Abstract

We have studied the chromatographic separation of solvents and dyes after deposition of a dye solution on a paper substrate. Due to their larger molecular size, dyes typically exhibit a stronger interaction with the paper constituents. Consequently, the imbibition process of the dye is usually delayed compared to that of the solvent. This impacts the achievable resolution and color homogeneity in inkjet printing. We present experiments and a comprehensive numerical model to illustrate and quantify these effects. The model accounts for the solvent evaporation, heat transfer, multicomponent unsaturated flow, and dye adsorption, as well as the presence of permeable fibers in the paper substrate. We identify the key parameters that can be tuned to optimize the pattern fidelity of the printing process.
Introduction
Chromatography is an analytical technique employed for the separation of a multicomponent liquid or gaseous sample during flow through a polymeric or porous matrix based on the different molecular interactions of the individual components with the host matrix.1 The individual components move at smaller average speeds than the solvent and accumulate into bands or peaks. The shape of the peaks and the speed of propagation contain information on specific interactions. In thin-layer chromatography, paper substrates are frequently used.2,3 In the corresponding paper-based microfluidic devices, the flow mechanism is usually based on spontaneous capillary imbibition.4,5
Printing inks are typically multicomponent solutions of colorants, surfactants, humectants, and numerous other additives in aqueous or organic solvents.6 Upon contact with paper, capillary imbibition causes the flow of the solution. While progressive absorption of the solvent into the paper is usually desirable, it is generally undesirable if the ink colorants are transported significant distances from the ink deposition zone, as this diminishes the achievable resolution of the printing process. Similarly undesirable is the chromatographic separation of dye mixtures or non-homogeneous dye concentration profiles because these degrade the color uniformity and contribute to edge mottling.
Donigian et al. studied the chromatographic retention of dyes on thin coating layers frequently used as top coats on high-quality paper types optimized for inkjet printing.7 They studied the effect of the binder concentration on coatings containing either silica or calcium carbonate nanoparticles. Sodhi et al. and Filenkova et al. applied secondary ion mass spectrometry to characterize the spatial distributions of various ink components after inkjet printing of a long line with an approximate width of 200 μm.8,9 For a coated paper, the line width is homogeneous, whereas for an uncoated paper, the line edges are ragged. In both cases, however, the dye front clearly lags behind the ink vehicle front.
Lamminmäki et al. studied the chromatographic separation of an anionic dye in thin porous layers composed of porous CaCO3 microparticles and either anionic or cationic binders.10 These materials are commonly used as coating top layers in photo-quality papers optimized for inkjet printing. The porous layer was oriented vertically and dipped into a horizontal reservoir filled with an aqueous solution of an anionic dye. Depending on whether the charges of the dye and the host matrix were of equal or opposite polarity, the retention of the dye molecules was either weak or very strong during the propagation of the water front up the porous layer.
The purpose of this paper is to present a numerical model for the imbibition and evaporation of a dye-based model ink containing a molecularly dissolved colorant in a solvent into and from paper substrates. The presence of fibers in the paper substrate is explicitly taken into account. The dye–paper interaction is described by the Langmuir-type rate equation for adsorption and desorption. The numerical simulations are complemented by experiments using anionic and cationic fluorescent dyes deposited either by drop-casting or inkjet printing.
Materials and Methods
The paper type we used was Mondi DNS HSI NF with a thickness tp = 104 μm, which contains CaCl2 to aid the inkjet print quality. We used two different fluorescent dyes: the cationic red dye Rhodamine B (Sigma-Aldrich; product number: R6626; molecular weight (MW): 479.02) and the anionic green dye fluorescein sodium salt (FSS; Sigma-Aldrich, product number: 46960, MW: 376.27). Solutions of various initial concentrations c0 were prepared with demineralized water.
For our experiments, we used two different deposition methods: drop casting using a digital syringe (Hamilton, product number: 80065, capacity: 10 μL) and inkjet deposition using a droplet-on-demand printhead (Microdrop, model MDK-140-020). The corresponding experimental setups are sketched in Figure 1a,c. In both cases, the paper substrates are mounted about 6 mm above a solid surface, that is, both sides of the paper are surrounded by air rather than being in contact with a solid surface. In the inkjet setup, the paper is mounted on a motorized translation stage, which allows moving the paper substrate laterally with a speed UIJ ranging from 0.05 to 5 mm/s. The inkjet setup and the corresponding experimental procedures are described in detail in ref (11). In the drop-casting experiments, a droplet of approximate volume of 5 μL was first formed at the nozzle of a syringe. Subsequently, the syringe was lowered using a lab jack (Thorlabs, product number: L490) until the drop made contact with the horizontal paper substrate. The syringe was maintained in this position for the entire duration of the experiment. Since it was not oriented exactly vertically, the drop footprint shape deviated from an exact circle, which explains the slightly oblong proportions of the water and dye fronts in Figure 1d.
