Mobility in semiconductors refers to the ability of charge carriers, such as electrons and holes, to move through the material when an electric field is applied. This property directly influences the conductivity and overall performance of semiconductor devices. Mobility models are mathematical representations that describe how mobility varies under different conditions, such as electric fields, temperature, and doping levels. In silicon (Si) semiconductors, both high-field and low-field mobility models are essential for accurate simulation and design of electronic devices. High-field models account for carrier velocity saturation at strong electric fields, while low-field models describe the linear relationship between mobility and electric field at weaker fields. These models are vital in enabling precise predictions of device behavior and optimizing the device performance. In today’s article, we will introduce the mobility models of electrons and holes in silicon (Si) materials, covering both high-field and low-field scenarios.
Low-field mobility models describe the behavior of charge carriers when the applied electric field is relatively weak. In these conditions, the mobility of electrons and holes typically follows a linear relationship with the electric field, allowing for straightforward predictions of carrier movement.
This model is used to calculate .
The following analytic function based upon the work of Caughey and Thomas[1,2] can be used to specify doping- and temperature-dependent low-field mobilities.
where is the total local dopant concentration. The parameters for this model with their default values (Arsenic-doped Silicon for electron values and Boron-doped Silicon for hole values) are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
μ1 | mu1 | 0.005524 | 0.00497 | m2/(V*s) |
μ2 | mu2 | 0.142923 | 0.047937 | m2/(V*s) |
α | alpha | 0.0 | 0.0 | N/A |
β | beta | -2.3 | -2.2 | N/A |
γ | gamma | -3.8 | -3.7 | N/A |
𝛿 | delta | 0.73 | 0.70 | N/A |
Ncrit | Ncrit | 1.072×1023 | 1.606×1023 | m-3 |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
μ1 | ✗ | ✓ | ✗ | N/A |
μ2 | ✗ | ✓ | ✗ | N/A |
α | ✗ | ✓ | ✗ | N/A |
β | ✗ | ✓ | ✗ | N/A |
γ | ✗ | ✓ | ✗ | N/A |
𝛿 | ✗ | ✓ | ✗ | N/A |
Ncrit | ✗ | ✓ | ✗ | N/A |
N | ✗ | ✗ | ✓ | Total concentration (m-3) |
TL | ✗ | ✗ | ✓ | Lattice temperature (K) |
Reference:
[1] Caughey, D. Mo, and R. E. Thomas. "Carrier mobilities in silicon empirically related to doping and field." Proceedings of the IEEE 55.12 (1967): 2192-2193. doi: 10.1109/PROC.1967.6123.
[2] Pinto, Mark R., Conor S. Rafferty, and Robert W. Dutton. PISCES II: Poisson and continuity equation solver. 1984.
This model is used to calculate .
The following analytic function based upon the work of Caughey and Thomas[1,2] can be used to specify doping- and temperature-dependent low-field mobilities.
where is the total local dopant concentration. The parameters for this model with their default values (n-type or p-type 6H-SiC[3]) are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
μ1 | mu1 | 0.003 | 0.001 | m2/(V*s) |
μ2 | mu2 | 0.042 | 0.008 | m2/(V*s) |
α | alpha | -0.5 | -0.5 | N/A |
β | beta | -2.5 | -2.15 | N/A |
γ | gamma | 2.5 | 2.23 | N/A |
𝛿 | delta | 0.8 | 0.34 | N/A |
η | eta | 0.5 | 0.0 | N/A |
Ncrit | Ncrit | 6×1023 | 1.76×1025 | m-3 |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
μ1 | ✗ | ✓ | ✗ | N/A |
μ2 | ✗ | ✓ | ✗ | N/A |
α | ✗ | ✓ | ✗ | N/A |
β | ✗ | ✓ | ✗ | N/A |
γ | ✗ | ✓ | ✗ | N/A |
𝛿 | ✗ | ✓ | ✗ | N/A |
η | ✗ | ✓ | ✗ | N/A |
Ncrit | ✗ | ✓ | ✗ | N/A |
N | ✗ | ✗ | ✓ | Total concentration (m-3) |
TL | ✗ | ✗ | ✓ | Lattice temperature (K) |
Reference:
[1] Caughey, D. Mo, and R. E. Thomas. "Carrier mobilities in silicon empirically related to doping and field." Proceedings of the IEEE 55.12 (1967): 2192-2193. doi: 10.1109/PROC.1967.6123.
