Tanushree Ghosha,
Jiawei Chena,
Aloke Kumarb,
Tian Tang*a and
Cagri Ayranci*a
aDepartment of Mechanical Engineering, University of Alberta, 116 St & 85 Ave, Edmonton, Alberta, Canada. E-mail: tian.tang@ualberta.ca; cayranci@ualberta.ca; Tel: +1 780 492 5467 Tel: +1 780 492 2791
bDepartment of Mechanical Engineering, Indian Institute of Science, CV Raman Rd, Bangalore, Karnataka 560012, India
First published on 16th June 2020
Production of carbon fibers (CF) using renewable precursors has gained importance particularly in the last decade to reduce the dependency on conventional petroleum-based precursors. However, pre-treatment of these renewable precursors is still similar to that of conventional ones. Little work is put into greener pre-treatments and their effects on the end products. This work focuses on the use of bio-cleaned lignin as a green precursor to produce CF by electrospinning. Bio-cleaned kraft lignin A (Bio-KLA) and uncleaned kraft lignin A (KLA) were used to explore the effect of bio-cleaning on the diameter and mechanical properties of lignin fibers and CF. The effect of electric field, lignin-to-poly(ethylene oxide) (PEO) ratio and PEO molecular weight (MW) were evaluated by 33 factorial design using Design of Experiment (DOE). The electrospinning process parameters were optimized to obtain a balance between high elastic modulus and small fiber diameter. The model predicted optimized conditions were 50 kV m−1 electric field, 95/5 lignin-to-PEO ratio and 1000 kDa MW of PEO. When compared to KLA, Bio-KLA CFs showed a 2.7-fold increase in elastic modulus, 2-fold increase in tensile strength and 30% decrease in fiber diameter under the same optimum conditions. The results clearly show that bio-cleaning improved the mechanical properties of lignin derived CF.
Conventional CF are produced from polyacrylonitrile (PAN) or pitch-based precursors that are petroleum products. Various efforts have been spent to improve the mechanical properties of commercially available PAN-based CF by γ-irradiation,12–15 surface modification16 and functionalization.17,18 Although having good mechanical, thermal, chemical and physical properties, PAN-based CF are not environmentally friendly. In the last few decades, there has been a high demand for environmentally sustainable, high performance, and lightweight CF materials.10
Lignin has been recognized as a potential alternative to PAN for CF preparation since 1970 to reduce cost, carbon dioxide emissions and energy expenses.19,20 Tensile strength, elastic modulus and surface morphologies of lignin-based CF are studied and documented. Mechanical properties of precursor lignin fibers (LF) and the resulting CF depend on the lignin source, lignin purity, precursor fiber spinning techniques, polymer additives, fiber diameter etc.10,11,21–23 Among these, purity of lignin is one of the crucial factors that alter the mechanical properties of the produced fibers. Impurities in lignin may include carbohydrates, ash, sulphur, proteins, inorganic salts, extractives, lignin-derived phenolics, metal-containing salts, and water.24 These impurities were reported to cause difficulties in production, and defective fibers with poor mechanical properties.25
Regardless of the manufacturing techniques, lignin needs to be purified. Several lignin purification and fractionation techniques including acid precipitation,26 organosolv technique,25,27–29 ionic liquid technologies,30,31 green liquor process32,33 and biodegradation34–37 were adopted to obtain clean lignin to be used as CF precursor. Commercially available kraft lignin (Indulin-AT), organosolve lignin (Alcell™) were reported to be used for the production of carbon fibers by many researchers.10,38–42 In most of these studies, lignin samples were sequentially acid cleaned, fractionated with methanol and methanol–dichloromethane mixtures.38–41 A few other studies reported extensive desalting and acid washing,10 fractionation with methyl isobutyl ketone (MIBK), ethanol and sulfuric acid.42 The above-mentioned articles reported tensile strength of 5–8 MPa and elastic modulus of 500–700 MPa for lignin fibers, and tensile strength of 30–700 MPa and elastic modulus of 2–40 GPa for carbon fibers. Other techniques for lignin purification have also been reported with carbon fibers having tensile strength of 300–600 MPa and elastic modulus as high as 40 GPa.43–47 Lignin purification by acid precipitation, organic solvent and ionic liquid fractionation etc. is proved to be effective, but with added cost to lignin which in turn increases the cost of carbon fibers. Also, these cleaning methods use harsh and toxic chemical treatments which pollute the environment. In contrast, biodegradation or bio-cleaning of waste lignin was found to be a comparatively effective, environmentally sustainable and low-cost technique.34,48,49
