Abstract
Aluminium gallium nitride/gallium nitride (AlGaN/GaN)-based superlattice castellated field-effect transistors are a potential basis for high-power radiofrequency amplifiers and switches in future radars. The reliability of such devices, however, is not well understood. Here we report transistor latching in multichannel GaN transistors. At the latching condition, drain current sharply transits from an off-state value to a high on-state value with a slope less than 60 mV per decade. Current–voltage measurements, simulations and correlated electroluminescent emission at the latching condition indicate that triggering of fin-width-dependent localized impact ionization is responsible for the latching. This localization is attributed to the presence of fin-width variation due to variability in the fabrication process. The latching condition is reversible and non-degrading, and we show that it can lead to improvement in the transconductance characteristics of transistors, implying improved linearity and power in radiofrequency power amplifiers.
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Main
Gallium nitride (GaN)-based high electron mobility transistors (HEMT) have revolutionized wireless and military communication due to their high output power and high frequency operability1. This has been largely due to material parameters such as high saturation velocity, good room temperature mobility and high critical electric field2,3,4,5. Innovations in field plate design have further enhanced the performance of GaN HEMTs, leading to powers of up to 40 W mm−1 at 4 GHz and 60% power added efficiency6. However, future applications require further improvements in output power to maintain signal integrity over long distances, with ambitious projects having already set targets to achieve 81 W mm−1 (ref. 7).
The aluminium gallium nitride/gallium nitride (AlGaN/GaN)-based superlattice castellated field-effect transistor (SLCFET) could potentially be used to achieve such high output power targets8,9,10. SLCFETs with up to ten stacked two-dimensional electron gas (2DEG) channels offer a ten times increase in charge carriers compared with single-channel GaN HEMTs. This architecture provides a low knee voltage suitable for large output voltage swing combined with a high current density. SLCFETs have demonstrated output power of more than 10 W mm−1 at 94 GHz with 12 V on the drain and a power added efficiency of more than 40%, supported by current density of 4.8 A mm−1 with minimal dispersion and current collapse11.
A reliability challenge at such high power is managing heat dissipation without increasing the device footprint. Enhancing power is feasible by increasing the drain voltage (VDS). However, impact ionization could degrade the characteristics of SLCFETs12. Another possible consequence is transistor latching where the device remains in the on state despite being biased in off-state gate bias (VGS). This effect is well known in silicon-based devices13,14,15,16, but the high bandgap of GaN minimizes impact ionization5. We have previously confirmed the occurrence of impact ionization in the on-state operation of SLCFETs12.
In this Article, we report impact-ionization-induced latching in GaN transistors, visible in the subthreshold region. When the device turns on from the off state, the latch effect manifests as a subthreshold slope (SS) that is steeper than the Boltzmann limit of 60 mV per decade at 300 K. The underlying physics differs from other phenomena reported for sub-60-mV per decade slope, including negative capacitance17,18,19, hot-electron transfer20,21, displacement charge transfer22 and side wall conduction23. Electroluminescent (EL) micrography shows a localized latching mechanism, occurring at the widest fin among more than 1,000 fins. Scanning electron microscopy (SEM) imaging identifies a distribution in the fin width, the impact of which is corroborated by self-consistent simulations. The latching effect is reversible and non-degrading.
Although a steep SS occurs in the subthreshold region of operation, when averaged over a distribution of fin widths or when operated at radiofrequencies, this should provide a gradual increase in drain current in the on state, manifesting in a flatter transconductance for better linearity21. The resulting negative threshold voltage shift, generally associated with steep SS, facilitates the application of larger input swing for higher output power24. High-performance radiofrequency operation of SLCFETs has previously been achieved at high VDS, where latching was certainly occurring but was not reported9. We show that the broad transconductance response in the latched condition results in an improvement in linearity. This steep SS and enhanced linearity, along with excellent reliability, could be used to improve radiofrequency performance of multichannel GaN power amplifiers25,26.