Figure 1.
(a) Sketch of the drop-casting setup. (b) Definitions of relevant positions. (c) Sketch of the inkjet deposition setup. (d,e) Top view photographs after (d) drop casting an FSS solution (c0 = 0.025 wt %) and (e) inkjet printing an FSS line (c0 = 0.05 wt %; UIJ = 0.5 mm/s). The water and dye fronts are indicated. The scale bar in (d) applies also to (e). (f) Retardation factor Rf for Rhodamine B and FSS solutions on a Mondi DNS HSI NF paper as a function of initial concentration c0 extracted from drop-casting experiments. The insets illustrate the molecular structures of the dyes.
Figure 1d,e presents typical results of the drop-casting and inkjet deposition experiments using FSS solutions. It is clearly visible that the dye front fell behind the water front. For drop-casting experiments, we quantify this separation of the water and dye fronts by means of the retardation factor Rf defined as the ratio of the maximum propagation distances of the dye front and the water front
| 1 |
Here, Rc, Rw, and R0 are the positions of the colorant front, the water front, and the footprint radius of the dispensed droplet, as illustrated in Figure 1c. Due to drop spreading, capillary imbibition, and evaporation, these parameters are time-dependent, which motivates the use of the maximum operators. In the case of line printing, the retardation factor Rf is analogously defined as
| 2 |
where Δyc and Δyw represent the widths of the dye line and of the wet zone, respectively, as illustrated in Figure 1e. The deposition width Δy0 of the printed line is the equivalent of the parameter 2R0 in the drop-casting experiments.
In this study, we deposited much higher ink volumes per unit area of paper than is customary in inkjet printing. When the deposited ink quantity exceeds the maximum holding capacity Θtot,max ≈ 94 g/m2 of the paper substrate, the moisture content and the dye concentration will quickly equilibrate throughout the thickness direction of the paper sheet and subsequently spread along its lateral dimension in a quasi-1D fashion. This allows us to use microscopy as a non-destructive method for measuring the chromatographic separation of solvent and dye in a time-resolved fashion over large distances compared to the paper thickness. In commercial inkjet printing, the penetration depth of the colorant front is much smaller than the thickness of a paper sheet,12 such that both lateral and vertical transport must be considered. However, the governing physical mechanisms are identical.
Theoretical Model
Murali et al. and Venditti et al. developed a theoretical model for the in plane transport of moisture, surface-active solutes, and heat in thin, fibrous, and moving porous media.11,13 They assumed that at time t = 0, the transport and equilibration of moisture and colorant in the thickness direction were already complete. We adopted this model to describe the absorption and evaporation of an inkjet ink consisting of a non-surface-active colorant that is molecularly dissolved in a solvent after deposition onto a stationary horizontal sheet of paper. Below, we only list the main dynamic equations; for further details, the readers are referred to refs (11),13.
We use a Cartesian coordinate system with the x-axis parallel to the printing direction. The vertical z-axis is perpendicular to the horizontal paper sheet.
The model explicitly accounts for the presence of permeable fibers by means of a dual-porosity description. The moisture content Θf inside the fibers is assumed immobile.14 Consequently, the dynamic equation for Θf (units kg/m2) contains only flux terms but no transport terms
| 3 |
Here, spf is the pore–fiber moisture exchange rate and jev,f the evaporative flux from the fibers to the ambient atmosphere. The time evolution of the pore moisture content Θw is governed by the Richards equation,15 integrated along the thickness direction of the paper substrate11
| 4 |
where ρw and μw are the mass density and viscosity of the ink, respectively, tp is the thickness of the paper, Kw is the permeability, pw is the capillary pressure, jev,w is the evaporative flux from the pores to the ambient atmosphere, and ∇2D ≡ (∂/∂x, ∂/∂y). We assume that Kw is unaffected by the presence of the colorant. Moreover, we assume that the ink viscosity increases with dye concentration according to the empirical relation
| 5 |
where c1 = 51.4 kg/m3. Equation 5 corresponds to the material properties of aqueous solutions of Triton X-100 and is chosen merely to illustrate the generic behavior.
The evaporation process is assumed to be diffusion-limited. The total evaporative flux jev is given by
| 6 |
where ρv is the water vapor concentration at the paper surface, ρamb is the ambient water vapor concentration, and k∞ is a mass-transfer coefficient.
