Skip to main content
Philosophical transactions. Series A, Mathematical, physical, and engineering sciences logoLink to Philosophical transactions. Series A, Mathematical, physical, and engineering sciences
. 2020 Apr 13;378(2171):20190243. doi: 10.1098/rsta.2019.0243

The shape of dendritic tips

Dmitri V Alexandrov 1, Peter K Galenko 1,2,
PMCID: PMC7202770  PMID: 32279631

Abstract

The present article is focused on the shapes of dendritic tips occurring in undercooled binary systems in the absence of convection. A circular/globular shape appears in limiting cases of small and large Péclet numbers. A parabolic/paraboloidal shape describes the tip regions of dendrites whereas a fractional power law defines a shape behind their tips in the case of low/moderate Péclet number. The parabolic/paraboloidal and fractional power law shapes are sewed together in the present work to describe the dendritic shape in a broader region adjacent to the dendritic tip. Such a generalized law is in good agreement with the parabolic/paraboloidal and fractional power laws of dendritic shapes. A special case of the angled dendrite is considered and analysed in addition. The obtained results are compared with previous experimental data and the results of numerical simulations on dendritic growth.

This article is part of the theme issue ‘Patterns in soft and biological matters’.

Keywords: dendrites, boundary integral method, heat and mass transfer, phase transformations, dendritic tips

1. Introduction

A tree-like structure containing the main trunk and lateral branches that evolves in undercooled melts and supersaturated solutions is called a dendrite. The dendritic configuration of the solid material represents one of the main formations appearing during the phase transformation process from a metastable liquid state. A valuable investigation of dendritic patterns growing from supersaturated or undercooled liquids was overviewed in the works [1,2].

One of the main parameters that determine the properties of solid materials obtained by means of such phase transformations are the dendrite tip diameter, its growth velocity and the shape of the tip region. The first two of them can be found using the solvability theory (see, among others, [310]) while the last one to date represents a difficult task for research studies.

The first attempt to find a shape of the steady-state dendrite growing in the undercooled melt was made by Ivantsov [11,12] (see also [13]). He found the shape in the form of a parabolic crystal in the two-dimensional case and of a symmetric paraboloidal crystal in the three-dimensional case. Then his theory was extended to the steady-state shape of dendritic crystal in the form of elliptical paraboloid [1416]. An important point is that all of these solutions describe only the tip region of dendrites, which is of the order of their tip diameters. At larger distances from the dendritic vertex, the shape of the tip region changes drastically. Namely, as is shown in computations and analytical works [1720], the tip shape is described by scaling having exponents 5/3 and 3/2, or lying closely to them. A transition region between the parabolic/paraboloidal tip and the power-dependent adjacent surface of a steady-state dendrite has never been described. This subject represents one of the main purposes of the present article. In addition, a theoretical description of circular/globular shapes and angled dendritic tips is developed below. Also, we arrange the possible tips of dendritic shapes in relation to the growth Péclet number. The developed theory is supported by mathematical derivations given in the appendixes.

A main goal of this article is to write a short overview for finally obtaining a unified analytical description of the dendritic tip that sews together the known solutions at the tip and close to it. In considering the dendritic tips, we especially analyse the case of angled dendrites appearing from the boundary integral method. This method allows us to obtain solutions for the free-boundary problems [2126]. These shapes are discussed in the present work for weakly anisotropic dendrites in a wide range of undercooling. They are summarized in figure 1, where parabolic (a), angled (b), spherically globular (c) and angled globular (d) crystals are presented.

Figure 1.

Figure 1.

Various shapes of dendritic tips. Here, ρ is the dendrite tip diameter, x and z are the coordinate axes, δ is a constant power equal to 5/3 (for the two-dimensional growth of parabola) and 3/2 (for the three-dimensional growth of paraboloid) as defined in the text, and H is a characteristic distance determining the changes in the shape scaling. (Online version in colour.)

2. Tip shapes obtained from the boundary integral theory

The evolution of a solid–liquid interface in a binary undercooled melt can be described by a single integro-differential equation following from the boundary integral method [27,28]

Qm0cp[ΔdcρKβV(1+ζ(x,t)t)IζT]Cl=IζC, 2.1

where ζ(x, t) represents the interface function, and x and t are the spatial and time variables. Here, Q and cp stand for the latent heat of phase transition and the specific heat, respectively, m0 is the liquidus slope, Δ = (Tf − Tl) cp/Q is the melt undercooling, Tf is the phase transition temperature for a planar solid–liquid interface, Tl and Cl are the temperature and solute concentration far from the phase transition interface, ρ is a characteristic length scale of the moving interface (e.g. the diameter of a dendritic tip), β is the anisotropic kinetic coefficient, V is the steady-state growth rate and K is the interface curvature, which is defined by

K(ζ)=2ζ/x2[1+(ζ/x)2]3/2andK(ζ)=[ζ1+(ζ)2] 2.2

in the two- and three-dimensional geometry, respectively. The temperature and solute concentration boundary integrals IζT and IζC take the form [27,28]

IζT=PTn/20dτ(2πτ)n/2Ω[1+ζ(x1,tτ)t]exp[PT2τΣ(x,x1,t,τ)]dn1x1,IζC=(1k0)PCn/20dτ(2πτ)n/2ΩCi(x1,tτ)×[1+ζ(x1,tτ)t]exp[PC2τΣ(x,x1,t,τ)]dn1x1andΣ(x,x1,t,τ)=|xx1|2+[ζ(x,t)ζ(x1,tτ)+τ]2,Ci(x,t)=IζC+Cl.} 2.3

Here, k0 is the partition coefficient, PT = ρV/(2DT) and PC = ρV/(2DC) are the thermal and solutal Péclet numbers, DT and DC are the thermal and solutal diffusivities, n = 2 and n = 3 in two- and three-dimensional cases, respectively. Note that the vector x has two spatial coordinates x and y in three dimensions, x = (x, y), and the integration area Ω extends from minus to plus infinity in all its directions.

Expressions (2.1)–(2.3) are written in the dimensionless form which is used in the whole text of the present work.