[2] Pinto, Mark R., Conor S. Rafferty, and Robert W. Dutton. PISCES II: Poisson and continuity equation solver. 1984.
[3] Roschke, Matthias, and Frank Schwierz. "Electron mobility models for 4H, 6H, and 3C SiC [MESFETs]." IEEE Transactions on electron devices 48.7 (2001): 1442-1447. doi:10.1109/16.930664.
Arora model is used to calculate .
Arora model[1] includes the effect of dopping and temperature.This model has the following form:
where is the total local dopant concentration.
The parameters for this model with their default values (Phosphorus-doped Silicon for electron values and Boron-doped Silicon for hole values) are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
μ1 | mu1 | 0.00880 | 0.00543 | m2/(V*s) |
μ2 | mu2 | 0.1252 | 0.0407 | m2/(V*s) |
α | alpha | -0.57 | -0.57 | N/A |
β | beta | -2.33 | -2.33 | N/A |
γ | gamma | 2.546 | 2.546 | N/A |
Ncrit | Ncrit | 1.432×1023 | 2.67×1023 | m-3 |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
μ1 | ✗ | ✓ | ✗ | N/A |
μ2 | ✗ | ✓ | ✗ | N/A |
α | ✗ | ✓ | ✗ | N/A |
β | ✗ | ✓ | ✗ | N/A |
γ | ✗ | ✓ | ✗ | N/A |
Ncrit | ✗ | ✓ | ✗ | N/A |
N | ✗ | ✗ | ✓ | Total concentration (m-3) |
TL | ✗ | ✗ | ✓ | Lattice temperature (K) |
Reference:
Arora, Narain D., John R. Hauser, and David J. Roulston. "Electron and hole mobilities in silicon as a function of concentration and temperature." IEEE Transactions on electron devices 29.2 (1982): 292-295. doi: 10.1109/T-ED.1982.20698.
This model is used to calculate .
This model implements the following relationship[1]:
where,
where is the donor concentration in , is the acceptor concentration in .
The parameters for this model with their default values are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
μmax | mumax | 0.1441 | 0.04705 | m2/(V*s) |
c | c | 0.07 | 0.0 | N/A |
γ | gamma | 2.45 | 2.16 | N/A |
γ0d | gamm0d | 0.6 | 1.3 | N/A |
μ0d | mu0d | 0.0055 | 0.0090 | m2/(V*s) |
γ0a | gamma0a | 1.3 | 0.7 | N/A |
μ0a | mu0a | 0.0132 | 0.0044 | m2/(V*s) |
γ1d | gamma1d | 0.5 | 2.0 | N/A |
μ1d | mu1d | 0.00424 | 0.00282 | m2/(V*s) |
γ1a | gamma1a | 1.25 | 0.8 | N/A |
μ1a | mu1a | 0.00735 | 0.00282 | m2/(V*s) |
γr1 | gammar1 | 3.65 | 2.2 | N/A |
Cr1 | Cr1 | 8.9×1022 | 1.3×1024 | m-3 |
γr2 | gammar2 | 2.65 | 3.1 | N/A |
Cr2 | Cr2 | 1.22×1023 | 2.45×1023 | m-3 |
γs1 | gammas1 | 0.0 | 6.2 | N/A |
Cs1 | Cs1 | 2.9×1026 | 1.1×1024 | m-3 |
Cs2 | Cs2 | 7×1026 | 6.1×1026 | m-3 |
α | alpha | 0.68 | 0.77 | N/A |
β | beta | 0.72 | 0.719 | N/A |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
μmax | ✗ | ✓ | ✗ | N/A |
c | ✗ | ✓ | ✗ | N/A |
γ | ✗ | ✓ | ✗ | N/A |
γ0d | ✗ | ✓ | ✗ | N/A |
μ0d | ✗ | ✓ | ✗ | N/A |
γ0a | ✗ | ✓ | ✗ | N/A |
μ0a | ✗ | ✓ | ✗ | N/A |
γ1d | ✗ | ✓ | ✗ | N/A |
μ1d | ✗ | ✓ | ✗ | N/A |
γ1a | ✗ | ✓ | ✗ | N/A |
μ1a | ✗ | ✓ | ✗ | N/A |
γr1 | ✗ | ✓ | ✗ | N/A |
Cr1 | ✗ | ✓ | ✗ | N/A |
γr2 | ✗ | ✓ | ✗ | N/A |
Cr2 | ✗ | ✓ | ✗ | N/A |
γs1 | ✗ | ✓ | ✗ | N/A |
Cs1 | ✗ | ✓ | ✗ | N/A |
Cs2 | ✗ | ✓ | ✗ | N/A |
α | ✗ | ✓ | ✗ | N/A |
β | ✗ | ✓ | ✗ | N/A |
NA | ✗ | ✗ | ✓ | Acceptor concentration (m-3) |
ND | ✗ | ✗ | ✓ | Donor concentration (m-3) |
TL | ✗ | ✗ | ✓ | Lattice temperature (K) |
Reference:
[1] Reggiani, S., et al. "A unified analytical model for bulk and surface mobility in Si n-and p-channel MOSFET's." 29th European solid-state device research conference. Vol. 1. IEEE, 1999.
