3.1. Electrochemical Characterization
Power-test results for NMC 811 lithiation in half-cells are shown in
Figure 2a. Sample electrode specifications are described in
Table 5. The most prominent feature is the decline of capacity delivered at rates higher than C*. C* is the rate before the capacity starts to spontaneously drop, marking the boundary between the electronically controlled region and the diffusion-controlled region [
2]. C* also tends to shift to higher C-rates as either electrode thickness (i.e., lithium migration path becomes longer) and/or concentration increases (i.e., lithium diffusion is slowed down by the increased viscosity). The dotted lines represent the structured electrodes that showed better capacity delivery than their unstructured counterparts. Moreover, 200h-100-1.0M exhibited the best capacity vs. all samples especially at 4 C. In addition, we see a dramatic improvement in capacity delivery for 200h-196-1.0M vs. its unstructured counterpart nh-196-1.0M.
As demonstrated by Besnard et al. [
2], the shift of C* to higher rates for the structured electrodes vs. their unstructured counterparts stems from the improvement in Li
+ mobility during cycling. However, this improvement does not translate much to 200h-280-1.0M at 2C, which only delivered 1.3x improvement against its unstructured counterpart. Also, gravimetric capacity is often cited in the literature as the metric to normalize capacity performance against the total mass of active material. One can argue that even if the specific capacity is not comparatively significant, the total capacity delivered could be comparative when the total active mass is then considered, which is not the case, as can be seen in
Figure 2b. This is an interesting result suggesting that the depth of the channel and the electrode thickness are contributing factors in the power performance in laser-structured electrodes.
Power test results for representative graphite half cells with 3.8–4 mAh/cm
2 loading during lithiation are shown in
Figure 3. These graphite electrodes were cycled at different heights with or without laser patterning. The detailed legends for the samples in this comparison are found in
Table 6. Note that the AM (active mass) loading corresponds to the 93% of graphite found in the samples. Two sets of baseline data were taken from unstructured graphite electrodes with a height of 105 μm (4 mAh/cm
2) and circle markers for electrodes with a height of 88 μm (3.8 mAh/cm
2). The fundamental difference in baseline loading stems from the fact that some active material is lost upon the structuring of the 4 mAh/cm
2 graphite electrode, and the structured electrode loading is lowered to 3.8 mAh/cm
2. Current densities applied during cycling are therefore adjusted accordingly. Therefore, it is still imperative to compare against both baselines, i.e., to examine the power differences before and after ablation for the same base electrode and vs. an unstructured electrode displaying the same reduced loading. Different colors also indicate cycling at different salt concentrations. At first glance, the most defining feature is the dip at C/5 which could be the characteristic C* for all cells. Comparing the different baseline samples (nh-88-1.0M vs. nh-105-1.0M), we can see that nh-105-1.0M has a lower gravimetric performance than that of nh-88-1.0M. However, when we convert the total capacity delivered at C/2, the total charge delivered occurs at about 1.0 mAh, which is almost equivalent. We also observed that nh-88-1.4M and nh-88-1.8M exhibit comparable or slightly lower performance than what was found for 1.0 M. As seen from the comparison of unstructured vs. structured electrodes (with similar loadings) at 1.0, 1.4 and 1.8 M, patterning has a stronger effect at 1.0 M: the improvements seen between nh-88-1.0M and 200h-105-1.0M are significant compared to the difference between nh-88-1.4M and 200h-105-1.4M and between nh-88-1.8M and 200h-105-1.8M. The lowest performance was observed with 200h-240-1.0M. Note that 200h-240-1.0M had a diameter of 8.5 mm to match the average loading of 12.7 mg for all the cells compared here. During the recovery cycle at C/10, nh-88-1.8M exhibited the highest recovery capacity, but all the electrodes exhibited a higher capacity value than the first C/10 cycle during the main power test sequence.