(a). The circular and globular tip shapes at small and large Péclet numbers

To determine the circular and globular tip shapes (figure 1c), we use the fact that the thermal (IζT) and solutal (IζC) boundary integrals asymptotically vanish in two limiting cases of small (PT → 0 and PC → 0) and large (PT → ∞ and PC → ∞) Péclet numbers. Indeed, we have from the boundary integral equation (2.1) in the steady-state crystallization regime (when the interface function ζ does not depend on time)

Qm0cp[ΔdcρKβV]=Cl. 2.4

Now, expressions (2.2) and (2.4) determine the shape of a solid–liquid interface. Note that they can be easily integrated in both two- and three-dimensional geometries under consideration. For the sake of simplicity, we will not dwell on this point here and refer the reader to our previous review article (see §7 in [28]). The main result following from these limiting cases is that the dendritic shape represents the circular (2D case) and globular (3D case) shapes in small and large Péclet number limits. The branches of these shapes are determined as [28]

ζ(x)=ζ0+1B1(C0Bx)2andζ(x,y)=ζ0+2B1(CxBx2)2(CyBy2)2} 2.5

in two- and three-dimensional processes, respectively. Here ζ0, C0, Cx and Cy are constants, and

B=ρdc(ΔβV+m0ClcpQ).

(b). The parabolic and paraboloidal tip shapes (Ivantsov solutions)

To determine the parabolic and paraboloidal shapes, (figure 1a), the boundary integrals (2.3) can be explicitly evaluated if the dendritic tip represents a parabolic (in 2D case) or paraboloidal (in 3D case) shape and dendritic growth occurs in the steady-state manner when ∂ζ/∂t in (2.1) and (2.3) vanishes. To do this, we must change the variable of integration as

ω=(xx1)22τin 2Dandω=(xx1)22τ,z1=yy1xx1in 3D} 2.6

and carry out mathematical manipulations lying beyond the scope of this section (see, for details, [29,30] and appendix A). Omitting the mathematical details, we obtain

IζT=πPT2aexp(PT2a)erfc(PT2a)andIζC=(1k0)Clf~(PC)1(1k0)f~(PC),f~(PC)=πPC2aexp(PC2a)erfc(PC2a)} 2.7

for the two-dimensional dendritic growth with the interface function ζ(x) = ax2 + bx + c (a < 0), and

IζT=PT2aexp(PT2a)1exp(PTη2a)dηηandIζC=(1k0)Clg~(PC)1(1k0)g~(PC),g~(PC)=PC2aexp(PC2a)1exp(PCη2a)dηη} 2.8

for the three-dimensional dendritic growth with the interface function ζ(x, y) = a(x2 + y2) + b(x + y) + c (a < 0). Here a, b and c represent the constants that determine the parabolic (paraboloidal) shapes.

Now neglecting the curvature term in equation (2.1) and using the boundary integrals (2.7) or (2.8), we come to the following expression that defines the melt undercooling ahead of the growing dendritic tip with allowance for the steady-state regime

Qm0cp[ΔβVIζT]Cl=IζC. 2.9

Expression (2.9) describes the two- and three-dimensional solidification regimes in which IζT and IζC are given by formulae (2.7) or (2.8).

Thus, the parabolic (paraboloidal) shapes found for the first time by Ivantsov represent approximate solutions of the boundary integral equation (2.1). These solutions well work in those parametric regions where the interface curvature (2.2) is small enough so that the term dcK/ρ does not give a sufficient contribution in the square brackets of expression (2.1).

(c). Angled tips of dendrites

The boundary integrals (2.3) can also be evaluated if we are dealing with the case of so-called angled dendrites (figure 1b). This case describes a spike shape of two- and three-dimensional dendritic tips frequently met in various applications. As before, for the sake of clearer presentation, we refer to the mathematical treatments given in appendix B. The final result at x → 0 and y → 0 (near the dendritic tip) can be obtained in the form of

IζT=2πarctan(1a),IζC=(1k0)ClIζT1(1k0)IζT,a<0 2.10

for a two-dimensional angled dendrite with the interface function ζ(x) = a|x| + b (a < 0), and

IζT=1π1+a20{0exp[(1+κ)ω]erfc[ωχ]dx1}dωωandIζC=(1k0)ClIζT1(1k0)IζT,χ(x1,ω)=a(ax1/(2ω))1+a2,κ(x1,ω)=χ2(x1,ω)a2,a<0} 2.11

for a three-dimensional angled dendrite with the interface function ζ(x, y) = a(|x| + |y|) + b (a < 0). Here, the constants a and b describe a shape of angled dendrites. It is important to emphasize that the thermal and concentration integrals (2.10) and (2.11) are independent of the Péclet numbers PT and PC in the case of two- and three-dimensional angled dendrites.

Note that, due to the sharp tip of the angled dendrite, its interface curvature is absent and the boundary integral (2.1) determines the melt undercooling ahead of the dendritic tip (where IζT and IζC are defined by formulae (2.10) and (2.11)). The obtained angled tips of dendrites differ considerably from their faceted tips. The angled dendrite appears as a solution of boundary integral that exists in a whole range of undercooling and for any value of crystalline anisotropy. Faceted dendrites are formed due to increased anisotropy of interface energy which predominantly acts in the smallest and intermediate range of undercooling.

Thus, the thermal and solutal boundary integrals, IζT and IζC, can be analytically evaluated to obtain circular/globular, parabolic/paraboloidal and angled dendritic shapes. The next paragraph is concerned with the shapes of tip regions of growing dendrites obtained by means of computer simulations.

3. Dendritic shapes obtained from computations

Real dendritic crystals represent complex branching patterns whose shape differs from ideal shapes described in the previous section. If we are dealing with a wide range of possible Péclet numbers the shape of tip regions differs from Ivantsov parabolas (paraboloids) in close proximity to the dendrite tips. To find such shapes, we need to use more complex mathematical tools than purely analytical techniques, which are based on computer simulations of spatial and time scalings of dendritic tips in the same way as was done in pioneering articles by Almgren, Dai & Hakim [17] (two-dimensional dendrites) and Plapp & Karma [18] (three-dimensional dendrites). Below we briefly discuss their results in terms of dendritic shapes.

(a). Two-dimensional dendrites

Using the boundary integral theory and direct numerical simulations, Almgren et al. [17] showed that the two-dimensional dendritic arms develop in such a manner that their lengths and widths grow in time as td3/5 and td2/5, respectively (here, td designates the dimensionless time variable). Then, using this scaling behaviour, Brener showed that the shape of dendritic tips takes the form [19,20]

zB(x)=α|x|5/3, 3.1

where α is a constant, and zB and x represent the spatial coordinates along to and perpendicular to the direction of dendritic tip’s growth, respectively.

