Microstructure modeling of polycrystalline particles based on force-equilibrium packing methods
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摘要: 锂离子电池正极的活性材料通常由多晶结构的颗粒构成,且构成多晶颗粒的单晶晶粒的大小、形状和取向存在极大的随机性。简单高效地针对不同活性材料多晶颗粒的微结构进行客观科学的拓扑描述,是实现合理可靠锂电池力化学建模仿真,为多晶颗粒微结构设计提供优化策略的前提。传统的晶粒建模方法通常存在计算效率底或适配程度差等问题,本文基于一种等效桁架结构和力平衡原理的颗粒堆积方法,获得稳定的粒子堆积结构,并根据粒子镶嵌的拓扑结构对多晶颗粒进行网格剖分,获得多晶颗粒的微结构模型,在保证单晶颗粒粒径分布规律的同时提高了计算效率。基于力平衡原理的颗粒堆积法根据力学原理修正每个粒子向平衡态演化时的位移,从而以更自然且更快的方式收敛到稳定的粒子堆积结构。在此基础上,利用颗粒的镶嵌拓扑结构对每个球体完成网格划分,最终完成多晶颗粒微结构的建模。最后,考虑了圆形边界下二维和三维两种计算模型,分析了不同粒径分布的颗粒堆积与多边形晶格的物理结构之间的关系。Abstract: The active material of lithium-ion battery cathode usually consists of particles with a polycrystalline structure.The constituents are primary grains whose size,shape and orientation have a great deal of randomness.Thus,it is essential to effectively complete an objective topological description of active particle microstructures,in order to conduct a reliable chemo-mechanical simulation of lithium-ion batteries and to provide guidelines for microstructure optimization.The traditional grain modeling methods usually suffer from the problems of low computational efficiency or poor fitness with a real microstructure in terms of size distribution.In this work,a random packing method based on an equivalent truss structure and force equilibrium is proposed to update the displacement of each particle according to physical principles,thus providing a more natural and faster route towards a stable particle packing structure.In addition,the paper utilizes the tessellation topology of the particles to draw the grain boundaries of the particles and finally to construct the particle microstructure.Both two-dimensional and three-dimensional models under respective spherical and circular boundaries are considered in the paper,and the relationship between particle packing with different size distributions and the physical microstructure of the particle is analyzed.
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Key words:
- particle packing /
- force-equilibrium /
- Weibull distribution /
- particle microstructure
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[1] 周恒辉,慈云祥,刘昌炎.锂离子电池电极材料研究进展[J].化学进展,1998, 10 (1):85-94.(ZHOU Heng-hui,CI Yun-xiang,LIU Chang-yan.Progress in stu-dies of the electrode materials for Li ion batteries[J].Progress in Chemistry,1998, 10 (1):85-94.(in Chinese))
[2] Xia H,Wang H L,Xiao W,et al.Properties of LiNi1/3Co1/3Mn1/3O2 cathode material synthesized by a modified Pechini method for high-power lithium-ion batteries[J].Journal of Alloys and Compounds,2009, 480 (2):696-701.
[3] Jung S K,Gwon H,Hong J,et al.Understanding the degradation mechanisms of LiNi0.5Co0.2Mn0.3O2 cathode material in lithium ion batteries[J].Advanced Energy Materials,2014, 4 (1):1300787.
[4] van Bommel A,Dahn J R.Synthesis of spherical and dense particles of the pure hydroxide phase Ni1∕3Mn1∕3Co1∕3(OH)2[J].Journal of the Electrochemical Society,2009, 156 (5):A362.
[5] Wen Z Q,Zhao Y H,Hou H,et al.First-principles study of Ni-Al intermetallic compounds under various temperature and pressure[J].Superlattices and Microstructures,2017, 103:9-18.
[6] Wang S,Zhao Y H,Guo H J,et al.Mechanical and thermal conductivity properties of enhanced phases in Mg-Zn-Zr system from first principles[J].Materials,2018, 11 (10):2010.
[7] Zhang Y M,Zhang L T,Zhao Y H.Study on structural stability,elastic and electronic properties for β-Ti under pressure based on first principles[J].Journal of Measurement Science and Instrumentation,2017, 8 (2):162-167.