Power test results for representative graphite half cells with 7–9 mAh/cm
2 loading during lithiation are shown in
Figure 4. The electrodes are also cycled at different rates with and without structuring. The detailed legends for the samples in this comparison are found in
Table 7. Cycling at different LiPF
6 concentrations were only done for the ablated electrodes. Here, the C* shift from C/5 to either C/20 or C/10 in comparison to what was observed earlier with electrodes of 3–4 mAh loading can be seen. 200h-240-1.0M exhibited the best power performance behavior similar to the observed trend with the thinner electrodes (3–4 mAh/cm
2 loading). 200h-240-1.4M showed almost the same capacity as nh-240-1.0M at C/2 to 2C, while 200h-240-1.8M showed lower capacities in this region. Interestingly, 200h-240-1.4M exhibited the best recovery capacity at C/10, with 200h-240-1.8M showing a slight increase in the third recovery cycle. Both nh-240-1.0M and 200h-240-1.0M exhibited a slight decreasing trend during the whole recovery sequence. Power test results for representative graphite half cells with 11–12 mAh/cm
2 loading during lithiation are shown in
Figure 5. The electrodes are also cycled at different rates with and without structuring. The detailed legends for the samples in this comparison are found in
Table 8. Immediately, we can see that the C* shifted even further to C/40 in comparison to the electrodes described earlier. 330h-240-1.0M exhibited better power performance than nh-240-1.0M. Both electrodes exhibited a lower recovery capacity at C/10 and showed a downward trend up to the third recovery cycle.
As stated earlier in the section on NMC 811, different works by Pfleging et al. [
4,
5,
6] indicate that laser structuring increases power performance for electrodes ≤100 μm. This has been attributed to better diffusion kinetics and electrolyte access provided by the channels for the LiPF
6 salt to reach the deeper recesses of the electrode. However, we pose another hypothesis wherein the increase in power performance could stem from how the structuring mimics the geometry of a thinner, unstructured electrode (
Figure 3). The basis for this hypothesis stems from multiple works showing that thinner electrodes have the best power performance, as lithium ions have shorter distances to migrate (from the electrolyte reservoir in the separator to the active material surface) [
1,
2,
3]. To test this hypothesis, we compared 200h-240-1.0M, 200h-105-1.0M and nh-88-1.0M.
Figure 6 illustrates the geometric comparisons between the three electrodes. All three have almost the same graphite mass loading, and both 200h-240-1.0M and 200h-105-1.0M have a pillar width of 167 μm, which is almost twice the height of nh-88-1.0M. Dividing the pillar width and laying the two halves horizontally would mimic the geometry of an unstructured thinner electrode (nh-88-1.0M). Comparing the performance of the three electrodes reveals that 200h-105-1.0M showed the best performance at rates higher than C*. However, this was not the case for 200h-240-1.0M, which showed the worst performance even with the same mass loading. This suggests that the height of the channel is a factor in determining the power performance in structured electrodes. This is more obvious as we compare against different heights (
Figure 4,
Figure 5 and
Figure 6). Both 200h-105-1.0M and 200h-240-1.0M showed the best performances in their mass loading categories, but 200h-105-1.0M had a C* shifted to the right relative to 200h-240-1.0M in addition to the observed highest specific capacity. This suggests that the trench height is a determining factor in the performance of line-structured electrodes.
The power performance for structured electrodes with increased LiPF
6 concentration also shows interesting behavior. It has been established that increased salt concentrations increase electrolyte viscosity and, in turn, decreases salt mobility [
8,
9,
10]. Indeed, nh-88-1.4M and nh-88-1.8M have decreased performances vs. nh-88-1.0M. However, 200h-105-1.4M and 200h-105-1.8M do not exhibit the same improvement as that seen with 200h-105-1.0M. Moreover, the same trend is observed for electrodes with 7–8 mAh/cm
2. This confirms that concentration is a considerable factor in determining the power performance in structured electrodes.
The total delivered capacities for the half cells at C/2 are shown in
Figure 7. Each condition was tested using up to three replicate cells wherever possible, consistent with our general reproducibility protocol for cycling measurements, and the reported values represent the mean ± error across these replicates. C/2 was chosen, as it is the C-rate after the C* for the graphite electrodes of 3–4 mAh/cm
2 and can also be considered as the start of the diffusion-controlled region for all electrodes. Results show that the highest total capacity delivered was attained with 200-105-1.0M. This is then followed by 200-240-1.0M and nh-105-1.8M. On average, the structured electrodes with salt concentrations higher than 1.0M performed worse than the unstructured electrodes with 1.0 M salt concentration. Moreover, the improvements for structured electrodes with higher concentration do not match what was observed with 200-105-1.0M. The values clearly show that even after taking mass into account, the total delivered capacity is best obtained with the structured thin electrode cycled at 1.0 M LiPF
6. Moreover, structuring does not significantly improve power delivery for electrodes cycled at higher salt concentrations. This clearly shows that the additional active material in thicker electrodes (7 mAh/cm
2–12 mAh/cm
2) is not significantly utilized even with structuring and could be considered as unnecessary in the electrode. Moreover, we would also like to state and consider that ultrathick-film graphite electrodes cycled in half-cell configuration are noted for increased polarity that can lead to lithium plating onset that are different from full cells [
11,
12]. This lithium plating can contribute to both capacity loss and the cut-off potential of lithiation. Hence, we would like to state that these are not fully representative of the actual capacity delivered in full-cell configuration.