It is significant that experiments carried out by Bisang & Bilgram [31] confirm the shape given by expression (3.1). Namely, they showed that the Ivantsov solutions (parabolas or paraboloids) work only very near to the dendritic tip regions. As the distance from the tip becomes of the order of dendritic diameter ρ, a dendritic shape becomes in agreement with the shape (3.1).

(b). Three-dimensional dendrites

A novel computational method based on a multiscale random-walk algorithm was developed by Plapp & Karma [18] to simulate three-dimensional dendritic growth. They showed that the scaling law (3.1) must be changed in the case of three-dimensional axisymmetric dendritic growth by the following formula:

zPK(x)=α|x|3/2, 3.2

where all designations correspond to expression (3.1) and x represents the spatial coordinate of a symmetrically growing dendrite.

Physically, the scaling laws (3.1) and (3.2) are different due to the fact that the tip velocity is much larger in the three-dimensional case than in the two-dimensional case. The latter is caused by the fact that the heat- and mass transfer equations, as well as boundary conditions in 3D and 2D, have a different form, which is dictated by various Lamé coefficients [32,33].

To conclude this section, we stress the fact that the Ivantsov solutions work only at the dendritic tip and in a very small vicinity around the tip, but the scaling laws (3.1) and (3.2) determine the shape of the neighbouring area to the dendrite tip.

4. Sewing together various tip shapes

In this section, we present the analytical expressions for dendritic shapes obtained by the method of sewing together two different solutions: the Ivantsov parabolic shape (paraboloidal shape in three dimensions) valid at the dendritic tip and the power law (3.1) (or the power law (3.2) in three-dimensional case) valid at a distance of the order of several tip diameters from the dendritic vertex.

(a). Two-dimensional dendritic shapes

Let us now sew together the two-dimensional Ivantsov solution zIv(x) = −x2, which formally takes place at small arguments x → 0, and the power shape (3.1), which is valid at increased values of the argument x (or formally at x ≫ 1). Keeping this in mind, assuming for simplicity that α = −1 (this can always be done by rescaling [31]), and choosing the fractional function for sewing, we finally obtain

zAG(x)=bS(x)x2+bL(x)|x|5/3bS(x)|x|1/3+bL(x)|x|1/3two-dimensional dendrite, 4.1

where bS(x) and bL(x) are the arbitrary functions satisfying the formal sewing conditions

bS(x)0,bL(x)1atx0andbS(x)1,bL(x)0,atx1.} 4.2

It is significant to note the limiting cases of small and large values of x following from the generalized expression (4.1). Namely, if x is small enough, we come to the Ivantsov solution

zAG(x)bL(x)|x|5/3bL(x)|x|1/3=x2,x0. 4.3

On the other hand, if x is large enough, we arrive at Brener’s solution

zAG(x)bS(x)x2bS(x)|x|1/3=|x|5/3,x1. 4.4

Let us now write out possible functions bS(x) and bL(x), which satisfy the sewing conditions (4.2) and, what is more important, lead to a good approximation of dendritic shape for a broad range of x. Indeed, we can simply choose them as

bS(x)=exp(1x2k)andbL(x)=exp(x2k), 4.5

where k is a positive integer which determines the smoothness of the transition from Ivantsov’s solution to Brener’s solution.

Figure 2 compares the solution (4.1) for the dendritic shape with two previously known asymptotic solutions presented by Ivantsov zIv(x) and by Brener zB(x). As is easily seen, zAG(x) (green dots) merges with the Ivantsov function zIv(x) (blue dashed line) at small x in the dendritic tip region (compare the dotted and dashed lines shown in figure 2a). When x becomes large enough, zAG(x) (green dots) actually coincides with the Brener function zB(x) (red solid line), which describes the shape at some distance from the dendritic vertex (compare the dotted and solid lines illustrated in figure 2c). The intermediate region, where the shape changes from the Ivantsov solution to the Brener one, is demonstrated in figure 2b. Here, we can easily see that the new function zAG(x) (green dots) smoothly changes the shape function from zIv(x) (at the tip region) to zB(x) (at some distance from it). Thus, the function (4.1) describes the shapes of two-dimensional dendrites in a broad diapason of spatial coordinates ranging from a tip region to a peripheral one. The latter is shown by the tail region in figure 1a.

Figure 2.

Figure 2.

Dendritic shapes given by the Ivantsov solution zIv(x) = −x2 (blue dashed line), the Brener solution zB(x) (red solid line, expression (3.1)), and the generalized solution zAG(x) (green dotted line, expression (4.1)). The Ivantsov and Brener functions, respectively, describe the shape of dendrite very near to its vertex (a) and at some distance from it (c). The intermediate region (b) as well as two regions shown in (a) and (c) are well described by the zAG(x)-solution plotted at k = 3. (Online version in colour.)

(b). Three-dimensional dendritic shapes

Let us now consider some cross-section of a symmetrically growing three-dimensional dendrite so that the problem reduces to the two-dimensional case, where the tip region is described by the Ivantsov function zIv(x) = −x2, and the region behind its tip is defined by the Plapp & Karma shape (3.2) with α = −1. The rotation of these functions around the growth axis of the dendrite, which passes through its vertex, determines the axisymmetric surface of rotation. This case can be studied by analogy with the two-dimensional dendritic growth. Indeed, sewing together functions zIv(x) and zPK(x), we arrive at

zAG(x)=bS(x)x2+bL(x)|x|3/2bS(x)|x|1/2+bL(x)|x|1/2three-dimensional dendrite, 4.6

where, as before, bS(x) and bL(x) satisfy the sewing conditions (4.2). Note that this function respectively tends to the Ivantsov and Plapp-Karma solutions in the limiting cases of small and large arguments, that is

zAG(x)bL(x)|x|3/2bL(x)|x|1/2=x2,x0andzAG(x)bS(x)x2bS(x)|x|1/2=|x|3/2,x1.} 4.7

The functions bS(x) and bL(x) can be chosen accordingly to expressions (4.5).