The total moisture content is defined as Θtot ≡ Θw + Θf. Its value for paper in equilibrium with ambient conditions is denoted Θamb. In the following, we shall also be referring to the dimensionless total moisture content defined as θtot ≡ Θtot/Θs, where Θs ≈ 77 g/m2 is the mass density of a dry paper. The maximum water holding capacity of the paper substrate is denoted Θmax. Its dimensionless variant is θmax, which is assumed to have a value of13 1.5.
The heat transfer equation is given by11
![]() |
7 |
where T is the temperature, cp,w the specific heat capacity of the ink, Φs is the heat of sorption, v⃗2D ≡ −(Kw/μw)∇2Dpw represents the in-plane components of the Darcy velocity, and kav and (ρcp)av are the averaged thermal properties of wet paper. Moreover
| 8 |
is the heat flux accounting for the heat exchange with the ambient environment and evaporative cooling. Here, h∞ = 9 W/(m2K) is the heat-transfer coefficient, Tamb is the ambient temperature, and Eev = 2.45 MJ/kg is the enthalpy of evaporation of water. The transport of the colorant is governed by the following set of equations
![]() |
9 |
| 10 |
| 11 |
Here, c and cf are the colorant concentrations (units kg of dye per cubic meter of ink) in the pores and fibers, respectively, and Cad is the adsorbed colorant concentration (units kg of dye per kg of paper). The term ΘwD2D∇2Dc in eq 9 accounts for the diffusion and dispersion of the colorant. The dye in the fibers is assumed to be immobile. The term epf represents the pore–fiber exchange rate. There is no evaporative solute flux term because the colorant is assumed to be non-volatile. Evaporation-induced concentration increases are, however, accounted for, as a decrease in Θw automatically leads to a proportional increase in c. The right-hand side of eq 11 is the adsorptive flux
| 12 |
which corresponds to the Langmuir adsorption isotherm16 with adsorption and desorption rate constants kad and kde, respectively, and sorption capacity C∞. The parameter cref = 0.15 kg/m3 is introduced merely such that kad and kde have the same dimensions. The adsorption process described by eq 12 is completely reversible, that is, flushing with pure water will eventually desorb the colorant completely.
Boundary Conditions and Initial Conditions
We performed one- (1D) and two-dimensional (2D) numerical simulations using the computational domains in Figure 2a,b. The corresponding initial conditions (ICs) are depicted as the blue curve in Figure 2a and the red distribution in Figure 2b. At time t = 0, we assume that imbibition of the ink in the thickness direction of the paper is already complete and that no ink is left on top of the paper. The water fronts and colorant fronts still coincide, that is, we assume that no adsorption has occurred, yet. Moreover, we assume that the water in the pores is in capillary equilibrium with the water in the fibers.
Figure 2.
Sketch of the computational domains for the (a) 1D and (b) 2D simulations.
The blue curve in Figure 2a corresponds to the cross section of a printed line, as depicted in Figure 1e. The computational domain extends from the center of the printed line y = 0 to y = L, where L is chosen sufficiently large such that the water front never reaches the right boundary prior to complete evaporation. Consequently, the boundary conditions (BCs) at y = 0 correspond to mirror symmetry or no-flux conditions, that is, the y-derivatives of all quantities vanish there
| 13 |
At the right boundary y = L, all quantities take their ambient values far away from the deposition zone, that is
| 14 |
The 2D simulations consider the line formation in inkjet printing, that is, the deposition of a 1D array of individual droplets that will eventually merge. The individual droplets give rise to a periodic moisture distribution of period Δxc–c = 2αRdrop, where each period consists of a circular segment of radius Rdrop. Typically, inkjet droplets are printed with a non-zero overlap, that is, the value of α is smaller than 1. Due to the inherent symmetries, the computational domain needs to span only half a period in the x-direction, as indicated by the black rectangle in Figure 2b. The corresponding BCs on the boundaries labeled ①, ②, and ③ correspond to no-flux conditions as
| 15 |
where n⃗ is a 2D unit normal vector defined at the boundaries of the computational domain. The height of the rectangle is sufficiently large such that the water front never reaches it. Consequently, the BCs on boundary ④ are given by eq 14. At t = 0, the positions of the water front and the colorant front are assumed to coincide [black solid line in Figure 2b].
Scales and Dimensionless Parameters
Concentration
The colorant concentration c of the ink is expressed in mass per unit volume of liquid (units kg/m3). The sorption capacity C∞ is usually given in mass of dye per unit mass of porous material (units mg/g). Consequently, a natural choice for a non-dimensionalized concentration is given by
| 16 |
where ρw is the solvent mass density.
Length- and Timescales
The relevant geometric lateral length scale is the half-width of the line y0, which we assumed to be on the order of 1 mm. Moreover, several timescales can be devised
-
1.
an evaporation timescale given by the quantity of water present initially divided by the evaporative flux τevap ≡ θtot(y = 0, t = 0)/(k∞[ρs(t = 0) – ρamb]), with typical value τevap ≈ 103 s.