The purified lignin can be fabricated into fibers with submicron diameter.10,21,50–53 Due to its simplicity and tailorability, electrospinning is often utilized to produce fibers with sub-micron to nanoscale diameters that have high surface area.20,54–58 Several studies demonstrated successful electrospinning of lignin fibers (LF); however, higher lignin content, improper lignin-to-polymer ratio resulted in poor spinnability, bead-on-a-string structure, rough to fused fiber morphologies.22 Plasticizers (such as PEO, PVA) were introduced to gain good spinnability (via increased viscosity) as well as smooth LF.59,60 The LF mats produced by electrospinning showed poorer mechanical properties compared to fibers obtained by other process.11 Improved mechanical properties with finer fibers (lower fiber diameter) could be achieved by manipulating and optimizing electrospinning parameters such as lignin content, and molecular weight of additive polymer, applied electric field, feed rate, gap distance etc. The motivation to achieve finer LF (minimize fiber diameter) with improved mechanical property (maximize elastic modulus and tensile strength) would lead to the production of LF as well as CF with versatile applicability. The finer and robust fibers always contribute to higher surface area per volume,61 which is the most preferable property of functional materials used in drug delivery, cell adhesion, gas or chemical absorption, electrode preparation etc.
Process optimization to obtain targeted response can be achieved by using Design of Experiment (DOE). DOE is a multivariate technique to determine the influence of various experimental factors on a certain response, either independently or cooperatively. The cooperative influence or interaction between factors on the response cannot be captured by the varying single parameter approach. A full factorial design can detect interaction effects between the factors and provide precise information for response surface methodology. Factorial designs of experiment are widely adopted for optimizing electrospinning parameters.62,63 However other optimization models such as Taguchi method,64,65 fractional factorial design,62 central composite design,66 and many more has been reported with their own benefits and limitations. Fractional factorial and Taguchi sacrifice information of certain factors to achieve fewer runs. Full factorial design detects interaction effects and has better precision in analysis of the effect of each factor on the responses. The 33 full factorial designs provide more accurate estimation for the curvature of the model in response surface methodology. It also provides better estimation than 23 full factorial design and Box Behnken Design.67 Full factorial can be tailorable to fit any design points which are neither a center point nor any extreme point.
In a recent work, we demonstrated the success of using Pseudomonas fluorescens to bio-clean Kraft lignin A (KLA) by selectively degrading carbohydrate impurities, leading to purified form of KLA (Bio-KLA).34 The present work explores the possibility of using the bio-cleaned lignin to produce CF precursors and CF. Here, both lignin samples (KLA and Bio-KLA) were used for lignin-based CF preparation by electrospinning lignin/PEO solution in N,N-dimethyleformamide (DMF). The spinnability was tested separately for each solution. The influences of applied electric field (F), lignin/PEO ratio (r), and PEO molar mass (W) were analyzed to get optimum operating parameters using 33 full factorial design. The effects of independent variable and their interactive effects were evaluated on fiber diameter (D), elastic modulus (E), and tensile strength (σ). The optimum operating parameters were validated by producing LF and CF from both KLA and Bio-KLA. This is the first report of the production of LF and CF from bio-cleaned lignin as best of our knowledge. Also, the electrospinning parameter optimization for lignin/PEO solutions using DOE has not been reported earlier. The novelty of this study lies in; (i) demonstrating the effect of bio-cleaned lignin via the electrospinning of Bio-KLA for CF preparation and (ii) detailed electrospinning operating parameter optimization on the large body of experimental findings to improve mechanical property of resulting CF.