The behaviour of three-dimensional solutions is shown in figure 3. Here, figure 3a demonstrates a dendritic cross-sectional area (intermediate region only) in accordance with the Ivantsov function, zIv(x) = −x2, the Plapp and Karma function (3.2), and the generalized solution (4.6). As is seen, the generalized solution agrees well with two asymptotic regimes. The behaviour of solutions in the rest regions (near a dendritic vertex and far from it) is completely analogous to the two-dimensional case (figure 2a,c). Figure 3b illustrates the shape of a three-dimensional dendrite obtained by means of rotation of the generalized solution (4.6) around the growth axis z. As in the two-dimensional case, the solution (4.6) describes well all previously known shapes of three-dimensional dendritic growth derived by Ivantsov, Plapp and Karma.

Figure 3.

Figure 3.

(a) Dendritic shapes given by the Ivantsov solution zIv(x) = −x2 (blue dashed line), the Plapp & Karma solution zPK(x) (red solid line, expression (3.2)) and the generalized solution zAG(x) (green dotted line, expression (4.6)) in the intermediate region. The Ivantsov and Plapp-Karma functions, respectively, describe the shape of dendrite very near to its vertex and at some distance from it. (b) A three-dimensional shape plotted according to the generalized solution zAG(x) at k = 3, (expression (4.6)). (Online version in colour.)

(c). Two- and three-dimensional dendritic shapes: a generalized law

The two- and three-dimensional dendritic shapes (4.1) and (4.6) can be generalized and written out as a single law determining the shape of dendrites near their tip regions in the form of

zAG(x)=bS(x)x2+bL(x)|x|(92n)/(5n)bS(x)|x|1/(5n)+bL(x)|x|15ntwo- and three-dimensional dendrites, 4.8

where n = 2 and n = 3 for two- and three-dimensional dendritic shapes. Note that bS(x) and bL(x), as before, satisfy the sewing conditions (4.2) and can be chosen accordingly to expressions (4.5).

5. Discussion and conclusion

The aforementioned shapes of dendritic tip regions are summarized in table 1. Let us briefly discuss below the main points following from our analysis.

Table 1.

Summary of known shapes near dendritic tips (here α is a shape constant). Here, we treat PT103 as small, PT ∼ 10−3 − 10−2 as moderate, and PT102 as high Péclet numbers.

2D/3D shapes limitation theory experiments or computations
circular/globular vanishing Péclet §2a [3438]
anisotropic globular vanishing Péclet §2a [34,3741]
parabolic/paraboloidal, low/moderate Péclet, §2b, [35,4244]
z = αx2, z = α(x2 + y2) zero surface tension [15,27,45,46]
power, low/moderate Péclet [1719] [31,47,48]
z = α|x|5/3, z = α|x|3/2
angled, §2c [49,50]
z = α|x|, z = α(|x| + |y|)
anisotropic globular highest Péclet [28,51] [3638,41]
circular/globular highest Péclet [28,51] [37,38,41]
generalized power, low/moderate Péclet §4 sewed limits are tested
(4.1), (4.6), (4.8) in [31,35,4244,47]

First of all, the boundary integral (2.1) has an identical asymptotic solution in two cases of small and great Péclet numbers PT and PC. Indeed, if PT → 0 and PC → 0 (or PT → ∞ and PC → ∞), the thermal and concentration integrals IζT and IζC vanish and equation (2.1) can be explicitly integrated. Namely, its integration leads to a circular/globular shape given by expression (2.5). This law describes the crystals that are capable of nucleating and growing in the bulk of undercooled melt or supersaturated solution.

In the second instance, a parabolic/paraboloidal shape takes place only in the dendritic tip region at a low/moderate Pécle number if the surface tension is negligible. In addition, a characteristic distance measured from the dendrite vertex where the shape can be considered as parabolic/paraboloidal is of the order of the radius of curvature. If this is really the case, the boundary integral (2.1) should be integrated in the absence of interface curvature K that leads to the undercooling balance in the form of expression (2.9).

In the third instance, the tip surface changes its shape with increasing distance from the dendritic vertex. Namely, when we are at the greater distance (in order of magnitude) from the dendrite tip radius, the shape is described by a fractional power law. Such a power-dependent law works at the distance that is less (in order of magnitude) than several dendrite tip radii. In this region, the approximate power-law (3.1), deduced by Brener on the basis of two-dimensional computations [17], takes place. His law zB(x) = α|x|5/3 was tested against three-dimensional experimental data on xenon dendrites by Bisang & Bilgram [31] and on succinonitrile dendrites grown in microgravity conditions by Li & Beckermann [47]. Their works show that the power law (3.1) works well behind the tip region. What is more, three-dimensional computations of dendritic growth carried out by Plapp & Karma [18] lead to another power-dependent law zPK = α|x|3/2. As we know, their law has never been tested against experiments or numerical simulations. However, both powers 5/3 and 3/2 lie close to each other and the difference between them can be of the order of experimental or computational error. In this respect experiments with three-dimensional chemical dendrites grown from supersaturated aqueous solutions NH4Cl show that the shape of the region around the dendrite tip also has the power of 5/3 [52]. More accurate studies of the feasibility of the aforementioned power-laws in a broad range of growth regimes represent a challenging problem for future investigations.

In the fourth instance, the power laws suggested by Brener (computed/derived in 2D and verified in 3D) and by Plapp & Karma (computed in 3D) that are valid at some distance from the dendritic vertex have been sewed together with the parabolic/paraboloidal shapes valid in the vertex region only (section 4). We show that our solutions (expressions (4.1) and (4.6)) coincide well with the parabolic/paraboloidal shapes in the tip region and with the aforementioned power laws behind it. In addition, a generalized power law (4.8) joining together the two- and three-dimensional cases is found. Checking the feasibility of generalized power shapes (4.1), (4.6) and (4.8) in future experiments and numerical simulations is an additional challenging task.

