Figure 1 shows the ratios of standard deviations (σ) to mean values (μ) of I
d-off, S, DIBL and V
th extracted using the g
m/I
d technique at drain voltages V
d of 1 V and 20 mV. As expected, shorter devices exhibit stronger variation in both regimes of operation. It can be seen that I
d-off variability is rather strong and presumably impacted by the variability of other parameters (e.g., V
th, S and DIBL).
Figure 1.
The ratio of standard deviation over the mean value of the off-state drain current (Id-off), subthreshold slope (S), drain-induced barrier lowering (DIBL) and threshold voltage (Vth) extracted using the gm/Id method in devices with gate lengths of 28 and 88 nm.
3.1. Off-State Gate Current
Figure 2 shows σI
d-off in devices with gate lengths from 28 nm to 88 nm in linear and saturation regimes. The higher variability of I
d-off is observed in shorter devices. Different parameters, such as short channel effects, I
g and V
th, have an impact on I
d in the off-state.
First, I
g-off is considered. The standard deviation of I
g-off is shown in
Figure 2. An increase of σI
g-off with V
d can be related to the amplified generation current, which is a function of V
d [
13]. There is no pronounced dependence of I
g-off variability on the gate length. Furthermore, σI
g-off remains small compared with σI
d-off, except for the longest devices at V
d of 1 V. Absolute values of I
g-off are also negligibly small compared with I
d-off (except for devices with a gate length of 88 nm at V
d of 1 V). Therefore, the effect of I
g-off variability on I
d-off is expected to be negligible. In order to confirm this,
Figure 3 plots coefficients of correlation between I
g-off and I
d-off for devices with various gate lengths at V
d of 1 V and 20 mV and at temperatures of 25 and 125 °C. Only in the case of V
d of 1 V and a temperature of 25 °C does the correlation become stronger with a gate length increase as the I
g-off component of I
d-off increases. I
g-off is small at low V
d, as the gate-induced drain leakage (GIDL) is alleviated. This is confirmed by weak I
g-off and I
d-off correlation at V
d of 20 mV for all gate lengths. With a temperature rise, due to V
th shift and S degradation, I
d increases stronger than I
g. Thus, the effect of I
g on I
d decreases, and the correlation between I
d-off and I
g-off reduces (
Figure 3). The above discussion suggests that the effect of I
g-off variability on I
d-off variability should be accounted for only in relatively long devices at high V
d and room temperature, whereas in other cases, it can be neglected.
Figure 2.
σId-off and σIg-off variations with gate length at drain voltages (Vd) of 20 mV and 1 V.
Figure 2.
σId-off and σIg-off variations with gate length at drain voltages (Vd) of 20 mV and 1 V.
Figure 3.
The Id-off-Ig-off correlation in devices with various gate lengths at Vd of 20 mV and 1 V and temperatures of 25 °C and 125 °C.
Figure 3.
The Id-off-Ig-off correlation in devices with various gate lengths at Vd of 20 mV and 1 V and temperatures of 25 °C and 125 °C.
3.2. Threshold Voltage
Secondly, the effect of V
th variability on σI
d-off is considered.
Figure 4 shows σV
th for devices with gate lengths from 28 to 88 nm at V
d of 20 mV and 1 V. The variability in shorter devices is obviously stronger than in long devices. At V
d of 1 V, σV
th is larger than at V
d of 20 mV in short devices. However, in long devices, values of σV
th are similar in both regimes of operation. At V
d of 1 V in the shortest devices, σV
th is considerably different for two V
th extraction methods. The g
m/I
d method results in a lower V
th variability than the constant current method. This is due to V
th extraction from different parts of current-voltage characteristics and the smaller sensitivity of the g
m/I
d method to short channel effects (S, DIBL), as discussed in [
9]. This difference vanishes in long devices.
Figure 4.
σVth obtained using the constant current and gm/Id methods at Vd of 20 mV (top); and Vd of 1 V (bottom).
Figure 4.
σVth obtained using the constant current and gm/Id methods at Vd of 20 mV (top); and Vd of 1 V (bottom).
Since in the subthreshold regime, I
d exponentially depends on V
th, it is generally assumed that σI
d in this region is dominated by σV
th. This holds true for the relatively long devices studied in this work. Correlation between I
d-off and V
th at V
d of 1 V is plotted in
Figure 5 for 28 nm- and 100 nm-long devices. V
th was extracted using the constant current and g
m/I
d methods. To quantify the correlation,
Figure 6 plots the coefficients of correlation between I
d and V
th (extracted using the constant current method) as a function of V
g in devices with various gate lengths. In the subthreshold region, correlation is strong for 68 and 88 nm-long devices. In strong inversion, the correlation reduces due to the dominance of mobility and series resistance variability [
13]. However, in shorter devices, the I
d and V
th correlation significantly decreases, not only in strong inversion, but also in the subthreshold regime. This effect is also seen in
Figure 7, where variation of the I
d-off and V
th correlation coefficients with the gate length is plotted. Therefore, the variability of other parameters apart from I
g-off and V
th has to be taken into account.