The mechanical properties of the fiber mats were measured with a uniaxial testing machine (ElectroForce 3200 Series III, Bose Corporation) at an average temperature of 25 °C and relative humidity of 25%. The fiber mats were clamped inside C-shaped paper holders to reduce stress concentration from the grippers (Fig. S-1, ESI†). The tensile tests were conducted with a 250 g load cell, strain rate of 0.01 mm s−1, and gauge length of 30 mm. Only the specimens that failed in the middle section of the gauge length were considered to avoid effects of premature failure due to stress concentrations at the grips. Fiber extension higher than 40% could not be measured due to stroke limit of the machine. Since force was recorded in gram from the tensile test machine, the stress on the fiber mats was derived from the specific stress (g per tex) by eqn (1) and (2) using the sample width of 10 mm and length of 50 mm.68
(1) |
(2) |
Specific stress with the unit of N per tex can be calculated by multiplying the specific stress in eqn (1) with the gravitational constant (9.81 N kg−1). The specific stress can then be converted to the nominal stress (MPa) by multiplying it with the mass density of lignin fibers (1.35 g cm−3)68,69 and carbon fibers (1.70 g cm−3),70 respectively.
ŷ = β0 + β1x1 + β2x2 + β3x3 + β12x1x2 + β13x1x3 + β23x2x3 + β11x12 + β22x22 + β33x32 | (3) |
Factor | Unit | Code | Low (−1) | Center (0) | High (+1) |
---|---|---|---|---|---|
Electric field | kV m−1 | F | 50 | 60 | 70 |
Lignin/PEO ratio | — | r | 95/5 | 96/4 | 97/3 |
PEO MW | kDa | W | 1000 | 2000 | 5000 |
Different spinning behavior or spinnability of the lignin/PEO solutions was studied systematically. For each solution, five representative mats were taken into account to analyze the resulting LF mat. The observed spinnabilities are tabulated in Table 2, where different colors correspond to different electrospinning outcomes. The first outcome, “not-spinnable” shown by ‘red, diagonal pattern’, occurs for the majority of the solutions prepared with 30 wt% and 35 wt% total solid content, especially when the PEO fraction is high (>1 as in 99/1 lignin/PEO ratio). In those cases, the solution was either too viscous to spin or electrospraying. The second outcome, “spinnable and testable” shown by ‘green, small grid pattern’, resulted in fibrous mats for which the mechanical properties can be tested. This was found for solutions with 22 wt% total solid at relatively low lignin/PEO ratio (95/5 to 97/3), irrespective of the PEO MW. A few of solutions containing 30 wt% and 35 wt% total solid at relatively high lignin/PEO ratios were also found spinnable and testable. A third outcome, “spinnable but brittle”, corresponds to fibrous mats that could be produced but was not testable for mechanical properties due to brittleness. These non-testable mats can be subdivided into two types: thin mats and thick mats. The color ‘blue, solid diamond pattern’ corresponds to mats that were too thin and brittle; they could not be separated from the collector and hence non-testable. The color ‘orange, diagonal brick pattern’ corresponds to thick and brittle fibers mats which cracked and peeled off from the collector instantly. The 22 wt% solutions with higher lignin fractions (≥99) resulted in thin mats, while the transition from “not-spinnable” to “spinnable but brittle (thick)” to “spinnable and testable” and to “spinnable but brittle (thin)” was observed in the cases of 30 wt% and 35 wt% solutions, as the lignin fraction increased. Similar variations in electrospinnability and fiber quality were also observed by Dallmeyer et al.59 and Poursorkhabi et al.71 As the lignin and PEO form strong hydrogen bonds in the solution, the miscibility and extent of hydrogen bonding differs with increasing PEO molar mass.72 Thus, the solution spinnability is affected by PEO content as well as with PEO molar mass. Proper spinnability is achievable at a certain range of total solid concentration. Low solid concentration induces solution spraying whereas higher concentrations produce viscous solution that required higher electric fields to overcome surface tension.40 Increasing the PEO fraction and PEO molecular weight extends the relaxation time, also resulting in higher viscosity and larger fiber diameter.68,71
From the spinnability study, the solutions with 22 wt% of total solid, 95/5 to 97/3 of lignin/PEO ratio and 2000–5000 kDa of PEO MW were found to consistently producing spinnable and testable LF mats. These solutions were therefore chosen for further screening and optimization of electrospinning factors.