In the last instance, we demonstrate that the boundary integral theory contains the angled-type dendrites as possible solutions of two- and three-dimensional problems (§2c). Taking into account previous theory and simulations [49,50], we are able to conclude that such dendrites grow at certain undercoolings that determine their tip angles. It is remarkable that the angled dendrites exist as the solutions of the boundary integral method in a whole spectrum of undercoolings (small, moderate and high). In this respect, one can mention the experimental work of Maurer et al. [53], where the so-called facetted dendrites of NH4Br crystals were obtained for vanishing growth velocities, i.e. smallest supersaturation. Usually, facetted dendrites appear due to the high anisotropy of surface energy or atomic kinetics. However, dendrites that are grown from the aqueous solution of NH4Br should exhibit small anisotropy of interface properties (surface energy and growth kinetics). Therefore, one can also attribute these experimental data from Maurer et al. to the case of growth of angled dendrites at vanishing supersaturation. More detailed studies of such angled structures are also required in the future to establish their properties and growth laws.

Concluding this section, let us especially emphasize that the present article does not represent a comprehensive review of possible tip shapes appearing in dendritic growth. So, for example, such phenomena as convection, local non-equilibrium effects, gravitational and electromagnetic fields, and chemical interaction between atoms that completely change the growth conditions and dendritic shapes can be included in the further analysis. Questions related to the shape of dendrites away from their tip regions, splitting of their tips, morphological instability and sidebranches in dendritic growth lie outside the scope of the present article as well.

Appendix A. Boundary integrals for parabolic and paraboloidal dendrites

The thermal and concentration integrals IζT and IζC from (2.3) in the case of steady-state dendritic growth can be written as (Ci=Cl+IζC)

IζT=PT0dτ2πτexp[PT2τΣ(x,x1,τ)]dx1,IζC=(1k0)PC0dτ2πτCi(x1)exp[PC2τΣ(x,x1,τ)]dx1andΣ(x,x1,τ)=(xx1)2+[ζ(x)ζ(x1)+τ]2,} A 1

in the case of two-dimensional growth, and

IζT=PT3/20dτ(2πτ)3/2exp[PT2τΣ(x,x1,τ)]d2x1,IζC=(1k0)PC3/20dτ(2πτ)3/2Ci(x1)exp[PC2τΣ(x,x1,τ)]d2x1andΣ(x,x1,τ)=|xx1|2+[ζ(x)ζ(x1)+τ]2,} A 2

in the case of three-dimensional growth.

(a) Two-dimensional case (parabola)

Now we seek for a solution of integrals (1) if the interface function is given by a parabola

ζ(x)=ax2+bx+c, A 3

where a < 0, b, c are the constants. Now substituting ζ(x) from (3) into (1), and replacing τ by ω

ω=(xx1)22τ,

we arrive at

IζT=PT2π0dωωexp[PTω(1+(a(x+x1)+b+xx12ω)2)]dx1. A 4

Changing again the variable of integration

z=PTω(a(x+x1)+b+xx12ω),

in (4), we integrate IζT and come to the following expression:

IζT=PT2π0exp(PTω)dωω(aω1/2). A 5

Taking into account that [54]

0exp(qα)αdα=πq,q>0, A 6

we can integrate expression (5) if a = 0 as

IζT=1,a=0. A 7

Assuming that a ≠ 0 and rewriting (5) as

IζT=1PTπa0ωexp(PTω)dωaω1/2, A 8

we can evaluate this integral by means of the following formula [54]

uαuαexp(μα)dα=πμexp(μu)πuerfc(uμ),u>0,Re(μ)>0.

This enables us to write down (7) and (8) in the form of

IζT={πPT2aexp(PT2a)erfc(PT2a),a<01,a=0 A 9

Note that if a = −1/2, the thermal integral (9) becomes

IζT=PTexp(PT)1exp(PTυ)dυυ, A 10

which is identical to expressions (30) in [27] and (5.1) in [28].

The second integral IζC in (1) describing the binary systems can be found in the same manner as IζT. Indeed, changing PT by PC and keeping in mind the constant term (1 − k0)Ci, we get from formulae (A1)

IζC=(1k0)Cif~(PC) A 11

and

f~(PC)={πPC2aexp(PC2a)erfc(PC2a),a<01,a=0. A 12

To find the solute concentration at the solid–liquid interface Ci=Cl+IζC, we combine this formula with (11) and (12). The result takes the form

Ci=Cl1(1k0)f~(PC), A 13

which is identical to formulae (34) in [27] and (5.8) in [28] if a = −1/2.

(b) Three-dimensional case (paraboloid of revolution)

Let us assume that the interface function is given by an axisymmetric paraboloid

ζ(x,y)=a(x2+y2)+b(x+y)+c, A 14

where a < 0, b and c are again constants. Changing the integration variables ω and y1 in the thermal integral (A2) as

ω=(xx1)22τandyy1=(xx1)z1, A 15

we rewrite IζT in the form of

IζT=12(PTπ)3/20dωωexp[PTω(1+z12)]dz1a+az12(2ω)1exp(PTωu2)du, A 16

where

u=a(x+x1)+b(1+z1)+az1[2y(xx1)z1]+xx12ω.

Keeping in mind that [54]

0exp(μ2v2)dvv2+β2=π2βerfc(βμ)exp(β2μ2),

we rewrite (A16) in the following form:

IζT=PTaexp(PT2a)1/(2a)erfc[PTw]dww2+(2a)1,w=ω(2a)1. A 17

Let us introduce the additional parameter α=PT to simplify the integral (17) such that the auxiliary function and its derivative are

J(α)=1/(2a)erfc[αw]dww2+(2a)1,J(α)=exp[α2(1+(2a)1)]π1exp[α2γ]dγγ1,

where γ = w2 + 1 + (2a)−1. The integral entering in the right-hand side of J(α) takes the form [54]: πexp(α2)/α. This enables us to rewrite J(α) as

J(α)=1αexp[α22a].

Integrating J(α) with allowance for the boundary condition J(α) → 0 within the limit α → ∞, we arrive at

J(α)=αexp[ν22a]dνν.

Combining J(α) and (A17) and changing the variable as ν=PTη, we come to the following expression:

IζT=PT2aexp[PT2a]1exp[PTη2a]dηη, A 18

which is identical to formulae (31) in [27] and (5.5) in [28] if a = −1/2.