Device structure
A schematic of a multifinger SLCFET is shown in Fig. 1a. An epitaxial grown material featuring ten periods of AlGaN/GaN superlattice structure created ten 2DEG channels. Side-gated electrostatic control on these channels was established using a fin structure, which was conformally coated with dielectric (SiN) and wrap-around gate metal. SiN/GaN forms type-II band alignment which ideally forms a hole-barrier-free interface for excellent device reliability12,27. A typical 60-µm-wide two-finger SLCFET possesses over 1,000 such fins between source and drain. The mean fin width was in the range of 30 to 100 nm, and the dielectric thickness was in the range 5 to 35 nm. The current–voltage (I–V) measurement in the linear regime is plotted in Fig. 1b. The multiple transconductance (gm) peaks in the on state (Fig. 1b) are attributed to the varying response of the different 2DEG channels in the fin to the gate electric field12,28, that is, top, sandwiched and bottom 2DEG channels. The inset of Fig. 1b shows the ID–VDS characteristic of the SLCFET, which reveals a classic kink effect showing the presence of holes in the bulk of the semiconductor below the fin29. The subthreshold region of operation from Fig. 1c shows two distinct regions: (1) −10 V < VGS < −9.5 V where ID increases with a constant slope of around 80 mV per decade; and (2) −9.5 V < VGS < −8 V where the ID and gm exhibits ‘stretching’ before entering the semi-on state. The presence of these two regions is uncharacteristic of conventional GaN HEMTs26,30. The logarithmic plot of gm reveals shoulders in this stretched region (Fig. 1d). The location of the shoulders at more negative VGS compared with that of the gm peaks in the on state indicates channels with a more negative threshold voltage, |VT|, than is apparent in Fig. 1b. The value of ID at these gm shoulders was approximately three orders lower than ID at VGS = 0 V where all fins conduct.
a, Schematics of a portion of a SLCFET having multiple (1,000s) of fins along with the cross-section of a single fin with its multiple conducting channels. b–d, Transfer characteristics and transconductance at VDS = 0.1 V and ΔVGS = 50 mV plotted in linear scale (b), here Ptop, Pbottom and Psandwiched represent the gm peaks originating from the topmost channel, bottommost channel and the channels in bewteen the two channels, respectively, and in log scale (c), and a zoomed-in portion of c between −10 V < VGS < −8 V at VDS = 0.1 V (d). Normalization was performed by dividing the measured current by device source width. Inset in b: ID–VDS characteristic at high drain bias. Inset in c: the cross-section of a fin. The relative locations of top channel, bottom channel and the sandwiched channels are indicated by the arrows.
Fin-width variation
The subthreshold gm shoulders may originate from variations in width between more than 1,000 fins. A distribution in fin width (with a deviation around a mean) leads to stretching of ID and gm in the subthreshold region due to a gradual sequential pinch-off of the different fins, owing to the width dependency of VT. These shoulders could originate from fins at the tail of this width distribution. The single sharp SS for VGS < −9.5 V should then correspond to that of the outlier fin when other fins are depleted. Fabrication processes, involving lithography and dry etching, contribute to width variation. Adjacent fins can also merge to form wider fins.