-
2.
an adsorption timescale τad ≡ (kadc0)−1, with typical value τad ≈ 103 s.
-
3.
a desorption timescale τde ≡ (kdecref)−1, with typical value τde ≈ 105 s.
-
4.
a convective timescale τflow ≡ y0/vDarcy (t = 0), with typical value τflow ≈ 102 s.
-
5.
a diffusive timescale τdiff ≡ y02/D2D, with typical value τdiff ≈ 104 s.
There is also a thermal timescale associated with evaporative cooling and heat exchange with the ambient environment; however, in this paper, we do not focus on thermal effects. For the relatively large length scales considered, the diffusive timescale is typically longer than the others, which implies that diffusive effects are negligible. Since τdiff ∼ y02, this may not hold for smaller line widths.
One can also define an evaporation-induced length scale as Levap ≡ vDarcy(t = 0)τevap, which is on the order of several centimeters and quantifies the maximum possible displacement of an imbibition front before complete evaporation.
Results and Discussion
Experimental Results—Drop Casting
We performed drop-casting experiments using FSS and Rhodamine B solutions of different initial concentrations c0, and the setup sketched in Figure 1a,b. Figure 1f shows the extracted retardation factor Rf as a function of c0. The results qualitatively resemble those obtained by Koivunen et al. using the imbibition of tartrazine and safranine solutions from infinite reservoirs into porous layers that are comprised of calcium carbonate microparticles and polymeric binders.17
Experimental Results—Inkjet Deposition of Colorant Lines
We performed inkjet deposition experiments using FSS and Rhodamine B solutions, and the setup is sketched in Figure 1c. We varied the substrate speed and the droplet ejection frequency, as quantified by the mass deposition rate ṁ. Figure 3a–e shows top view photographs of inkjet-deposited lines of an FSS solution (c0 = 0.025 wt %) for a substrate speed UIJ = 0.2 mm/s and different values of m˙. Figure 3f shows the transverse widths of the wet zone Δyw and the dye line Δyc as a function of ṁ. The solid lines correspond to power law relations Δyw ∼ ṁ0.81, Δyc,FSS ∼ ṁ0.59, and Δyc,RB ∼ ṁ0.81, respectively, which represent the experimental data very well. The gray horizontal line corresponds to the approximate deposition width Δy0. We estimated Δy0 ≈ 0.2 mm from a high-speed deposition experiment at UIJ = 5 mm/s. For the two lowest values of ṁ, Δyc remains close to Δy0. This is due to two reasons: for lower moisture contents, the permeability of the porous medium is much smaller, such that the moisture front progresses relatively less far before evaporation is complete. Moreover, in the limit of low ink mass deposition, the quantity of the colorant per unit mass of paper eventually falls below the effective dye sorption capacity.
Figure 3.
Top view photographs after inkjet deposition of lines of an FSS solution (c0 = 0.025 wt %) for a substrate speed of UIJ = 0.2 mm/s and different mass deposition rates ṁ of (a) 108, (b) 54, (c) 27, (d) 13.5, and (e) 6.75 μg/s on Mondi DNS HSI NF paper. The scale bar in (e) represents 1 cm. (f) Transverse widths of the wet zone Δyw (open symbols) and the dye line Δyc (filled symbols) as a function of ṁ. Diamonds correspond to FSS (c0 = 0.025 wt %) and squares to Rhodamine B (c0 = 0.015 wt %).
Figure 4a–e shows top view photographs of inkjet deposited lines of an FSS solution (c0 = 0.025 wt %) for a mass deposition rate of ṁ = 27 μg/s and different values of the substrate speed UIJ. Figure 4f shows Δyw and Δyc as functions of UIJ. The solid lines correspond to power law relations Δyw ∼ ṁ–0.79 and Δyc,FSS ∼ ṁ–0.56 and Δyc,RB ∼ ṁ–0.79, respectively, which represent the experimental data very well. The absolute values of the power law exponents are very close to the ones found in Figure 3f. This is because the mass of ink deposited per unit length of printed line is equal to ṁ/UIJ. The power law exponents for Rhodamine B in both Figures 3f and 4f match those of the solvent front, whereas the absolute magnitude of those for FSS are smaller.
Figure 4.
Top view photographs after inkjet deposition of lines of an FSS solution (c0 = 0.025 wt %) for ṁ = 27 μg/s and different substrate speeds UIJ of (a) 0.1, (b) 0.2, (c) 0.5, (d) 1, and (e) 2 mm/s on Mondi DNS HSI NF paper. The scale bar in (a) represents 1 cm. (f) Transverse widths of the wet zone Δyw (open symbols) and the dye line Δyc (filled symbols) as a function of UIJ. Diamonds correspond to FSS (c0 = 0.025 wt %) and squares to Rhodamine B (c0 = 0.015 wt %).