If a = 0, the integral (18) can be found directly from (16) as IζT=1 at a = 0. Keeping this in mind, IζT reads as

IζT={PT2aexp[PT2a]1exp[PTη2a]dηη,a<01,a=0. A 19

To easily evaluate IζC, we should again change PT by PC and take into consideration the constant concentration difference (1 − k0)Ci. This enables us to express IζC as

IζC=(1k0)Cig~(PC) A 20

and

g~(PC)={PC2aexp[PC2a]1exp[PCη2a]dηη,a<01,a=0. A 21

The solid–liquid concentration Ci=Cl+IζC in this case is found by means of formulae (20) and (21) in the form of

Ci=Cl1(1k0)g~(PC), A 22

which is identical to formulae (34) in [27] and (5.8) in [28] for a = −1/2.

Appendix B. Boundary integrals for angled dendrites

(a) Two-dimensional case

Let us assume that a two-dimensional angled dendrite with the interface function ζ(x) = a|x| + b (a < 0 and b represent constants) evolves in a two-component liquid with a constant velocity. To evaluate the thermal integral in (2.3), we divide it into two contributions, i.e.

IζT=PT0dτ2πτ(0+0)exp[PT2τΣ(x,x1,τ)]dx1. B 1

The first of these integrals with respect to x1 changing from 0 to ∞ can be calculated by means of the following interface function ζ(x1) = ax1 + b, and

Σ(x,x1,τ)=(xx1)2+[a(xx1)+τ]2.

Replacing the variable of integration in (B1) with respect to τ as ω = (x − x1)2/(2τ) and substituting u instead of x1 as u=PTω[a+(xx1)/(2ω)], we come to the first contribution in expression (B1)

PT2π0exp(PTω)ωerfc[PTω(a+|x|2ω)]dω. B 2

The second of integrals in expression (B1) with respect to x1 changing from −∞ to 0 should be calculated with

ζ(x1)=ax1+bandu=PTω(xx12ωa).

The final result coincides with (B2). Keeping this in mind, the thermal integral (B1) takes the form

IζT=PTπ0exp(PTω)ωerfc[PTω(a+|x|2ω)]dω. B 3

The integral (B3) can be simplified in the dendritic tip region |x| → 0 as

IζT=PTπ0exp(PTω)ωerfc(aPTω)dω=2πarctan(1a). B 4

Note that the thermal integral (B4) describing the case of two-dimensional angled dendrite does not depend on Péclet number PT = ρV/(2DT).

The concentration integral IζC from (2.3) can be evaluated in the same manner as IζT. The result is IζC=(1k0)CiIζT. Now taking into account that Ci=IζC+Cl, we get expressions (2.10).

(b) Three-dimensional case

We now evaluate the thermal integral (2.3) in the three-dimensional geometry, where the interface function for an angled dendrite is given by ζ(x, y) = a(|x| + |y|) + b (a < 0 and b are constants).

For the sake of convenience, we divide the integral IζT in (2.3) into four parts. The first of them is determined by the interface function ζ(x, y) = a(x + y) + b (x > 0, y > 0), and

Σ(x,y)=(xx1)2+(yy1)2+[a(xx1)+a(yy1)+τ]2.

Replacing τ by ω and y1 by z1 as

τ=(xx1)22ω,y1=y+(xx1)z1,

we obtain the following contribution to IζT:

PT3/22π3/200y/(xx1)exp{PTω[1+z12+(aaz1+xx12ω)2]}dz1dx1dωω. B 5

Now completing the square with respect to z1 and replacing z1 by u as

u=1+a2z1χ(x1,ω)andχ(x1,ω)=a(a+(xx1)/(2ω))1+a2,

we ultimately obtain from (B5)

PT4π1+a20{0exp[PT(1+κ(x1,ω))ω]erfc[PTω(1+a2yxx1+χ(x1,ω))]}dωω, B 6

where κ(x1, ω) = χ2 (x1, ω)/a2.

Three other contributions to IζT in (2.3) for different signs of variables x and y can be found by analogy with the aforementioned contribution. All of them coincide with the contribution (B6). Therefore, the final result should be quadrupled.

Considering further the tip region (where x → 0 and y → 0), we get from (B6)

IζT=PTπ1+a20{0exp[PT(1+κ~(x1,ω))ω]erfc[PTωχ~(x1,ω)]dx1}dωω, B 7

where

χ~(x1,ω)=a(ax1/(2ω))1+a2andκ~(x1,ω)=χ~2(x1,ω)a2.

Changing again the variables of integration as

ω=PTωandx1=PTx1,

we finally rewrite expression (B7) in the form of

IζT=1π1+a20{0exp[(1+κ)ω]erfc[ωχ]dx1}dωωandχ(x1,ω)=a(ax1/(2ω))1+a2,κ(x1,ω)=χ2(x1,ω)a2,a<0.} B 8

The concentration integral can be easily calculated in the same manner and reads as

IζC=(1k0)ClIζT1(1k0)IζT. B 9

Expressions (B8) and (B9) determining a three-dimensional angled dendrite do not depend on the Péclet numbers PT and PC. These formulae completely correspond to expression (2.11).

Data accessibility

This article does not contain any additional data.

Authors' contributions

All authors contributed equally to this study.

Competing interests

We declare we have no competing interests.

Funding

Authors thank Efim Brener and Mathis Plapp for the fruitful discussions. This work was supported by the Russian Science Foundation(grant no. 16-11-10095).