The long-term cycling performance of the full cells during charging at 1C for 100 cycles is shown in
Figure 8. As expected, the full cells with 240 μm thick graphite electrodes exhibited lower capacities than those with 105 μm thick graphite electrodes. For non-ablated graphite full cells, we can see that the cell cycled with a 1.0 M electrolyte concentration had the lowest charge capacity across all electrode thicknesses. Interestingly, we can see that the cells cycled at 1.4 M and 1.8 M concentrations performed well in both non-ablated and ablated graphite electrodes at a thickness of 105 μm. Moreover, there is a drastic improvement in capacity delivery for the ablated graphite cycled at 1.0 M salt concentration and for both thicknesses. This drastic improvement does not occur in cells cycled at 1.4 M and 1.8 M concentrations at 105 μm thickness but is observed at 240 μm thickness. We can also see that the full cell with the 240 μm thick unstructured graphite electrode cycled at 1.0 M had a curve that is slightly approaching zero, suggesting the start of a capacity fading behavior. Interestingly, this fading behavior does not show up in structured graphite electrodes, especially at 240 μm thickness.
It has been shown by Wu et al. [
10] that the increased salt concentration can contribute to a longer life cycle in full cells. This has been attributed to how increased concentration helps counteract salt depletion effects. Lower concentrations tend to create a thicker SEI layer at the anode, thereby creating concentration gradients and eventually decreasing ionic conductivity [
13,
14]. This could help explain the initial higher capacities observed for non-structured electrodes cycled at concentrations > 1.0 M. However, we can attribute the improvement at 1.0 M to the effect of better ionic access due to structuring. This improvement may not have been observed from cells cycled with increased salt concentrations due to their inherent higher viscosity that could offset the effect of laser structuring.
3.3. Pulsed-Field Gradient Stimulated Spin-Echo NMR
PFG-STE NMR is a classic NMR technique for determining diffusion coefficients in multiple systems ranging from pure liquids to porous systems in rocks. It exploits the stimulated spin-echo phenomenon [
14]. We performed PFG-STE to directly determine the diffusion coefficients of the electrolyte species contained in the pure electrolyte and those contained in the trench. Bipolar gradient pulses were used to avoid effects from internal gradients, and a sequence with convection compensation was used for the pure electrolyte [
16]. The results of the PFG-STE measurements along the z-direction are shown in
Figure 11. The structured sample used in this measurement is graphite with a thickness of 390 μm and hatch of 100 μm. It is first important to note the absence of values coming from samples that are not laser ablated. This is to highlight a key limitation of diffusion NMR, which is the effect of internal magnetic field gradients on T
2. PFG-STE NMR is a technique to measure self-diffusion which relies completely on observing the NMR signal’s attenuation behavior at increasing gradient strengths in space. No diffusion means no observable attenuation and vice versa. It has been known that a porous environment, especially with a difference in magnetic susceptibility between the solid material and the liquid, creates internal gradients that disrupt the intended effect of the applied gradients in the experiment [
17]. Moreover, the constricted nature of the electrode pores leads to very small T
2 values. Low T
2 values do not allow enough time for the applied gradient’s dephasing effect to fully realize; thus, the desired attenuation behavior cannot be achieved. This leads to the lack of successful measurements in the literature in determining the self-diffusion coefficients of the electrolyte species in real electrodes via diffusion NMR. However, the successful determination of the self-diffusion coefficient values with PFG-SE NMR along the z-direction (
Figure 11) already demonstrates that the liquid in the trenches is more labile in comparison to the unstructured samples. We would also like to highlight that we chose to perform this measurement with the thickest available electrode to maximize the amount of electrolyte trapped in the channels, thereby maximizing the signal acquisition which depends on the amount of sample present.
