of tentative landing areas for China's Tianwen-3 Mars mission[J]. Earth and Space Science, 2024, 11(6): e2024EA003634. |
| [10] | He F, Rong Z J, Wu Z P, et al. Martian dust storms: reviews and perspective for the Tianwen-3 Mars sample return mission[J]. Remote Sensing, 2024, 16(14): 2613. |
| [11] | 郑建祥, 李玉凯, 孙笑楠, 等. 湍流聚团过程中非球形颗粒聚团碰撞频率分析研究[J]. 化工学报, 2019, 70(S2): 228-236. |
| Zheng J X, Li Y K, Sun X N, et al. Analysis of collision frequency of non-spherical particle agglomeration during turbulent agglomeration processes[J]. CIESC Journal, 2019, 70(S2): 228-236. | |
| [12] | 东明, 张宇轩, 李素芬, 等. 烟气流速对不同极线结构下静电除尘器内微细颗粒脱除的影响[J]. 热科学与技术, 2018, 17(1): 41-48. |
| Dong M, Zhang Y X, Li S F, et al. Effect of flue gas velocity on removal of fine particles in electrostatic precipitator with different wires arrangement structures[J]. Journal of Thermal Science and Technology, 2018, 17(1): 41-48. | |
| [13] | Li G D, Li S Q, Huang Q, et al. Fine particulate formation and ash deposition during pulverized coal combustion of high-sodium lignite in a down-fired furnace[J]. Fuel, 2015, 143: 430-437. |
| [14] | Sun Q, Peng W, Yu S Y, et al. A review of HTGR graphite dust transport research[J]. Nuclear Engineering and Design, 2020, 360: 110477. |
| [15] | Wei M Z, Zhang Y Y, Luo X W, et al. Graphite dust deposition on HTGR steam generator: effects of particle-wall and particle-vortex interactions[J]. Nuclear Engineering and Design, 2018, 330: 217-224. |
| [16] | Fang Z, Liu X B, Zhang Y Y, et al. Transport and deposition behaviors of graphite aerosol in the steam generator building during an overpressure discharge accident of HTR-PM[J]. Nuclear Engineering and Design, 2023, 414: 112586. |
| [17] | Song C M, Wang P, Makse H A. A phase diagram for jammed matter[J]. Nature, 2008, 453(7195): 629-632. |
| [18] | Zaccone A. Explicit analytical solution for random close packing in d=2 and d=3[J]. Physical Review Letters, 2022, 128(2): 028002. |
| [19] | Fang Z, Zhang Y Y, Wei M Z, et al. A numerical study on adhesive collision between a micro-sized particle and a wall[J]. Powder Technology, 2020, 360: 769-779. |
| [20] | Li S Q, Marshall J S, Liu G Q, et al. Adhesive particulate flow: the discrete-element method and its application in energy and environmental engineering[J]. Progress in Energy and Combustion Science, 2011, 37(6): 633-668. |
| [21] | Chen S, Liu W W, Li S Q. A fast adhesive discrete element method for random packings of fine particles[J]. Chemical Engineering Science, 2019, 193: 336-345. |
| [22] | Liu W W, Li S Q, Baule A, et al. Adhesive loose packings of small dry particles[J]. Soft Matter, 2015, 11(32): 6492-6498. |
| [23] | Valverde J M, Quintanilla M S, Castellanos A. Jamming threshold of dry fine powders[J]. Physical Review Letters, 2004, 92(25): 258303. |
| [24] | Yang R Y, Zou R P, Yu A B. Computer simulation of the packing of fine particles[J]. Physical Review E, 2000, 62(3): 3900-3908. |
| [25] | Liu W W, Jin Y L, Chen S, et al. Equation of state for random sphere packings with arbitrary adhesion and friction[J]. Soft Matter, 2017, 13(2): 421-427. |
| [26] | Torquato S, Stillinger F H. Exactly solvable disordered sphere-packing model in arbitrary-dimensional Euclidean spaces[J]. Physical Review E, 2006, 73(3): 031106. |
| [27] | Liu W W, Li S Q, Chen S. Computer simulation of random loose packings of micro-particles in presence of adhesion and friction[J]. Powder Technology, 2016, 302: 414-422. |
| [28] | Blum J, Schräpler R. Structure and mechanical properties of high-porosity macroscopic agglomerates formed by random ballistic deposition[J]. Physical Review Letters, 2004, 93(11): 115503. |
| [29] | Fang Z, Qian X Y, Zhang Y Y, et al. A new discrete element method for small adhesive non-spherical particles[J]. Journal of Computational Physics, 2024, 513: 113193. |
| [30] | Baule A, Mari R, Bo L, et al. Mean-field theory of random close packings of axisymmetric particles[J]. Nature Communications, 2013, 4: 2194. |
| [31] | Donev A, Cisse I, Sachs D, et al. Improving the density of jammed disordered packings using ellipsoids[J]. Science, 2004, 303(5660): 990-993. |
| [32] | Zhou Z Y, Zou R P, Pinson D, et al. Dynamic simulation of the packing of ellipsoidal particles[J]. Industrial & Engineering Chemistry Research, 2011, 50(16): 9787-9798. |
| [33] | Gan J Q, Yu A B, Zhou Z Y. DEM simulation on the packing of fine ellipsoids[J]. Chemical Engineering Science, 2016, 156: 64-76. |
| [34] | Zhong W Q, Yu A B, Liu X J, et al. DEM/CFD-DEM modelling of non-spherical particulate systems: theoretical developments and applications[J]. Powder Technology, 2016, 302: 108-152. |