The data in Figures 3f and 4f imply that the retardation factor essentially approaches zero for small ṁ and large UIJ values. In the limits of large ṁ or small UIJ values, Rf approaches a constant value for Rhodamine B because the power law exponents of Δyc and Δyw are to good approximation identical. For FSS, the exponents are different, which implies that Rf will eventually approach zero for large ṁ/UIJ. Consequently, from the perspective of preventing line broadening and maximizing resolution, printing at small values of ṁ/UIJ is preferable.
We expect a change in behavior when ṁ/UIJ falls below a critical value Θtot,maxΔy0 determined by the maximum holding capacity of the paper and the deposition width. Below this value, the assumption of complete ink penetration in the thickness direction becomes unreliable. The vertical dashed lines in Figures 3f and 4f indicate the limiting values
| 17 |
for experiments performed with constant values of UIJ and ṁ, respectively. The vertical dashed lines approximately coincide with the intersection of the power law fits for Δyc with the constant levels Δy0. Moreover, these limits coincide well with the visibility of the printed dye line on the backside of the paper sheet, that is, the occurrence of ink bleeding.
Numerical Results
In the following, we present systematic, 1D and 2D numerical simulations of colorant and moisture transport in a sheet of paper. In each plot, we focus on the effect of varying a single parameter (while keeping all others constant) on the chromatographic separation of the dye and the solvent. Unless specified otherwise, the values of the relevant parameters used in the simulations are those given in Table 1. Typical experimental values of the sorption capacity C∞ for cellulosic materials range between 0.5 and 100 mg/g.18−21 Typical experimental values of the dye adsorption timescale τad for cellulosic materials range between 5 and 100 min.20−24 The larger values are typically ascribed to diffusive intra-material transport processes before adsorption can take place.
Table 1. Parameter Values of the Base Case Considered in the Numerical Simulations.
| Parameter | value |
|---|---|
| kad | 1 × 10–4 m3/(kg s) |
| kde | 1 × 10–6 m3/(kg s) |
| C∞ | 1 mg/g |
| Tamb | 298.15 K |
| k∞ | 2.8 × 10–3 m/s |
| y0 | 1 mm |
| θtot(y = 0, t = 0) | 0.98 θmax |
Definition of Water and Colorant Front Positions
For the definition of the water and the colorant front positions, we need to define appropriate concentration thresholds. Since evaporation is taken into account in the model, the quantity of water in the paper will decrease as a function of time. Due to the ICs and inherent symmetries, the moisture distribution will always assume its maximum at y = 0. Therefore, if we defined a moisture content threshold relative to θtot(y = 0, t), the corresponding front position will at all times be on the order of y0, irrespective of the evaporative moisture loss. Therefore, we define a threshold relative to the initial dimensionless total moisture content as 0.035 [θtot(y = 0, t = 0) – θamb]. This implies that the moisture front position yw, defined as the maximum y-coordinate for which
| 18 |
holds, will start from y0, first increase due to imbibition, reach a maximum, and eventually approach zero due to evaporation.
The colorant is assumed non-volatile. Consequently, the colorant concentration will tend to increase in time as the solvent evaporates. For this reason, we define the colorant threshold as 30% of the current maximum of the dye concentration. Analogously, the colorant front position yc is defined as the largest y-coordinate for which
| 19 |
Here, the total mass of colorant per unit area of paper is defined as
| 20 |
Figure 5a,b contrasts the dimensionless total moisture content profiles θtot(y) – θamb for the cases of no evaporation (k∞ = 0) and k∞ = 1.3 × 10–2 m/s. Figure 5c shows typical examples of the time evolution of the water and the colorant front positions for different values of k∞ and c0.
Figure 5.
(a,b) Dimensionless total moisture content θtot(y) – θamb for different times and (a) k∞ = 0 (no evaporation) and (b) k∞ = 1.3 × 10–2 m/s. The dashed horizontal lines indicate the threshold level defining the water front position. (c) Relative displacement of the moisture and colorant front positions (yw – y0)/y0 (solid lines) and (yc – y0)/y0 (dashed lines) as a function of time for different values of k∞ and c0.
The blue and orange sets of curves correspond to simulations for k∞ = 0, that is, the absence of evaporation. The water and colorant fronts increase monotonically in time. The yellow and purple curves correspond to simulations for k∞ = 1.3 × 10–2 m/s. In this case, the water front reaches a maximum extension before retracting. At t ≈ 550 s, the curves terminate because the moisture content everywhere falls below the threshold value of 0.035 θtot(y = 0, t = 0). The colorant front position saturates roughly when yw reaches its maximum.