[8] Raabe D,Hantcherli L.2D cellular automaton simulation of the recrystallization texture of an IF sheet steel under consideration of Zener pinning[J].Computational Materials Science,2005, 34 (4):299-313.
[9] Zhao Y H,Tian X L,Zhao B J,et al.Precipitation sequence of middle Al concentration alloy using the inversion algorithm and microscopic phase field model[J].Science of Advanced Materials,2018, 10 (12):1793-1804.
[10] 祁科武,赵宇宏,田晓林,等.取向角对小角度非对称倾斜晶界位错运动影响的晶体相场模拟[J].物理学报,2020, 69 (14):69-78.(QI Ke-wu,ZHAO Yu-hong,TIAN Xiao-lin,et al.Phase field crystal simulation of effect of misorientation angle on low-angle asymmetric tilt grain boundary dislocation motion[J].Acta Physica Sinica,2020, 69 (14):69-78.(in Chinese))
[11] Anderson M P,Srolovitz D J,Grest G S,et al.Computer simulation of grain growth-I.Kinetics[J].Acta Metallurgica,1984, 32 (5):783-791.
[12] Lyckegaard A,Lauridsen E M,Ludwig W,et al.On the use of laguerre tessellations for representations of 3D grain structures[J].Advanced Engineering Materials,2011, 13 (3):165-170.
[13] Powell M J.Computer-simulated random packing of spheres[J].Powder Technology,1980, 25 (1):45-52.
[14] Al-Raoush R,Alsaleh M.Simulation of random packing of polydisperse particles[J].Powder Technology,2007, 176 (1):47-55.
[15] Li S X,Zhao J,Zhou X.Numerical simulation of random close packing with tetrahedra[J].Chinese Physics Letters,2008, 25 (5):1724.
[16] Webb M D,Davis I L.Random particle packing with large particle size variations using reduced-dimension algorithms[J].Powder Technology,2006, 167 (1):10-19.
[17] An X Z.Densification of the packing structure under vibrations[J].International Journal of Minerals,Metallurgy,and Materials,2013, 20 (5):499-503.
[18] Hitti K,Bernacki M.Optimized Dropping and Rolling (ODR) method for packing of poly-disperse spheres[J].Applied Mathematical Modelling,2013, 37 (8):5715-5722.
[19] Shi Y,Zhang Y W.Simulation of random packing of spherical particles with different size distributions[J].Applied Physics A,2008, 92 (3):621-626.
[20] Liu G L,Thompson K E.Influence of computational domain boundaries on internal structure in low-poro-sity sphere packings[J].Powder Technology,2000, 113 (1-2):185-196.
[21] He D,Ekere N N,Cai L.Computer simulation of random packing of unequal particles[J].Physical Review E,Statistical Physics,Plasmas,Fluids,and Related Interdisciplinary Topics,1999, 60 (6):7098-7104.
[22] Clarke A S,Wiley J D.Numerical simulation of the dense random packing of a binary mixture of hard spheres:Amorphous metals[J].Physical Review B,1987, 35 (14):7350-7356.
[23] Chen Z L,Zhao Y.A quasi-physical method for random packing of spherical particles[J].Powder Technology,2022, 412:118002.
[24] Wang C,Liu G Q.On the stability of grain structure with initial Weibull grain size distribution[J].Materials Letters,2003, 57 (28):4424-4428.
[25] Gervois A,Oger L,Richard P,et al.Voronoi and radical tessellations of packings of spheres[A].Computational Science — ICCS 2002[C].2002.
[27] Persson P O,Strang G.A simple mesh generator in MATLAB[J].SIAM Review,2004, 46 (2):329-345.
[28] Ding X.Research on collision detection algorithm based on combined bounding box[J].Advanced Materials Research,2014, 912-914:1353-1356.
[29] Rycroft C H.VORO++:A three-dimensional voronoi cell library in C++[J].Chaos,2009, 19 (4):041111.
[30] Yang A,Miller C T,Turcoliver L D.Simulation of correlated and uncorrelated packing of random size spheres[J].Physical Review E,Statistical Physics,Plasmas,Fluids,and Related Interdisciplinary Topics,1996, 53 (2):1516-1524.
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