To verify the hypothesis of fin-width variation, critical dimension scanning electron microscopy (CD-SEM) was performed. Figure 2a shows the SEM image of a part-processed SLCFET, before ohmic and gate metal contact deposition, revealing a non-uniformity in fin width. The effect of fin-width variation was modelled by solving self-consistently the transport and Poisson’s equation using Silvaco Atlas 3D. The AlGaN/GaN in each superlattice period was defined to be 8 nm/16 nm thick, respectively, as per ref. 31. For the efficacy of simulation and to avoid non-convergence, modelling was performed on a fin with six channels. The generality of results irrespective of number of channels is explained in ref. 12. The model was calibrated with gate-length of 0.25 µm assuming a mean fin width, λ nm, resulting in VT of −8 V, as observed experimentally (Fig. 1b). Practically, this mean fin width, λ, was designed to be in the sub-100-nm range. Fin widths between 0.8λ and 1.2λ nm in steps of 2 nm were simulated, keeping other device parameters identical. Figure 2b shows the effect of different fin widths on the simulated ID and gm (per fin), where the three peaks along increasing positive VGS correspond to the four sandwiched channels, and the bottom and top channels, respectively. As expected, larger fin widths lead to more negative VT. For overall effect, 1,000 fins were distributed, using different probability distributions, with λ nm as the mean fin width and different standard deviations, σ. A Poisson distribution with σ of 0.05λ nm, shown in Fig. 2d, resulted in a reasonable agreement with the experimental subthreshold gm in the stretched-out region (−9.5 V < VGS < −8 V), as illustrated in Fig. 2c. The inset in Fig. 2c captures the change in slope of simulated gm (marked by arrows) at almost the same VGS as the subthreshold gm shoulders observed experimentally. This simulation verifies the change in slope to be from a few fins at the widest end of the distribution. Hence, the subthreshold gm shoulders can be ascribed to the widest fins at the tail of the distribution. The simulated SS in the −10.5 V < VGS < −10.0 V region was shallower than the experimental value. This can be explained by the actual distribution having integral numbers of fins with a cutoff corresponding to the widest fin, whereas the simulated distribution was continuous and had a long tail associated with numbers of fins less than one. In Fig. 2d, the simulated Poisson distribution is compared with the experimental distribution by equalizing the mean value to λ nm. Tails in the distribution towards the higher and lower widths are visible, as predicted by the simulation. The experimental distribution had a larger spread because it was compiled over multiple devices from multiple wafers, unlike the simulated data from a single device. This modelling exercise confirms that fin-width variation can indeed be responsible for ID stretching and the gm shoulders in the subthreshold region.
a, SEM imaging showing the fin-width variation. b, Simulated transfer characteristics for different fin widths. c, Matching of the experimental and simulated subthreshold gm. Inset: the experimental subthreshold gm shoulders from Fig. 1(d) being compared with the simulated gm. The model is calibrated such that experimental gm shoulders and the change in slope of simulated gm have almost the same VGS. This matching is indicated by the two arrows. d, Comparison of the simulated Poisson distribution of 1,000 fin widths with the experimentally obtained width distribution. The plot shows number of fins (in percentage) as a function of absolute fin width. Here the value of one on the x axis corresponds to the mean fin width, λ.
Latching in SLCFETs
Latching occurs during high electric field operation when the channel switches from an off-state value to a high on-state value with an almost infinite slope. This characteristic has been reported for silicon-based devices such as silicon-on-insulator metal-oxide-semiconductor field-effect transistors, junction-less transistors and insulated-gate bipolar transistors13,14,15,16,32, for which, at high VDS, ID is ‘latched’ to the on-current even when VGS drops below VT. This is due to the floating body effect resulting from a self-limiting positive feedback loop from the storage of impact-ionization-generated holes. Below a particular VGS, the gate electric field overcomes this feedback loop and the device turns off with an almost vertical SS. No report of transistor latching in GaN devices is available, mainly due to the high bandgap in GaN (3.4 eV) compared with Si (1.1 eV), necessitating ‘hot’ electrons with much higher energy to trigger impact ionization. However, the trigate fin structure in SLCFETs with sub-100-nm fins would exhibit higher electric fields than conventional GaN HEMTs, which is evident from the high electron temperature estimated from spectroscopy of the Bremsstrahlung photons12. Although impact ionization has been demonstrated in multichannel GaN SLCFETs, there is no report of latching.