As ICs, we used smoothed Heaviside functions for every variable, which drop from a constant value around x = 0 to the ambient value at a position y = y0 [blue solid line in Figure 2a]. Thus, we can express the retardation factor as
| 21 |
Variation of Adsorption/Desorption Rates
In Figure 6a,b, we present the retardation factor Rf as a function of the initial concentration c0 for different values of kad and kde, as extracted from 1D simulations. All curves exhibit a characteristic S-shape, that is, Rf is independent of c0 for both low and high values of c0 and exhibits a transition zone from a lower to a higher value of Rf that spans roughly 1 decade on the abscissa. The high-concentration value of Rf is generally close to 1 because the dye concentration eventually exceeds the sorption capacity of the paper. The low-concentration value of Rf strongly depends on the values of the adsorption rate kad and the desorption rate kde. The transition zone is well described by the limits 1 ≤ χ0 ≡ χ(t = 0) ≤ 10.
Figure 6.
Retardation factor Rf as a function of the initial concentration c0 as extracted from 1D simulations for different values of (a) the adsorption rate kad, (b) the desorption rate kde, and (c) the sorption capacity C∞.
An increase of kad reduces the low-concentration value of Rf because the dye is taken out of solution faster, which implies that it will be transported a shorter distance by the flow. An increase of kde tends to increase the low-concentration value of Rf because the adsorbed colorant enters back into the mobile liquid phase faster. Conversely, the limit of kde → 0 (i.e., τde → ∞) implies that the colorant is irreversibly adsorbed, which reduces its transport distance and thus Rf. The adsorption and desorption rates are therefore an antagonistic pair of parameters as far as their effect on Rf is concerned.
We note that while Rf approaches 0 for sufficiently large kad, Rf may approach a non-zero value in the limit of small kde, as observed in Figure 6b. This is because desorption is only relevant after adsorption has taken place and a relatively small value of kad (i.e., when τad > τflow) can already enforce a finite value of Rf > 0.
Variation of the Sorption Capacity C∞
The solid lines in Figure 6c illustrate the effect of varying the maximum sorption capacity C∞ on the dependence of Rf on c0. Primarily, an increase of C∞ shifts the transition zone toward proportionally higher values of c0. The dashed lines correspond to simulations assuming a concentration-independent ink viscosity μ(c) = μ(c = 0). For initial concentrations c0 ≥ 1 wt % and large retardation factors, a small deviation is observed.
Variation of y0 and the Initial Moisture Content
In the line deposition experiments described in the section Experimental Results—Inkjet Deposition of Colorant Lines, the variation of m˙ and UIJ effectively changes the width and the moisture content of the deposited line, which serves as the IC for the 1D simulations of the dye redistribution. Therefore, we varied the parameters y0 (line half-width) and the initial dimensionless moisture content θtot(x = 0, t = 0) that characterize the IC [see Figure 2a]. Figure 7a,c illustrates the dependence of Rf on c0 for different values of y0 and θtot(x = 0, t = 0). In both cases, the highest sensitivity of Rf with respect to parameter variations is observed in the transition region. A higher moisture content leads to an increase of Rf over the entire range of initial concentrations. In contrast, a larger value of y0 induces an increase of Rf in the transition region and a decrease in the low-concentration regime.
Figure 7.
(a,c) Retardation factor Rf as a function of the initial concentration c0 as extracted from 1D simulations for different values of (a) the dimensionless initial moisture content θtot(x = 0, t = 0) and (c) the initial line half-width y0. (b,d) Maximum displacement of the colorant (solid lines) and moisture (dashed lines) front positions as a function of (b) θtot(x = 0, t = 0)/θmax and (d) y0 for different values of c0.
The solid lines in Figure 7b represent the relative increase of the half-width of the colorant line max(yc) – y0 as a function of θtot(x = 0, t = 0)/θmax for different values of c0. A higher moisture content always leads to a higher relative line broadening.
The solid lines in Figure 7d represent the increase of the half-width of the colorant line max(yc) – y0 as a function of y0 for different values of c0. The dashed lines correspond to the maximum displacement of the moisture front max(yw) – y0. In the limit of y0 exceeding Levap, all curves approach constant values, which implies that Rf no longer depends on y0 for large y0. For small y0 < 0.5 mm, max(yw) – y0 scales approximately as y01/2, whereas the colorant front displacement scales linearly max(yc) – y0 ∼ y0. For small y0 < 0.5 mm, which is the regime relevant to the printing of text documents and line drawings, Rf thus increases with increasing y0. The line width broadening is proportional to the line width, which implies that the relative line width broadening [ max(yc) – y0]/y0 is constant in this regime. This makes it particularly easy to compensate for the broadening effects in the development of print strategies for a given combination of dye, solvent, and substrate.