Figure 5.
The variation of Id-off at Vd = 1.0 V with Vth extracted using the constant current and gm/Id methods at Vd = 1 V in devices with gate lengths of 28 nm and 88 nm.
Figure 5.
The variation of Id-off at Vd = 1.0 V with Vth extracted using the constant current and gm/Id methods at Vd = 1 V in devices with gate lengths of 28 nm and 88 nm.
Figure 6.
The variation of the Id-Vth correlation coefficient with Vg in devices with various gate lengths. Vth was obtained using the constant current method.
Figure 6.
The variation of the Id-Vth correlation coefficient with Vg in devices with various gate lengths. Vth was obtained using the constant current method.
It is important to note the importance of the V
th extraction method in variability studies. In [
9], it was shown that the g
m/I
d V
th extraction method is beneficial over other techniques from the short channel effects perspective. A similar property can be observed in
Figure 7. The low correlation of V
th‑gm/Id and I
d-off in short devices suggests the parasitic effect immunity of V
th extraction using the g
m/I
d technique [
11,
12] compared with the constant current method, as the latter is obviously sensitive to DIBL [
9].
Figure 7.
The Vth-Id-off correlation coefficients in devices with various gate lengths. Vth was obtained using the constant current (cc) and gm/Id methods.
Figure 7.
The Vth-Id-off correlation coefficients in devices with various gate lengths. Vth was obtained using the constant current (cc) and gm/Id methods.
3.3. Short Channel Effects
Thirdly, an impact of short channel effect variability on subthreshold I
d is considered. The data in
Figure 8 show strong correlation between I
d-off and DIBL in shorter devices. The correlation coefficient decreases to ~0.2 and even more for devices with gate lengths of 68 nm and 88 nm, where the average DIBL is below 60 mV/V. Correlation between I
d-off and V
th (extracted at V
d of 20 mV) featured an opposite trend increasing with the gate length, as seen from
Figure 7. Therefore, in devices with gate lengths of 68 and 88 nm, I
d-off and V
th variability is caused by the same mechanisms, while the variability of DIBL and subthreshold slope dominates in short devices.
Figure 8.
The DIBL-Id-off correlation coefficients in devices with various gate lengths.
Figure 8.
The DIBL-Id-off correlation coefficients in devices with various gate lengths.
Figure 9 presents the variation of the subthreshold slope and V
th extracted using the constant current and the g
m/I
d methods, at high V
d in saturation. Scatter is much stronger in short devices than in longer ones, as expected. Furthermore, in short devices, the correlation of the subthreshold slope with V
th-cc is stronger than the correlation with V
th-gm/Id. This correlation is quantified in
Figure 10.
Figure 10 shows DIBL and V
th, as well as the S and V
th correlation in 28 nm- and 88 nm-long devices at 25 °C and 125 °C. V
th was extracted with the g
m/I
d and constant current methods. V
th extracted using the g
m/I
d technique shows little dependence on short channel effects, even at high temperatures. V
th obtained with the constant current method shows very strong correlation with DIBL at room and elevated temperatures. This comparison confirms that the g
m/I
d technique enables an evaluation of intrinsic V
th, only slightly affected by short channel effects. Evaluation of V
th free of short channel effects is of interest for device models that incorporate variability. If variability is imposed on each of the correlating parameters in a model, the total performance variability might be overestimated [
9]. This can be avoided either by including correlation factors in the models or using independent (zero correlation) parameters.
Figure 9.
Variations of Vth obtained using the gm/Id and constant current methods as a function of the subthreshold slope.
Figure 9.
Variations of Vth obtained using the gm/Id and constant current methods as a function of the subthreshold slope.
Figure 10.
The Vth-DIBL and Vth-S correlation coefficients in devices with gate lengths of 28 nm and 88 nm at 25 °C and 125 °C temperatures. Vth was obtained using the constant current and gm/Id methods.
Figure 10.
The Vth-DIBL and Vth-S correlation coefficients in devices with gate lengths of 28 nm and 88 nm at 25 °C and 125 °C temperatures. Vth was obtained using the constant current and gm/Id methods.
The temperature dependence of the I
d-off and DIBL correlation is shown in
Figure 11. In the case of short devices (gate lengths of 28 nm and 38 nm), the correlation factor being very strong shows nearly no dependence on temperature. However, in long devices (gate lengths of 68 nm and 88 nm), the correlation between I
d-off and DIBL rises with temperature. This can be explained by the DIBL increase with temperature, as the inset in
Figure 11 shows.
Figure 11.