However, the most obvious feature is that the self-diffusion coefficients of the species in the electrode trenches do not have the same values as those in the bulk electrolyte. This value decreases as we increase hatch distance and decrease with the thickness of the electrodes. Moreover, the ratio of decrease is not the same for each species. The Li+ diffusion coefficient in 1M LP57 drops from 1.7·10−10 m2/s to 6.6·10−11 m2/s (i.e., a drop by a factor of 2.6) when measured inside the trenches with a 50 ms diffusion delay, similarly to the anion diffusion coefficient, which drops from 2.4·10−10 m2/s to 9.4·10−11 m2/s inside the trench. Over a Δ = 50 ms delay, the diffusion length inside the trench is expected to range around (2DΔ)1/2 = 4 μm for Li+ and 5 μm for PF6−, which is smaller than the width of the trench (20 μm). Such a large drop in the self-diffusion coefficient could only be explained by a very high tortuosity inside the porous electrode, and therefore, it is very likely that the large drop in the diffusion coefficient may also result from interactions with the solvated binder that escapes the electrode and partly diffuses into the trenches, increasing the electrolyte’s viscosity. Overall, the observed values demonstrate decreasing electrolyte diffusion at increasing concentrations, further supporting the observed power-performance data and showing that the electrolyte in the channels does not emulate the same ion-diffusion values found in the bulk electrolyte.
3.4. Recycling of Ablated Materials
Ablated material from both graphite and NMC electrodes were collected using a custom filter setup (
Figure S2). The ablates were collected from material irradiated with green laser. Samples were analyzed using radio-frequency-driven recoupling (RFDR) NMR, XRD, and Raman spectroscopy. XRD diffraction patterns for both pristine and ablated NMC-811 are shown in
Figure S3. The most notable difference is the lack of many prominent peaks that are characteristic of pristine NMC 811’s hexagonal
structure in the diffraction pattern of the ablated NMC. Additional peaks were also found around 2θ of 38°, and those at 44° and 65° have been associated with phase change to a rock salt structure [
18,
19]. We also performed radio-frequency-driven recoupling (RFDR) NMR on
7Li of the NMC 811 ablate. RFDR NMR is a technique that exploits the dipolar interactions between the spins of the same nuclei which can reveal the sub-nanometer proximity between distinct NMR signatures [
20]. Additionally, if cross peaks are observed between the same nuclei contained in different environments, it can be surmised that the two phases are connected and that magnetization exchange is possible between the two phases.
Figure S4 shows that two phases are indeed present in the sample, a broad peak corresponding to the pristine NMC signature and a small peak which appears after ablation. These two environments do not share a cross-peak, confirming that these two signatures likely do not belong to the same phase. As this complements the earlier XRD results, we can surmise that the narrow part comes from the rock salt structure as the degradation product of ablating NMC 811 [
21]. Therefore, reformulations and electrochemical cycling for NMC 811 ablate were not performed. This is due to that further chemical processing must be conducted to recover the pristine NMC 811, which was not the focus of this study and thus was not undertaken.
Raman spectroscopy was also used to compare the structures of graphite ablates and the pristine graphite (
Figure 12). The spectra show the same isotropic peak for graphite (1350 cm
−1, 1580 cm
−1) in all cases. This signals the presence of graphitic carbon even in the ablated powders. Interestingly, a broad shoulder can be seen for the peak of 1650 cm
−1 for the green laser ablate. This can be attributed to a higher surface modification with the ablates from the green laser. The Raman spectrometry results complement what was found in SEM measurements, where electrochemically active graphite was still present, and its particle micromorphology was almost the same (
Figure S2). Reformulation was then attempted with the graphite ablates using the same slurry process found in the experimental section. Slight adjustments were made with the mass ratio formulation, wherein we assumed that the pure collected ablates carried the same ratio and total amount of additives upon ablation (
Table 1). Upon reformulation, we then adjusted the theoretical amount of active material to be lower than that in the original formulation (
Table 9).
The power performance of the re-used graphite ablated materials is concisely described in (
Figure 13). Immediately we can see that the first C/40 cycle exhibited a specific capacity exceeding 350 mAh/g which continued up to C/2. The C* was also observed at C/5, similar to what was seen with the graphite electrodes with 3–4mAh/cm
2 in half-cell configuration. We then see a similar trend of decrease in capacity from C/2 to 2C followed by a constant recovery at C/10. The observed extra capacity can be a result of the approximation of the ablated material during formulation. The observed capacities suggest that there was still an excess of active material unaccounted for during formulation. However, attaining more than 330 mAh/g of specific capacity at low C-rates demonstrates that the collected graphite behaves electrochemically as pristine graphite. Moreover, the graphite can be already used as is and could be directly mixed without further treatment. The results are also in accordance with what Tancin et al. observed [
19]. The graphite that they ablated with a near-infrared laser (λ = 1030) showed a comparable performance against pristine graphite and can be directly processed without further use. We would like to highlight that the graphite ablate that we processed and cycled in our study came from green laser (λ = 515 nm). Here we demonstrate that there are no significant differences in the ability to directly process graphite and its power performance with different processing lasers.