Variation of the Evaporation Rate
In inkjet printing, the evaporation rate can be enhanced, for example, by measures that increase the mass-transfer coefficient k∞—such as adding external convection in the gas phase—or by increasing the ambient temperature, which increases the solvent vapor pressure and thus the difference between ρs and ρamb. Evaporation has a strong effect on the time evolution of the water front position, as illustrated in Figure 5, and thus the time available for dye redistribution.
Figure 8a,c illustrates the effect of different mass-transfer coefficients k∞ as well as different temperatures Tamb on the dependence of Rf on c0. The retardation factor tends to increase with higher values of k∞ and Tamb, except in the region where Rf ≥ 0.85, where the curves essentially collapse. The biggest increment of Rf occurs in the transition region.
Figure 8.
(a,c) Retardation factor Rf as a function of the initial concentration c0, as extracted from 1D simulations for different values of (a) mass-transfer coefficient k∞ and (c) ambient temperature Tamb. (b,d) Maximum relative displacement of the normalized colorant front position [max(yc) – y0]/y0 (solid lines) as a function of k∞ and Tamb for different values of c0.
The solid lines in Figure 8b,d represent the relative increase of the normalized colorant line width [ max(yc) – y0]/y0 as functions of k∞ and Tamb for different values of c0. The dashed lines in Figure 8b represent the maximum relative displacement of the water front [ max(yw) – y0]/y0, which depends only weakly on c0. The distance over which the water front spreads strongly depends on the effective evaporation rate. In contrast, the corresponding variation in [ max(yc) – y0]/y0 is much weaker for initial concentrations c0 below the transition region.
Line Formation in Dye-Based Inkjet Printing on Paper
In inkjet printing, individual droplets are deposited to generate arbitrary patterns. In the case of straight lines, it is usually desirable that the line width is as homogeneous as possible and does not exhibit undulations. If droplets are deposited with overlap, that is, with a center-to-center distance Δxc–c smaller than the footprint diameter 2Rdrop [for definitions, see Figure 2b], then undulations tend to be reduced. However, the minimum achievable line width then increases. This is the regime relevant to our inkjet deposition experiments in the Section Experimental Results—Inkjet Deposition of Colorant Lines.
Figure 9a illustrates the initial condition for an example of a 1D droplet array deposited with very small overlap, resulting in a large undulation amplitude at t = 0. Figure 9b–d compares the colorant and moisture distributions at t = 30 s for different values of c0 corresponding to different values of the retardation factor Rf. For a small Rf ≤ 0.1 [case (b)], the initial undulation amplitude remains essentially unchanged, while the solvent has spread to more than 3 times the initial line width ⟨w⟩ [for definitions, see Figure 2b]. For a medium Rf ∼ 0.5 [case (c)], the undulation amplitude has decreased to about 50% of the initial value. For a large Rf ≥ 0.9 [case (c)], the undulation is essentially gone completely, however, at the expense of a colorant line width ⟨w⟩ increasing to about 3 times its initial value.
Figure 9.

Pseudocolor plots of 2D simulations of the dye and moisture distributions for (Rdrop = 200 μm and Δxc–c = 400 μm) and different values of the initial concentration of (b) c0 = 5 wt %, (c) 8 wt %, and (d) 10 wt %. (a) Initial condition t = 0 common to all cases. The black and red lines represent the solvent and colorant front positions. The shades of red and gray represent the total colorant per unit area of dry paper and total moisture concentrations ctot and θtot – θamb, respectively. The red color scale in (b–d) is normalized to the maximum of Ctot defined in eq 20.
Dye Precipitation
At first glance, it is surprising that the retardation factors for Rhodamine B and FSS in Figure 1f differ so strongly, although the molecular weights are comparable and both dyes have a xanthene core. The values of c0, at which Rf reaches a level of 0.5, differ by approximately a factor of 10. We believe the origin of the difference to be due to the presence of divalent Ca2+ ions due to the CaCl2 loading in the paper. Hou and Baughman and Vimonses et al. have studied the precipitation of anionic dyes in water containing Ca.25,26 Analogous Ca-induced precipitation effects had previously been observed for anionic surfactants.27−29
Figure 10a–d presents the top view photographs after deposition of FSS solution droplets of different initial concentrations. The dashed circles approximately outline the maximum droplet footprint, as illustrated in Figure 1b. It is apparent that the color density and thus the dye concentration (per area of paper) have a local maximum at r = R0 for all values of c0. We interpret this as a consequence of a concentration maximum of Ca ions, which dissolve from the paper surface into the liquid droplet. Near the droplet contact line, the liquid thickness is the smallest. Thus, the ion concentration will be the highest (because the dilution of the Ca ion concentration will be the smallest) and FSS precipitation will primarily occur there. A second reason is that after a brief initial phase, after ink imbibition in the thickness direction is complete, there is flow inside the droplet toward the contact line because non-zero moisture content gradients in the paper then exist only beyond r ≥ R0. This phenomenon is akin to the evaporation-induced coffee-stain effect and transports the precipitated dye toward the contact line.