The Id-off–DIBL correlation in devices with various gate lengths in the 25–125 °C temperature range at Vd of 1 V. The inset shows the DIBL temperature dependence.
Figure 11.
The Id-off–DIBL correlation in devices with various gate lengths in the 25–125 °C temperature range at Vd of 1 V. The inset shows the DIBL temperature dependence.
3.4. Drain Current Variability Modelling
Following the above discussion,
Figure 12 compares σI
d and g
m·σV
th dependences on V
g in devices with a gate length of 88 nm at V
d of 1 V and 20 mV. σI
d agrees well with g
m·σV
th in around-threshold and subthreshold regions,
i.e., moderate and weak inversion. In order to ease the comparison of devices with different gate lengths and at various temperatures, the results are plotted as a function of the gate overdrive V
g–V
th.
Figure 12.
Variation of σId and its components with gate overdrive at Vd of 20 mV and 1 V at 25 °C in devices with a gate length of 88 nm. Vth was extracted using the gm/Id method.
Figure 12.
Variation of σId and its components with gate overdrive at Vd of 20 mV and 1 V at 25 °C in devices with a gate length of 88 nm. Vth was extracted using the gm/Id method.
The situation is different in short channel devices. As seen from
Figure 13, σ
Id can be described by g
m·σV
th only in a very narrow V
g range around V
th. In the subthreshold, the curves strongly deviate. In [
14], it was suggested to consider the variability of the body factor in weak inversion in addition to V
th. The impact of the body factor dependences on V
g and temperature was emphasized and related to depletion width variation [
14]. The UTBB devices studied here remain fully-depleted in the whole weak-to-moderate inversion range at any temperature. Furthermore, Si and oxide thickness fluctuations are not significant, due to the well-controlled fabrication process [
2,
9]. In [
2], reflectometry was used to evaluate top silicon layer thickness variability and correlate it with electrically obtained data. Furthermore, in [
9], it was found that global variability does not degrade with temperature through Si layer thickness variation, confirming that the process matches σI
d sufficiently well (
Figure 12). As this is not the case in the shortest device (
Figure 13), we consider the effective body factor n, which includes short channel effects. Thus, in our case, n dependence on V
g originates from the gate and the drain counteraction on electrostatics. In this work, n (V
g) is derived in the first approximation from S(V
g) according to
, where q is the elementary charge, k is the Boltzmann constant and
T is the temperature. At V
d of 20 mV, the combined effect of σV
th and σn can fit σI
d sufficiently well:
However at V
d of 1 V, Equation (1) does not allow one to fit σI
d. This is due to amplification of short channel effects at V
d of 1 V and, thus, their stronger impact on V
th. In order to fit σI
d, V
th and n, correlation coefficient ρ has to be accounted for:
This approach is shown to work sufficiently well at elevated temperature. In
Figure 14, it is shown that σI
d at 125 °C is fitted well when the V
g-dependent effective body factor and its correlation with the V
th are considered (Equation (2)).
Figure 13.
Variation of σId and its components with gate overdrive at Vd of 20 mV and 1 V at 25 °C in devices with a gate length of 28 nm. Vth was extracted using the gm/Id method.
Figure 13.
Variation of σId and its components with gate overdrive at Vd of 20 mV and 1 V at 25 °C in devices with a gate length of 28 nm. Vth was extracted using the gm/Id method.
The results presented in
Figure 12,
Figure 13 and
Figure 14 were obtained using the g
m/I
d V
th extraction technique.
Figure 15 shows σI
d fitting in 28 nm-long devices at 25 °C with V
th obtained using the constant current method. The fitting is acceptable at V
d of 20 mV, as short channel effects are not strongly pronounced. However, at V
d of 1 V, the fitting works only in a very narrow V
g region close to V
th. This can be explained by the strong impact of short channel effects on the constant current extraction of V
th. This again confirms the advantages of the g
m/I
d V
th extraction method for variability assessment.
Further σI
d modelling improvement can be done by accounting for GIDL in the very low V
g region. In strong inversion, mobility and series resistance should be considered [
13].
Figure 14.
Variation of σId and its components with gate overdrive at Vd of 20 mV and 1 V at 125 °C in devices with a gate length of 28 nm. Vth was extracted using the gm/Id method.
Figure 14.
Variation of σId and its components with gate overdrive at Vd of 20 mV and 1 V at 125 °C in devices with a gate length of 28 nm. Vth was extracted using the gm/Id method.
Figure 15.
Variation of σId and its components with gate overdrive at Vd of 20 mV and 1 V at 25 °C in devices with a gate length of 28 nm. Vth was extracted using the constant current method.
Figure 15.
Variation of σId and its components with gate overdrive at Vd of 20 mV and 1 V at 25 °C in devices with a gate length of 28 nm. Vth was extracted using the constant current method.