| [35] | Lu G, Third J R, Müller C R. Discrete element models for non-spherical particle systems: from theoretical developments to applications[J]. Chemical Engineering Science, 2015, 127: 425-465. |
| [36] | Zhao J D, Zhao S W, Luding S. The role of particle shape in computational modelling of granular matter[J]. Nature Reviews Physics, 2023, 5: 505-525. |
| [37] | Voth G A, Soldati A. Anisotropic particles in turbulence[J]. Annual Review of Fluid Mechanics, 2017, 49: 249-276. |
| [38] | Ruan X, Gorman M T, Li S Q, et al. Surface-resolved dynamic simulation of charged non-spherical particles[J]. Journal of Computational Physics, 2022, 466: 111381. |
| [39] | Chesnutt J K W, Marshall J S. Blood cell transport and aggregation using discrete ellipsoidal particles[J]. Computers & Fluids, 2009, 38(9): 1782-1794. |
| [40] | Alfano S, Greer M L. Determining if two solid ellipsoids intersect[J]. Journal of Guidance, Control, and Dynamics, 2003, 26(1): 106-110. |
| [41] | Chen S, Li S Q, Liu W W, et al. Effect of long-range repulsive Coulomb interactions on packing structure of adhesive particles[J]. Soft Matter, 2016, 12(6): 1836-1846. |
| [42] | Zhang T F, Chen D, Zhang Y, et al. Packing characteristics of sub-micron particles under van der Waals force and electrostatic force via discrete element method[J]. Powder Technology, 2022, 407: 117668. |
| [1] | Xiaoguang MI, Guogang SUN, Hao CHENG, Xiaohui ZHANG. Performance simulation model and validation of printed circuit natural gas cooler [J]. CIESC Journal, 2025, 76(S1): 426-434. |
| [2] | Wenfeng ZHANG, Wei GUO, Xinyu ZHANG, Haomin CAO, Guoliang DING. Model development and software implementation of the aluminum tube and aluminum fin heat exchanger [J]. CIESC Journal, 2025, 76(S1): 84-92. |
| [3] | Senqing ZHUO, Hua CHEN, Wei CHEN, Bin SHANG, Hengheng LIU, Tangtang GU, Wei BAI, Longyan WANG, Haomin CAO, Guoliang DING. Model development and software implementation for predicting APF of multi-split air conditioning system [J]. CIESC Journal, 2025, 76(S1): 370-376. |
| [4] | Kaiyuan YANG, Xizhong CHEN. Comparison of discrete element method and finite-discrete element method for simulation of agglomerate breakage [J]. CIESC Journal, 2025, 76(9): 4398-4411. |
| [5] | Peng TIAN, Zhonglin ZHANG, Chao REN, Guochao MENG, Xiaogang HAO, Yegang LIU, Qiwang HOU, Abuliti ABUDULA, Guoqing GUAN. Modeling and optimization of rectisol process based on self-heat regeneration [J]. CIESC Journal, 2025, 76(9): 4601-4612. |
| [6] | Wei ZHANG, Qiyong WU, Huazhong SUN, Shi HU, Xiaolong ZHU, Shuai KONG. Study on rebound behavior characteristics of droplets and dust particles at micron-scale [J]. CIESC Journal, 2025, 76(8): 3990-4003. |
| [7] | Xiaohong HU, Xuan XU, Houtao CHEN, Fengxian FAN, Mingxu SU. Stochastic simulation of acoustic agglomeration of fine particles in flue gas [J]. CIESC Journal, 2025, 76(8): 3964-3975. |
| [8] | Guoqing SU, Xuemei TIAN, Yan LI, Jianwen ZHANG, Zhijun ZHANG. Erosion analysis and improvement of curved-tee in pneumatic conveying system [J]. CIESC Journal, 2025, 76(8): 3894-3904. |
| [9] | Xiaowen MA, Yangfan CHENG, Shizhou LI, Ruping LIANG, Zhong'ao BAO. Effects of particle size on deflagration behaviors and temperature distribution characteristics of TiH2 dust cloud [J]. CIESC Journal, 2025, 76(8): 4341-4349. |
| [10] | Yuanshen DAI, Zhijiang SHAO, Weifeng CHEN, Ning CHEN. Dynamic prediction method of particle size distribution in ternary precursor crystallization process based on population balance equations [J]. CIESC Journal, 2025, 76(8): 4119-4128. |
| [11] | Jianwei ZHANG, Yucheng LIU, Xin DONG, Ying FENG. Preparation of calcium carbonate by bubble disturbance enhanced impinging stream co-precipitation method [J]. CIESC Journal, 2025, 76(8): 4052-4060. |
| [12] | Xinquan CHANG, Kexue ZHANG, Jun WANG, Guodong XIA. Thermophoretic forces on irregular particles in the free molecular regime [J]. CIESC Journal, 2025, 76(8): 3944-3953. |
| [13] | Shuyu WANG, Zhiliang XUE, Jing ZHU, Xin FU, Yonggang ZHOU, Yiming HU, Qunxing HUANG. Experimental study on mass and morphological character during scrap tire pyrolysis [J]. CIESC Journal, 2025, 76(7): 3459-3467. |
| [14] | Tao WANG, Guangming LI, Qiuxia HU, Jing XU. Optimization of warpage process for two-color injection products based on temporal evolution particle swarm optimization algorithm [J]. CIESC Journal, 2025, 76(7): 3403-3415. |
| [15] | Chenru ZHOU, Chenwei LIU, Zhiyuan WANG, Minhui QI, Sanbao DONG, Xiangyu WANG, Mingzhong LI. Effect of methanol and ethylene glycol on adhesion strength of methane hydrates [J]. CIESC Journal, 2025, 76(7): 3596-3604. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||