As can be seen from Fig. 2, the trends of the outputs (fiber diameter, elastic modulus and tensile strength) with the changes in individual factors (lignin/PEO ratio, PEO MW and electric field) are fairly complicated. The average fiber diameter was found to decrease with increasing electric field irrespective of the PEO MW and lignin/PEO ratio (Fig. 2a), while no clear trends are observed in other curves. A few combinations of the factors led to the highest elastic modulus (229 MPa), for example, 50–60 kV m−1 electric field with 1000 kDa PEO at 95/5 lignin/PEO ratio (Fig. 2b, panel i), and 70 kV m−1 electric field with 2000 kDa PEO at 96/4 lignin/PEO ratio (Fig. 2b, panel v). When comparing the fiber morphology, the later showed occasional bead and lump formation in the mat while the former one was found to contain smooth bead-free fibers. The highest tensile strength was obtained at 70 kV electric field with 2000 kDa PEO at 96/4 lignin/PEO ratio. No clear correlation was found between the fiber diameter and elastic modulus or tensile strength. The three factors examined here appear to affect the diameter and mechanical properties of the fibers in a synergetic way, instead of individually. Optimization of these factors is necessary to achieve the best LF and eventually CF that show lower fiber diameter with higher elastic modulus.
Run | Coded variables | Responses | ||||
---|---|---|---|---|---|---|
F | r | W | D (nm) | E (MPa) | σ (MPa) | |
1 | −1 | −1 | −1 | 1000.48 | 229.79 | 2.08 |
2 | 0 | −1 | −1 | 863.47 | 226.83 | 2.29 |
3 | 1 | −1 | −1 | 749.85 | 111.30 | 1.26 |
4 | −1 | 0 | −1 | 924.51 | 177.87 | 2.12 |
5 | 0 | 0 | −1 | 840.95 | 182.08 | 2.29 |
6 | 1 | 0 | −1 | 669.59 | 87.11 | 1.59 |
7 | −1 | 1 | −1 | 721.45 | 201.56 | 2.43 |
8 | 0 | 1 | −1 | 718.09 | 194.59 | 2.54 |
9 | 1 | 1 | −1 | 543.86 | 121.64 | 1.64 |
10 | −1 | −1 | 0 | 714.36 | 167.53 | 2.10 |
11 | 0 | −1 | 0 | 741.10 | 175.11 | 2.16 |
12 | 1 | −1 | 0 | 699.23 | 173.62 | 1.79 |
13 | −1 | 0 | 0 | 995.82 | 192.75 | 2.21 |
14 | 0 | 0 | 0 | 901.54 | 124.26 | 1.40 |
15 | 1 | 0 | 0 | 569.21 | 229.35 | 3.66 |
16 | −1 | 1 | 0 | 1022.08 | 110.71 | 1.47 |
17 | 0 | 1 | 0 | 961.74 | 93.02 | 1.27 |
18 | 1 | 1 | 0 | 778.89 | 112.21 | 1.60 |
19 | −1 | −1 | 1 | 722.42 | 130.88 | 2.26 |
20 | 0 | −1 | 1 | 710.23 | 172.32 | 2.70 |
21 | 1 | −1 | 1 | 584.93 | 139.66 | 2.31 |
22 | −1 | 0 | 1 | 829.21 | 170.16 | 2.01 |
23 | 0 | 0 | 1 | 801.67 | 170.93 | 2.04 |
24 | 1 | 0 | 1 | 665.41 | 100.83 | 1.11 |
25 | −1 | 1 | 1 | 971.57 | 155.77 | 2.51 |
26 | 0 | 1 | 1 | 880.11 | 76.56 | 0.84 |
27 | 1 | 1 | 1 | 867.48 | 72.30 | 1.12 |
Response | Source | Sequential p-value | Adjusted R2 | Predicted R2 | Remarks |
---|---|---|---|---|---|
D | Linear | 0.0050 | 0.3460 | 0.1736 | |
2FI | 0.0158 | 0.5463 | 0.3738 | Suggested | |
Quadratic | 0.5038 | 0.5332 | 0.2344 | ||
Cubic | 0.0275 | 0.7845 | 0.1812 | Aliased | |
E | Linear | 0.0069 | 0.3261 | 0.1990 | Suggested |
2FI | 0.9273 | 0.2423 | −0.0310 | ||
Quadratic | 0.8483 | 0.1486 | −0.3461 | ||
Cubic | 0.2794 | 0.2872 | −0.4665 | Aliased | |
σ | Linear | 0.3179 | 0.0270 | −0.1521 | |
2FI | 0.3736 | 0.0391 | −0.3123 | Not significant | |
Quadratic | 0.9600 | −0.1113 | −0.7923 | ||
Cubic | 0.4578 | −0.0901 | −1.6627 | Aliased |
Coded | |
---|---|
D | = 793.42 − 94.36Fc + 52.36rc − 5.97 Wc − 10.13Fc × rc + 24.97Fc × Wc + 87.78 rc × Wc |
E | = 148.90 − 21.61Fc − 21.59rc − 17.91Wc |
Numerical | |
---|---|
D | = 3369.60 + 84.11Fa − 18.50ra − 4.29Wa − 1.01Fa × ra + 0.001Fa × Wa + 0.04 ra × Wa |
E | = 2378.32 − 2.16Fa − 21.59ra − 0.01Wa |