Figure 3 shows characterization of latching using I–V and EL measurements. In Fig. 3a, ID–VGS and IG–VGS are measured, with photoemission micrography performed at every bias point to check for hot-electron-induced EL emission. As VGS is swept from off state into semi-on state, ID rises sharply with SS of ≤25 mV per decade. Further sweeping shows the semi-on-state behaviour whereby ID increases relatively slowly with VGS. In this same voltage range, the gate current IG rises during the gradual increase of ID, presumably due to impact-ionization-generated holes migrating to the gate. The summed EL intensity from photoemission microscopy is plotted in Fig. 3b. In the off state, that is, VGS = [−12 V, −11.4 V], the EL intensity is found to be limited by the noise floor. The noise floor of the system in the EL measurement was calculated by averaging the EL signal in the off state, as in Fig. 3b. The EL micrograph of the device biased at VGS = −11.4 V (inset of Fig. 3b) shows no EL emission. As the device enters the subthreshold region at VGS = −11.3 V, the summed EL intensity rises above the noise floor, coinciding with the sharp rise in ID. The EL images were processed to remove the noise and then overlaid as shown in Fig. 3c–g. At VGS = −11.3 V (Fig. 3c), a faint EL spot originates slightly above the noise floor confirming the presence of localized hot carriers. At the next bias, that is, VGS = −11.2 V, the summed EL intensity (Fig. 3b) increases further, and originates from the same spot (Fig. 3d). The peak intensity of the EL spot comes from the drain access region. However, the resolution is insufficient to determine whether the spot is near the gate or the drain edge. These observations: (1) the presence of a localized emission from hot carriers; and (2) the location of the EL spot in the drain access region, suggest that impact ionization might be occurring on a single (or few) fin(s) from among over a thousand fins. Its coincident appearance with the subthreshold step suggests that the fin with largest |VT| (that is, the widest fin in the distribution) has been ‘latched’. Further into the sweep, summed EL intensity increases monotonically with an increasing slope due to the combined effect of: (1) a gradual increase in intensity of each EL spot; and (2) the appearance of additional spots. At VGS = −11 V (Fig. 3f), two more EL spots appear, attributed to the next two widest fin becoming latched on. The ratio of drain currents, that is, ID at VGS = − 11.0 V/ID at VGS = −11.2 V is 2.3 (<3), providing reasonable evidence for conduction happening in three fins of decreasing width as the sweep progresses. For VGS > −11.2 V, the remaining fins, in reducing order of width, would experience the latch and subsequently enter conduction. This is evident in Fig. 3g, where there are multiple EL spots on both gates indicating a spatial randomness to the width distribution. Thus, EL measurements support the hypothesis that the steep increase in ID is due to the high electric-field-induced latching on the widest fin.
a, ID–VG and IG–VGS as VGS is swept from −12 V to −10.5 V during the latching process. A 30-s step time ensured sufficient exposure for the microscope camera and resulted in sufficiently high signal-to-noise ratio to avoid weak localized emission being corrupted by the system noise. The current compliance of 1 mA prevented degradation of the device during the long step time. b, Summed EL as a function of VGS. Inset: EL micrograph at VGS = −11.4 V. c–g, EL micrograph as a function of VGS sweep for VGS = −11.3 V (c), VGS = −11.2 V (d), VGS = −11.1 V (e), VGS = −11.0 V (f) and VGS = −10.7 V (g). The measurements were performed with a lens of numerical aperture = 0.6. The measurements of the EL spectrum in ref. 9. showed a minimum wavelength of approximately 500 nm. Consequently, the optical resolution of this measurement was around 500 nm (0.6 × wavelength/numerical aperture).