Reference

  • 1.Chernov AA. 1984. Modern crystallography III – crystal growth. Berlin, Germany: Springer. [Google Scholar]
  • 2.Kurz W, Fisher DJ, Trivedi R. 2019. Progress in modelling solidification microstructures in metals and alloys: dendrites and cells from 1700 to 2000. Int. Mater. Rev. 64, 311–354. ( 10.1080/09506608.2018.1537090) [DOI] [Google Scholar]
  • 3.Langer JS, Hong DC. 1986. Solvability conditions for dendritic growth in the boundary-layer model with capillary anisotropy. Phys. Rev. A 34, 1462–1471. ( 10.1103/PhysRevA.34.1462) [DOI] [PubMed] [Google Scholar]
  • 4.Pelcé P, Bensimon D. 1987. Theory of dendrite dynamics. Nucl. Phys. B 2, 259–270. ( 10.1016/0920-5632(87)90022-3) [DOI] [Google Scholar]
  • 5.Ben Amar M, Pelcé P. 1989. Impurity effect on dendritic growth. Phys. Rev. A 39, 4263–4269. ( 10.1103/PhysRevA.39.4263) [DOI] [PubMed] [Google Scholar]
  • 6.Barbieri A, Langer JS. 1989. Predictions of dendritic growth rates in the linearized solvability theory. Phys. Rev. A 39, 5314–5325. ( 10.1103/PhysRevA.39.5314) [DOI] [PubMed] [Google Scholar]
  • 7.Alexandrov DV, Galenko PK. 2015. Thermo-solutal and kinetic regimes of an anisotropic dendrite growing under forced convective flow. Phys. Chem. Chem. Phys. 17, 19 149–19 161. ( 10.1039/C5CP03018H) [DOI] [PubMed] [Google Scholar]
  • 8.Alexandrov DV, Galenko PK. 2017. Dendritic growth with the six-fold symmetry: theoretical predictions and experimental verification. J. Phys. Chem. Solids 108, 98–103. ( 10.1016/j.jpcs.2017.04.016) [DOI] [Google Scholar]
  • 9.Alexandrov DV, Galenko PK. 2017. Selected mode for rapidly growing needle-like dendrite controlled by heat and mass transport. Acta Mater. 137, 64–70. ( 10.1016/j.actamat.2017.07.022) [DOI] [Google Scholar]
  • 10.Alexandrov DV, Galenko PK. 2019 doi: 10.1007/978-3-030-13720-5.17. Selection criterion of stable mode of dendritic growth with n-fold symmetry at arbitrary Péclet numbers with a forced convection. In IUTAM Symposium on Recent Advances in Moving Boundary Problems in Mechanics, IUTAM Bookseries 34 (eds S Gutschmidt, JN Hewett, M Sellier), pp. 203–215. Springer, Cham. ( ) [DOI]
  • 11.Ivantsov GP. 1947. Temperature field around spherical, cylinder and needle-like dendrite growing in supercooled melt. Dokl. Akad. Nauk SSSR 58, 567–569. [Google Scholar]
  • 12.Ivantsov GP. 1952. On a growth of spherical and needle-like crystals of a binary alloy. Dokl. Akad. Nauk SSSR 83, 573–575. [Google Scholar]
  • 13.Alexandrov DV, Galenko PK. 2014. Dendrite growth under forced convection: analysis methods and experimental tests. Phys.–Usp. 57, 771–786. ( 10.3367/UFNe.0184.201408b.0833) [DOI] [Google Scholar]
  • 14.Horvay G, Cahn JW. 1961. Dendritic and spheroidal growth. Acta Metall. 9, 695–705. ( 10.1016/0001-6160(61)90008-6) [DOI] [Google Scholar]
  • 15.Ananth R, Gill WN. 1989. Dendritic growth of an elliptical paraboloid with forced convection in the melt. J. Fluid Mech. 208, 575–593. ( 10.1017/S0022112089002946) [DOI] [Google Scholar]
  • 16.McFadden GB, Coriell SR, Sekerka RF. 2000. Analytic solution for a non-axisymmetric isothermal dendrite. J. Cryst. Growth 208, 726–745. ( 10.1016/S0022-0248(99)00478-9) [DOI] [Google Scholar]
  • 17.Almgren R, Dai W-S, Hakim V. 1993. Scaling behavior in anisotropic Hele-Shaw flow. Phys. Rev. Lett. 71, 3461–3464. ( 10.1103/PhysRevLett.71.3461) [DOI] [PubMed] [Google Scholar]
  • 18.Plapp M, Karma A. 2000. Multiscale random-walk algorithm for simulating interfacial pattern formation. Phys. Rev. Lett. 84, 1740–1743. ( 10.1103/PhysRevLett.84.1740) [DOI] [PubMed] [Google Scholar]
  • 19.Brener E. 1993. Needle-crystal solution in three-dimensional dendritic growth. Phys. Rev. Lett. 71, 3653–3656. ( 10.1103/PhysRevLett.71.3653) [DOI] [PubMed] [Google Scholar]
  • 20.Brener E. 1999. Pattern formation in three-dimensional dendritic growth. Physica A 263, 338–344. ( 10.1016/S0378-4371(98)00488-9) [DOI] [Google Scholar]
  • 21.Nash GE. 1974. Capillary-limited, steady state dendritic growth, Part I — Theoretical development. NRL Report 7679, May 1974.
  • 22.Nash GE, Glicksman ME. 1974. Capillary-limited steady-state dendritic growth — I. Theoretical development. Acta Metall. 22, 1283–1290. ( 10.1016/0001-6160(74)90141-2) [DOI] [Google Scholar]
  • 23.Langer JS, Turski LA. 1977. Studies in the theory of interfacial stability — I. Stationary symmetric model. Acta Metall. 25, 1113–1119. ( 10.1016/0001-6160(77)90199-7) [DOI] [Google Scholar]
  • 24.Langer JS. 1977. Studies in the theory of interfacial stability – II. Moving symmetric model. Acta Metall. 25, 1121–1137. ( 10.1016/0001-6160(77)90200-0) [DOI] [Google Scholar]
  • 25.Saito Y, Goldbeck-Wood G, Müller-Krumbhaar H. 1988. Numerical simulation of dendritic growth. Phys. Rev. A 38, 2148–2157. ( 10.1103/PhysRevA.38.2148) [DOI] [PubMed] [Google Scholar]
  • 26.Hou TY, Lowengrub JS, Shelley MJ. 2001. Boundary integral methods for multicomponent fluids and multiphase materials. J. Comput. Phys. 169, 302–362. ( 10.1006/jcph.2000.6626) [DOI] [Google Scholar]
  • 27.Alexandrov DV, Galenko PK. 2017. Boundary integral approach for propagating interfaces in a binary non-isothermal mixture. Physica A 469, 420–428. ( 10.1016/j.physa.2016.11.062) [DOI] [Google Scholar]