Analysis of variance (ANOVA) of the developed models was performed and the results are shown in Tables 6 (for fiber diameter) and 7 (for elastic modulus). The ANOVA test was used to evaluate the model fitting to the responses with confidence level of 95%. Both models were significant (p-value < 0.01). The adequate precisions were greater than 4, demonstrating that the signal-to-noise ratio was sufficient to detect effect of each factor. Electric field (F) had the most significant effect among all the main factors on fiber diameter. Molecular weight of PEO (W) did not show significant independent correlation to fiber diameter, but its interaction with lignin/PEO ratio (r) had strong impact on fiber diameter (p-value < 0.01). Lignin/PEO ratio (r) was also significant to fiber diameter (0.05 < p-value < 0.1). The other interaction effects and main factor effect were not significant to fiber diameter (p-value > 0.1). Lignin/PEO ratio (r) and electric field (F) were significantly correlated to elastic modulus, whereas molecular weight of PEO (W) had marginally significant effect on elastic modulus (0.05 < p-value < 0.1). The validity of the model was analyzed using predicted vs. actual values plots (Fig. 3) and residual vs. predicted value plots (Fig. 4) for both responses. No significant outliers were observed, and no systematic trend was present for the residuals. It suggested the model fitted the data sufficiently well.
Source | Sum of squares | Df | Mean square | F-Value | p-Value |
---|---|---|---|---|---|
Model | 310562.10 | 6 | 51760.35 | 6.22 | 0.0008 |
F | 154340.04 | 1 | 154340.04 | 18.54 | 0.0003 |
R | 47525.58 | 1 | 47525.58 | 5.71 | 0.0269 |
W | 694.29 | 1 | 694.29 | 0.08 | 0.7757 |
Fr | 1232.50 | 1 | 1232.50 | 0.15 | 0.7045 |
FW | 8107.35 | 1 | 8107.35 | 0.97 | 0.3355 |
rW | 100173.71 | 1 | 100173.71 | 12.03 | 0.0024 |
Residual | 166513.10 | 20 | 8325.651 | ||
Total | 477075.20 | 26 | |||
Std. Dev. | 91.25 | R2 | 0.6510 | ||
Mean | 794.42 | Adjusted R2 | 0.5463 | ||
C. V. % | 11.49 | Predicted R2 | 0.3738 | ||
Adeq. precision | 9.0200 |
Source | Sum of squares | Df | Mean square | F-Value | p-Value |
---|---|---|---|---|---|
Model | 23052.20 | 3 | 7684.07 | 5.19 | 0.0069 |
F | 8406.41 | 1 | 8406.41 | 5.68 | 0.0258 |
r | 8392.39 | 1 | 8392.39 | 5.67 | 0.0259 |
W | 6253.40 | 1 | 6253.40 | 4.23 | 0.0513 |
Residual | 34028.24 | 23 | 1479.49 | ||
Total | 57080.44 | 26 | |||
Std. Dev. | 38.46 | R2 | 0.4039 | ||
Mean | 151.88 | Adjusted R2 | 0.3261 | ||
C. V. % | 25.33 | Predicted R2 | 0.1990 | ||
Adeq. precision | 8.2556 |
The dependencies of fiber diameter and elastic modulus on the three electrospinning factors can now be predicted from the models are illustrated in Fig. 5. As shown in Fig. 5a and d, the fiber diameter and elastic modulus decreased with increasing electric field. As the electric field increased, higher electrostatic force generated thinner jet and smaller fiber diameters. The decrease in lignin fiber diameters with increasing electric field is in agreement with previous study.21 However, it should be mentioned that very high electric field may induce electrospraying and cause poorer mechanical properties of the fiber mats. Fig. 5b and e are showing the effects of lignin/PEO ratio and Fig. 5c and f are representing the influence of PEO MW on fiber diameter and elastic modulus, respectively. Although with lower lignin/PEO ratio and/or higher PEO MW, the polymer solution can become more viscous which in turn can increase fiber diameter. However, no significant changes in the fiber diameter were observed with the increase in lignin/PEO ratio and PEO MW. The PEO fractions used in our study were too small to contribute observable difference in fiber diameter. The elastic modulus, on the other hand, showed linear dependence on electric field, lignin/PEO ratio and PEO MW. The elastic modulus decreased with increasing electric field, lignin/PEO ratio as well as PEO MW.