Reversibility, non-degradation and linearity
This section explores the nature and mechanism responsible for the latching condition in SLCFETs, and then demonstrates that latching can be beneficial for radiofrequency power amplifiers (PA) linearity. In Fig. 4a, bidirectional sweeps in VGS of a SLCFET for varying VDS show that the SS becomes steeper as VDS increases. Notably, although ID increases abruptly with a slope <60 mV per decade (a slope of 2.3 kT q−1 or 60 mV per decade at room temperature, is expected for Boltzmann processes33), the process is reversible with a hysteresis window that shifts towards negative VGS as VDS increases. Two mechanisms are available in the literature to explain an abrupt increase in drain current under high field operation: (1) thermal runaway; and (2) avalanche multiplication (or impact ionization)33. The possibility of thermal runaway inducing the latching is explored in the Supplementary Information Section 1 and is not substantial. Electrothermal three-dimensional simulations using Ansys software at the latching condition showed a temperature rise of 283 °C, which is lower than that required to cause thermal breakdown in GaN transistors34,35,36,37. Impact ionization, if present at the latching condition, would manifest in a bell-shaped IG–VGS plot38,39. As shown in Fig. 4b, IG shows a jump at the point of latching, then peaks and subsequently reduces, which is consistent with a bell shape. This, along with its consistent VDS dependency of IG, implies that the latching mechanism would most likely be induced by impact ionization. The sudden rise in ID from the off state can be explained if some of the impact-ionization-generated holes on the widest fin get trapped/stored in its vicinity. This would shift VT, leading to positive feedback and an abrupt increase in both ID and IG. To confirm the occurrence of impact ionization, ID–VGS measurements at the latching condition were undertaken across a range of ambient temperatures. In Fig. 4e, the curve corresponding to the minimum VDS (VD_SS) which results in SS < 2.3 kT q−1 is plotted. The table in the inset shows a positive temperature coefficient in VD_SS at higher temperatures. This observation is consistent with the accelerating electrons attaining higher kinetic energy at lower temperatures, owing to larger mean-free-path, and increasing the rate of impact ionization. In the inset of Fig. 4e, similar monotonic reduction in SS is recorded as a function of VDS at 300 K. This is again consistent with electrons gaining more kinetic energy at higher VDS, leading to enhanced rates of impact ionization.
a, Transfer characteristics for varying VDS. b, IG–VGS for the plots in a. c,d, Band diagram generated by self-consistent solution of drift-diffusion and Poisson’s equation in three dimensions cut along an AlGaN/GaN interface in the on state (c) and the subthreshold region (d). EC, EF and EV represent conduction band, electron fermi level and valence band energies, respectively. The holes and electrons generated during impact ionization are represented in the valence band and conduction band, respectively. e, ID–VGS in subthreshold regime at the onset of SS < 2.3 kT q−1 for temperatures from 100 K to 300 K in steps of 50 K. To determine the onset, VDS was swept in steps of 1 V from 6 V to 14 V at each temperature. The table indicates these VDS onset values at which SS < 2.3 kT q−1 for each temperature. Inset: the variation of SS as a function of VDS at 300 K. f, The latching process with hysteresis window over 30 runs with ΔVGS of 200 mV.
Using the measured hole current in the gate and dimensions of the latched single fin, the minimum recovery time was approximately 1 μs (Supplementary Information Section 2). This constrains the possible location and trapping mechanism. Storage in deep levels in the GaN bandgap such as the dominant substitutional carbon acceptors at 0.9 eV above the valence band with time constants in the 1–100-s range explain the kink effect present in SLCFETs, but not the latching. Similarly, storage of free holes in the bulk of the fins is eliminated because a no-hole-barrier GaN/dielectric interface would transport holes through the dielectric in picoseconds (Supplementary Information Section 3). We propose the presence of a hole barrier at the dielectric/GaN interface storing holes for around a microsecond before they tunnel. Simulated band diagrams showing an additional oxide region between the fin and SiN, potentially from native oxide growth post fin etching and before the SiN deposition or from residual etch damage, are shown in Fig. 4c,d. The impact-ionization-generated electrons would drift into the drain terminal at high VDS. The holes generated would drift towards the source, resulting in a hole density along the entire length of the gate and hence a negative VT shift. At sufficiently high VGS, an increased lateral electric field could cause the stored holes to tunnel into gate terminal (Fig. 4d). This emptying of holes, occurring on microsecond timescales, is faster than the sweep rate leading to the rapid rise/fall of ID at the latching condition.
Impact ionization often results in permanent degradation and device failure. However, in some cases it is reversible without degradation. Reversible abrupt increases in current without permanent degradation have been reported in Si, MoS2 and GaAs devices40,41,42. However, similar data is unavailable for GaN transistors. Figure 4f explores the non-degradation at the latching condition with multiple bidirectional sweeps. The device exhibited consistent anticlockwise hysteresis without signs of degradation, validating the underlying mechanism of hysteresis in Fig. 4a to be storage/emptying of holes residing in the semiconductor.