  • 28.Galenko PK, Alexandrov DV, Titova EA. 2018. The boundary integral theory for slow and rapid curved solid/liquid interfaces propagating into binary systems. Phil. Trans. R. Soc. A 376, 20170218 ( 10.1098/rsta.2017.0218) [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29.Kessler DA, Koplik J, Levine H. 1988. Pattern selection in fingered growth phenomena. Adv. Phys. 37, 255–339. ( 10.1080/00018738800101379) [DOI] [Google Scholar]
  • 30.Brener EA, Mel’nikov VI. 1991. Pattern selection in two-dimensional dendritic growth. Adv. Phys. 40, 53–97. ( 10.1080/00018739100101472) [DOI] [Google Scholar]
  • 31.Bisang U, Bilgram JH. 1995. Shape of the tip and the formation of sidebranches of xenon dendrites. Phys. Rev. Lett. 75, 3898–3901. ( 10.1103/PhysRevLett.75.3898) [DOI] [PubMed] [Google Scholar]
  • 32.Lamb (Sir) H. 1945. Hydrodynamics. New York, NY: Dover. [Google Scholar]
  • 33.Kochin NE, Kibel’ IA, Roze NV. 1964. Theoretical Hydromechanics. New York, NY: Interscience. [Google Scholar]
  • 34.Ovsienko DE, Alfintsev GA, Maslov VV. 1974. Kinetics and shape of crystal growth from the melt for substances with low L/kT values. J. Cryst. Growth 26, 233–238. ( 10.1016/0022-0248(74)90251-6) [DOI] [Google Scholar]
  • 35.Huang S-C, Glicksman ME. 1981. Overview 12: fundamentals of dendritic solidification — II development of sidebranch structure. Acta Metall. 29, 717–734. ( 10.1016/0001-6160(81)90116-4) [DOI] [Google Scholar]
  • 36.Galenko PK, Herlach DH. 2006. Fractals, morphological spectrum and complexity of interfacial patterns in non-equilibrium solidification. In Complexus mundi: emergent patterns in nature (ed. MM Novak), pp. 199–208. Hackensack, NJ: World Scientific.
  • 37.Ovsienko DE, Alfintsev GA. 1975 doi: 10.1007/978-1-4684-1689-3.40. Growth forms of cyclohexanol crystals at different melt temperatures. In Growth of crystals , vol. 9 (eds NN Sheftal’, EI Givargizov), pp. 184–188. New York, NY: Consultants Bureau. ( ) [DOI]
  • 38.Fedorov OP. 2010. Crystal growth processes: kinetics, formation, inhomogeneities. Kiev, Ukraine: Naukova Dumka. [Google Scholar]
  • 39.Karma A, Rappel W-J. 1999. Phase-field model of dendritic sidebranching with thermal noise. Phys. Rev. E 60, 3614–3625. ( 10.1103/PhysRevE.60.3614) [DOI] [PubMed] [Google Scholar]
  • 40.Danilov D, Nestler B. 2004. Dendritic to globular morphology transition in ternary alloy solidification. Phys. Rev. Lett. 93, 215501 ( 10.1103/PhysRevLett.93.215501) [DOI] [PubMed] [Google Scholar]
  • 41.Nestler B, Danilov D, Galenko P. 2005. Crystal growth of pure substances: phase-field simulations in comparison with analytical and experimental results. J. Comput. Phys. 207, 221–239. ( 10.1016/j.jcp.2005.01.018) [DOI] [Google Scholar]
  • 42.Dougherty A, Gollub JP. 1988. Steady-state dendritic growth of NH4Br from solution. Phys. Rev. A 38, 3043–3053. ( 10.1103/PhysRevA.38.3043) [DOI] [PubMed] [Google Scholar]
  • 43.Karma A, Rappel W-J. 1997. Phase-field simulation of three-dimensional dendrites: is microscopic solvability theory correct?. J. Cryst. Growth 174, 54–64. ( 10.1016/S0022-0248(96)01060-3) [DOI] [Google Scholar]
  • 44.Karma A, Rappel W-J. 1998. Quantitative phase-field modeling of dendritic growth in two and three dimensions. Phys. Rev. E 57, 4323–4349. ( 10.1103/PhysRevE.57.4323) [DOI] [Google Scholar]
  • 45.Alexandrov DV, Galenko PK, Toropova LV. 2018. Thermo-solutal and kinetic modes of stable dendritic growth with different symmetries of crystalline anisotropy in the presence of convection. Phil. Trans. R. Soc. A 376, 20170215 ( 10.1098/rsta.2017.0215) [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 46.Pelcé P. 1988. Dynamics of curved fronts. Boston, MA: Academic Press. [Google Scholar]
  • 47.Li Q, Beckermann C. 1998. Scaling behavior of three-dimensional dendrites. Phys. Rev. E 57, 3176–3188. ( 10.1103/PhysRevE.57.3176) [DOI] [Google Scholar]
  • 48.Melendez AJ, Beckermann C. 2012. Measurements of dendrite tip growth and sidebranching in succinonitrile–acetone alloys. J. Cryst. Growth 340, 175–189. ( 10.1016/j.jcrysgro.2011.12.010) [DOI] [Google Scholar]
  • 49.Brener EA, Temkin DE. 1989. Dendritic growth at deep undercooling and transition to planar front. Europhys. Lett. 10, 171–175. ( 10.1209/0295-5075/10/2/014) [DOI] [Google Scholar]
  • 50.Galenko PK, Krivilyov MD, Buzilov SV. 1997. Bifurcations in a sidebranch surface of a free-growing dendrite. Phys. Rev. E 55, 611–619. ( 10.1103/PhysRevE.55.611) [DOI] [Google Scholar]
  • 51.Alexandrov DV, Titova EA, Galenko PK. 2019. A shape of dendritic tips at high Péclet numbers. J. Cryst. Growth 515, 44–47. ( 10.1016/j.jcrysgro.2019.03.008) [DOI] [Google Scholar]
  • 52.Dougherty A, Lahiri M. 2005. Shape of ammonium chloride dendrite tips at small supersaturation. J. Cryst. Growth 274, 233–240. ( 10.1016/j.jcrysgro.2004.09.065) [DOI] [Google Scholar]
  • 53.Maurer J, Bouissou P, Perrin B, Tabeling P. 1989. Faceted dendrites in the growth of NH4Br crystals. Europhys. Lett. 8, 67–72. ( 10.1209/0295-5075/8/1/012) [DOI] [Google Scholar]
  • 54.Gradshteyn IS, Ryzhik IM. 2007. Tables of integrals, series, and products. New York, NY: Academic Press. [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Availability Statement

This article does not contain any additional data.


Articles from Philosophical transactions. Series A, Mathematical, physical, and engineering sciences are provided here courtesy of The Royal Society

RESOURCES