Fig. 5 The main effects of electric field (a and d), PEO/KLA ratio (b and e), and molecular weight of PEO (c and f) on fiber diameter and elastic modulus of LF mats. |
While the main effects are straight forward, the interacting factors showed interesting effects. Contour plots were employed to understand the interaction effects for both responses in Fig. 6. Since linear model was chosen for elastic modulus, the interaction plots in Fig. 6d–f indicated no interaction effects were present. Elastic modulus was in linear relationship with the three factors. The red dots on the plots correspond to the data at the experimental design points. Fig. 6a and b shows the interaction effects of electric field with lignin/PEO ratio, and electric field with PEO MW respectively. They were not significant in correlation to fiber diameter. The substantial curvature in Fig. 6c demonstrates strong interaction effects of lignin/PEO ratio and PEO MW on fiber diameter. Fiber diameter increased with PEO MW and decreased with lignin/PEO ratio as discussed earlier.
Using the models above, optimization of the electrospinning conditions was conducted in Design Expert®, resulting in the electric field of 50 kV m−1, PEO/KLA ratio of 5/95 and PEO MW of 1000 kDa (Table 8). The predicted responses were tensile strength of 2.34 MPa, elastic modulus of 210.42 MPa, and fiber diameter of 944.01 nm. The predicted values were close to experimental data, showing that the models are relatively accurate (Table 9).
Number | Optimum parameters | Predicted response | Desirability | ||||
---|---|---|---|---|---|---|---|
F | r | W | D | E | |||
1 | 50 | 95/5 | 1000 | 944 | 210 | 0.075 | Selected |
2 | 50 | 95/5 | 2000 | 884 | 201 | 0.035 |
Lignin | Morphology | Diameter | Tensile strength (MPa) | Elastic modulus (MPa) | Strain at failure (%) |
---|---|---|---|---|---|
KLA, LF | Bead-free, smooth | 1000.48 ± 97.48 | 2.08 ± 0.80 | 229.79 ± 69.21 | 19.29 ± 6.44 |
KLA, CF | Bead-free, smooth | 663.17 ± 64.51 | 5.52 ± 4.05 | 886.29 ± 471.47 | 4.28 ± 4.01 |
Bio-KLA, LF | Bead-free, smooth | 582.86 ± 90.07 | 3.19 ± 0.70 | 358.61 ± 109.53 | 7.93 ± 3.76 |
Bio-KLA, CF | Bead-free, smooth | 464.69 ± 75.55 | 11.64 ± 6.94 | 2374.28 ± 778.34 | 2.38 ± 1.48 |
Fig. 7 SEM images of KLA fibers (a), thermostabilized KLA fibers (c), carbonized KLA fibers (e), and Bio-KLA fibers (b), thermostabilized Bio-KLA fibers (d), carbonized Bio-KLA fibers (f). |
CF | Carbon fibers |
LF | Lignin fibers |
KLA | Kraft lignin A |
Bio-KLA | Bio-cleaned kraft lignin A |
PEO | Poly(ethylene oxide) |
MW | Molecular weight |
DMF | N,N-Dimethyleformamide |
2FI | 2-Factor interaction |
PAN | Polyacrylonitrile |
PVA | Poly(vinyl alcohol) |
DOE | Design of experiment |
F | Electric field |
r | Lignin/PEO ratio |
W | PEO MW |
D | Fiber diameter |
E | Elastic modulus |
σ | Tensile strength |
Footnote |
† Electronic supplementary information (ESI) available. See DOI: 10.1039/d0ra03412f |
This journal is © The Royal Society of Chemistry 2020 |