The analysis of device stability, reliability and the application of the latching condition in power amplifiers is shown in Fig. 5. The methodology followed is outlined in Fig. 5a with each cycle comprising a stressing and a condition-monitoring step. Figure 5b presents the ID and IG during the stressing period, with the mean value of each cycle in the inset. The plots reveal an insignificant change in ID and IG, indicating no VT instability associated with charge trapping and time-dependent dielectric breakdown. In Figure 5c, post stress ID–VGS to monitor the on-state characteristics of the device indicate no VT shift. The ID and gm characteristics show no sign of instability or reliability issues due to the latching condition.
a, Methodology adopted for stress testing of latching condition. The device was stressed for 90 min in steps of 2 min and ID–VGS at VDS = 0.1 V to monitor the device condition. b, The evolution of ID and IG as a function of stressing time at VDS = 12 V and VGS = −11.5 V. Inset: the mean value of ID and IG over each 2-min cycle. c, The monitored ID and gm as function of VGS at VDS = 0.1 V after each stress cycle in the latching condition. d, The ID, gm and \({g}_{{\rm{m}}}^{{\prime\prime} }\) of the SLCFETs are plotted when biased at VDS of 8 V (unlatched condition) and 12 V (latched condition). Current compliance for ID was set to 200 mA. The normalization in d was performed by dividing the measured ID by the active source width of the device, which was approximately 50% of entire width. This was to have a one-to-one comparison with similar fin-based devices in the literature, for example, ref. 43.
The non-degradation observed is explained by the maximum rate of impact ionization coincident with the steep SS, which reduces as VGS becomes less negative due to the lowering of effective electric field in the fins. This non-degrading nature of steep SS is also evident in Chang et al., where large-signal operations were performed on SLCFETs under d.c. conditions exhibiting latching9. Although other GaN-based transistors have demonstrated lower than 60 mV per decade, their performance and subthreshold reliability does not match that of SLCFETs17,18,19,20,21,22,23. This work suggests that latching is an inherent property of GaN finFETs where the etching of fin sidewalls forms a small hole barrier between the semiconductor and the SiN dielectric. This barrier would act as a hole reservoir on the microsecond timescale. Such a mechanism would not be applicable to a planar GaN HEMT and could explain why latching is not observed in those devices.
The effect of the latching condition on the radiofrequency linearity performance of SLCFETs has been analysed using d.c. ID–VGS and transconductance, as shown in Fig. 5d. The same SLCFET was operated at VDS of 8 V and 12 V corresponding to latched and unlatched conditions, respectively. A VT shift of approximately −3 V for VDS = 12 V operation was observed. This is attributed to all the 1,000+ fins entering the reversible and non-degrading latching condition, causing the VT shift as explained as part of Fig. 4. In the latched condition, the gm shows a reduction of the peak value by approximately 20%. However, this value is still comparable with state-of-the-art GaN radiofrequency devices43. Interestingly, the \({g}_{{\rm{m}}}^{{\prime\prime} }\), which is a key parameter determining linearity, reduces by a factor of two, indicating a strong improvement in linearity. This \({g}_{{\rm{m}}}^{{\prime\prime} }\) has attained a reduction of approximately two times that of other multichannel GaN-FETs and six times that of GaN HEMTs43. This linearity improvement can be attributed to the latching effect whereby, as VGS is swept from subthreshold to VT, all the 1,000+ fins get latched to a high on state. This shifts VT and broadens the transconductance characteristics so that, as VGS sweeps towards 0 V, the ID increase will be more gradual than when all the fins are not in a high on state, that is, an unlatched state. Under radiofrequency conditions, where the cycle time is much faster than the hole residence time, the steep SS regime would not occur and there would be smooth negative shift in VT. The improved linearity and larger usable VGS range will allow the application of larger input power, Pin, giving higher output power, Pout, as was seen experimentally in large-signal radiofrequency measurements by Chang et al.9. The effect on the power–linearity trade-off, caused by reduction in gm, is analysed in Supplementary Information Section 4.