Figure 10.
(a–d) Top view photographs after deposition of FSS solution droplets of initial concentrations: (a) 0.0125, (b) 0.025, (c) 0.05, and (d) 0.28 wt %. The dashed circles approximately outline the maximum droplet footprint, as illustrated in Figure 1b. (e–h) Analogous images after deposition of Rhodamine B solution droplets of initial concentrations: (a) 0.015, (b) 0.03, (c) 0.06, and (d) 0.12 wt %. The scale bar in (e) corresponds to 1 cm and is valid for all panels.
Figure 10e–h shows analogous images for Rhodamine-B solution droplets. The color density appears to be rather uniform for r < Rdye, that is, behind the dye front and no contact-line, enhancement of the dye concentration is observed. This points at the absence of CaCl2-induced precipitation for the cationic dye.
Technological Relevance
In principle, chromatographic effects are relevant to all printing processes. However, this is particularly true for inkjet printing because of the typically much lower solid content and much higher solvent concentration in inkjet inks that provide increased colorant mobility. A number of techniques have been developed in order to optimize the achievable resolution and pattern fidelity by improving and accelerating dye fixation. These include
- (1)
-
(2)
the incorporation of ionic compounds into paper that have the opposite charge polarity as the dye,7,37−40
- (3)
-
(4)
the use of nanoporous coating layers that increase the effective surface area,7
-
(5)
the use of binders that reduce the permeability and thus the ink absorption rate,7 or
-
(6)
an increase of the solvent evaporation rate by increasing the temperature or by using microwave or infrared irradiation to reduce the time available for ink transport.44−49
In the framework of our adsorption model, strategies 1 to 4 aim at an increase of c∞ and kad and/or a decrease of kde, all of which tend to reduce Rf. Strategies 5 and 6 directly aim at minimizing solvent transport.
Our results are not only relevant to dye-based printing inks but also to pigment-based inks because the latter typically contain a number of molecularly dissolved additives that are subject to the same retardation phenomena as the dyes we investigated.
Conclusions
We have studied the transport and chromatographic separation of a model ink consisting of a dilute solution of a colorant in a solvent in thin porous media. We conducted systematic experiments using drop-casting and inkjet deposition of solutions of an anionic and a cationic dye in water on a commercial paper type. The paper was loaded with CaCl2 in order to facilitate colorant fixation. This leads to a precipitation reaction of the anionic colorant on top of and inside the paper, while the cationic dye was apparently unaffected. The chromatographic retardation as a function of initial concentration of the two dyes differed by an order of magnitude despite their similar molecular weights and although both have a xanthene core.
We developed a comprehensive numerical model that accounts for unsaturated flow and chromatographic separation of a dye solution as well as the presence of permeable fibers, solvent evaporation, and heat-transfer effects. The model qualitatively reproduces the dependence of the retardation factor on the dye concentration. We have systematically varied the key parameters and evaluated their effect on the broadening and width fluctuations of inkjet-deposited colorant lines.
The sensitivity of the retardation factor Rf to changes in operating conditions is generally the highest in the transition region, which spans roughly a decade in dye concentration in our model and where Rf changes from a low-concentration to a high-concentration value. In order to optimize pattern fidelity, printing should be performed with the smallest moisture content, the highest adsorption and the lowest desorption rates, the highest evaporation rate, and the lowest dye concentration possible. In contrast, the reproduction of strong, saturated colors, however, requires a minimum colorant concentration depending on the paper type.
Acknowledgments
This work was part of the research programme “The role of surfactants in spreading, imbibition and sorption of water-based printing inks” with project number 14666, which was (partly) financed by the Netherlands Organisation for Scientific Research (NWO). The authors thank Nicolae Tomozeiu, Herman Wijshoff, and Louis Saes of Canon Production Printing for their valuable cooperation.
Author Contributions
V.M. developed the experimental setup and the measurement protocols. He conducted all the experiments and analyzed the experimental data. The theoretical model was jointly developed by G.V. and A.D. G.V. performed all the numerical simulations and analyzed the numerical data. The manuscript was written by V.M., G.V., and A.D. The research was conceived and guided by A.D.
The authors declare no competing financial interest.
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