| Factor | Low | High |
|---|---|---|
| Temperature | 440˚C | 500˚C |
| Pressure | 0.8 torr | 4.0 torr |
| Backside Argon | 0.8 sccm | 300 sccm |
Allan Quadros
Madhav Dhital
Department of Statistics
… using a multivariate approach!
Factors: Temperature, Pressure, and Backside Argon
Design: \(2^3\) factorial with 3 center points (but only one was performed due to lack of wafers - 9 runs total)
2 models: one with Uniformity as response variable and another one with Stress as response
both models obtained using stepwise regression beginning from the model with 3 main effects and 3 two-factor interactions
| Factor | Low | High |
|---|---|---|
| Temperature | 440˚C | 500˚C |
| Pressure | 0.8 torr | 4.0 torr |
| Backside Argon | 0.8 sccm | 300 sccm |
Model 1 - Uniformity Response
| Term | Coeff. | Std.Error | t.value | Signif. |
|---|---|---|---|---|
| Average | 6.698889 | 0.229599 | NA | NA |
| Pressure | -0.435000 | 0.243526 | -1.79 | 0.1243 |
| Back Argon | 1.657500 | 0.243526 | 6.81 | 0.0005 |
No. cases = 9, R2 = 0.8919, R2 adj. = 0.8559, RMS Error = 0.688, Resid. df = 6
Model 2 - Stress Response
| Term | Coeff. | Std.Error | t.value | Signif. |
|---|---|---|---|---|
| Average | 8.938333 | 0.088301 | NA | NA |
| Temp | -1.205000 | 0.093658 | -12.87 | 0.0001 |
| Pressure | -0.358500 | 0.093658 | -3.83 | 0.0087 |
No. cases = 9, R2 = 0.9678, R2 adj. = 0.6570, RMS Error = 0.2649, Resid. df = 6
For the contour plot, the authors fixed the temperature at 480˚C since it is relatively difficult to change the reactor temperature. This is the same temperature used by other processes.
No TiN peeling occured in any treatment combination
The contour plot shows that the high pressure/low backside argon corner is good in terms of both stress and uniformity
But still have not met the goals of reaching the results of the old method for 150 mm wafers
The bottom-right corner suggests that is a region for improving the process using an increased range of pressure
Conducted on a broader range of pressure
Factors: Pressure, and \(H_2/WF_6\) ratio
The authors had evidence that the \(H_2/WF_6\) ratio should produce curvature (local maximum) in the deposition rate, and a consequent local minimum in Uniformity. Therefore, …
Design: CCI - Central Composite Inscribed design
| Factor | Low | High |
|---|---|---|
| Pressure | 4 | 80 |
| \(H_2/WF_6\) Ratio | 2 | 10 |
Model 1 - Uniformity Response
| Term | Coeff. | Std.Error | t.value | Signif. |
|---|---|---|---|---|
| Average | 5.927273 | 0.185831 | NA | NA |
| Pressure | -1.912335 | 0.308142 | NA | NA |
| \(H_2/WF_6\) | -0.224966 | 0.308142 | NA | NA |
| Pressure*\(H_2/WF_6\) | 1.699487 | 0.616144 | 2.76 | 0.0282 |
No. cases = 11, R2 = 0.8695, R2 adj. = 0.8136, RMS Error = 0.66163, Resid. df = 7
Model 2 - Stress Response
| Term | Coeff. | Std.Error | t.value | Signif. |
|---|---|---|---|---|
| Average | 7.733551 | 0.037042 | NA | NA |
| Pressure | -0.737459 | 0.044084 | NA | NA |
| \(H_2/WF_6\) | 0.497877 | 0.044084 | 11.29 | 1e-04 |
| Pressure\(^2\) | -0.494690 | 0.070923 | -6.97 | 2e-04 |
No. cases = 11, R2 = 0.9849, R2 adj. = 0.9784, RMS Error = 0.08817, Resid. df = 7
The TiN peeling (Yes/No) was also observed for this experiment. Treatment combinations where peeling occurred are circled in the contour plot (*)
The results indicate that the \(H_2/WF_6\) Ratio clear controls TiN peeling. The authors considered the results a pivotal finding, since they expected temperature and pressure to be the controlling factors
Although low levels of \(H_2/WF_6\) result in better stress and uniformity, TiN peeling occurs at low \(H_2/WF_6\) levels, rendering this region of process space unusable.
Due to tight deadline circumstances and the previous results, the team decided to compromise stress in favor of uniformity.
Experiment 2 results indicated Uniformity (response variable) could be traded off against TiN peeling by setting the pressure at 80 torr and considering several \(H_2/WF_6\) ratios against the peeling threshold
Single factor experiment in the \(H_2?WF_6\) ratio to find the peeling threshold, holding pressure constant at 80 torr.
| Pressure | H2WF6_Ratio | TiN_Peeling |
|---|---|---|
| 80 | 3 | YES |
| 80 | 4 | YES |
| 80 | 5 | NO |
| Parameter | Value |
|---|---|
| Backside Ar | 0 sccm |
| Temperature | 480˚C |
| Pressure | 80 torr |
| \(H_2/WF_6\) ratio | 5 |
Tungsten film uniformity on 200mm wafer can match uniformity on 150mm wafers by:
However, this results in a worse film Stress.