Conclusions
We have reported transistor latching in GaN-based transistors for which, at high drain bias operation, the drain current increases from off state to near on state with a subthreshold slope less than the Boltzmann limit of 60 mV per decade at 300 K. The latching process observable in subthreshold is a consequence of a distribution in fin widths, arising from fabrication-related process variation between the more than 1,000 sub-100-nm-width fins. This results in a width distribution with a peak at the mean value and with gradual tails towards the narrowest and widest fin, confirmed from SEM imaging. Using EL, I–V and self-consistent solutions of the transport and Poisson’s equation, the latching process was shown to be localized on individual fins starting from the widest fin. The latching was attributed to impact ionization on the widest fin, which shifts the threshold voltage to becoming more negative by the storage of holes generated by impact ionization within the fin. The latching was also shown to be reversible and non-degrading, and to result in improved transconductance characteristics consistent with improved radiofrequency linearity. This latch-induced steep subthreshold slope could be used to further improve the performance of SLCFET-based radiofrequency transistors.
Methods
The intensity of the EL signal shown in Fig. 3c–e was near the minimum detectable signal-to-noise ratio of the camera used. This is because each EL spot was emerging from individual fins with a current drive of only ~10 µA per fin during the emission process. Such low current drive resulted from the low concentration of hot electrons in the entire device during the latching process. To subtract the noise from the captured EL signal, image processing was performed as shown in Extended Data Figs. 1 and 2. The image was processed in MATLAB.
Data availability
The detailed device structure is proprietary information of Northrop Grumman and cannot be made available. This specifically includes information on device geometry such as fin width, fin separation, fin height, dielectric thickness and so on. The data that was used to plot the figures within this paper are available from the corresponding author upon reasonable request.
Code availability
The custom-developed codes for simulating SLCFETs using Silvaco’s Atlas solver may be available from the corresponding author, subject to clearance from Northrop Grumman. The critical device dimension will be presented as variables having values within a range to respect the proprietary rights of Northrop Grumman. The algorithm used in the MATLAB code for image analysis of the EL signal is shown in the Methods. The specific parameters used in the image-processing code can be made available from the corresponding author on request.
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Acknowledgements
This work was supported by the Northrop Grumman Mission System University Research Program. We acknowledge the financial contribution from the Engineering and Physical Sciences Research Council (EPSRC) under grant no. EP/X012123/1.
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A.S.K. and S.D. conceived the idea of the project. A.S.K. conducted the measurements and simulations. A.S.K. and M.J.U. analysed the results. M.J.U. provided significant input on the interpretation of data. All authors participated in the scientific discussion. A.K.S. wrote the paper with the help of M.J.U. and M.K. M.K. supervised the project.
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Extended data
Extended Data Fig. 1 The step-by-step algorithm used to extract the EL signal from noisy signal.
a, The greyscale raw image is obtained from EL micrography. b, Histogram scaling is performed in order to increase the EL intensity without pixel saturation. c, The noise signal which also scaled in (b) is reduced partially using Salt and Pepper noise filter. d, Low pass filtering is performed to help eliminate high frequency noise present in (c). e, The greyscale image is colour coded based on the intensity level of each pixel. f, The final processed EL image after filtering algorithm.
Extended Data Fig. 2 The result of imaging processing on one of the noisy images as per Extended Data Figure 1.
a, The raw EL image in greyscale. b, Intensity-enhanced image using histogram scaling. c, Image after Salt and Pepper filtering. d, Image after low pass filtering. e, greyscale to RGB coded image.
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Supplementary Sections 1–4 and Figs. 1–2.
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Kumar, A.S., Dalcanale, S., Uren, M.J. et al. Gallium nitride multichannel devices with latch-induced sub-60-mV-per-decade subthreshold slopes for radiofrequency applications. Nat Electron 8, 510–517 (2025). https://doi.org/10.1038/s41928-025-01391-5
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DOI: https://doi.org/10.1038/s41928-025-01391-5