This model is used to calculate .
This model combines the scattering efects from Coulombic effects (), surface acoustic phonons () and surface roughness () using the following relationship[1]:
where,
where is the distance to the nearest interface from the point where the mobility will be calculated. The Coulomb term and screening effects are given by:
where can get from University of Bologna Bulk Model, is the minority carrier concentration, is the donor concentration in , is the acceptor concentration in .
is given by[1]:
where,
where is the donor concentration in , is the acceptor concentration in .
The surface scattering terms are defined as:
where is the electric field components perpendicular to the current density vector and is lattice temperature.
The parameters for this model with their default values (n-MOSFET for electron values and p-MOSFET for hole values) are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
μmax | mumax | 0.1441 | 0.04705 | m2/(V*s) |
c | c | 0.07 | 0.0 | N/A |
γL | gammaL | 2.45 | 2.16 | N/A |
γ0d | gamm0d | 0.6 | 1.3 | N/A |
μ0d | mu0d | 0.0055 | 0.0090 | m2/(V*s) |
γ0a | gamma0a | 1.3 | 0.7 | N/A |
μ0a | mu0a | 0.0132 | 0.0044 | m2/(V*s) |
γ1d | gamma1d | 0.5 | 2.0 | N/A |
μ1d | mu1d | 0.00424 | 0.00282 | m2/(V*s) |
γ1a | gamma1a | 1.25 | 0.8 | N/A |
μ1a | mu1a | 0.00735 | 0.00282 | m2/(V*s) |
γr1 | gammar1 | 3.65 | 2.2 | N/A |
Cr1 | Cr1 | 8.9×1022 | 1.3×1024 | m-3 |
γr2 | gammar2 | 2.65 | 3.1 | N/A |
Cr2 | Cr2 | 1.22×1023 | 2.45×1023 | m-3 |
γs1 | gammas1 | 0.0 | 6.2 | N/A |
Cs1 | Cs1 | 2.9×1026 | 1.1×1024 | m-3 |
Cs2 | Cs2 | 7×1026 | 6.1×1026 | m-3 |
α | alpha | 0.68 | 0.77 | N/A |
β | beta | 0.72 | 0.719 | N/A |
N1 | N1 | 2.34×1022 | 2.02×1022 | m-3 |
N2 | N2 | 4×1021 | 7.8×1021 | m-3 |
N3 | N3 | 1.0×1023 | 2×1021 | m-3 |
N4 | N4 | 2.4×1024 | 6.6×1023 | m-3 |
c | c | 1.8 | 0.5726 | m2/(V*s) |
γc | gammac | 1.6 | 1.3 | N/A |
d | d | 5.8×1014 | 7.82×1011 | m2/(V*s) |
γd | gammad | 0 | 1.4 | N/A |
τ | tau | 1.0 | 3.0 | N/A |
η | eta | 0.3 | 0.5 | N/A |
a | a | 0.026 | -0.02 | N/A |
b | b | 0.11 | 0.08 | N/A |
lcrit | lcrit | 10-8 | 10-8 | m |
δ | delta | 0.29 | 0.3 | N/A |
γ | gamma | 2.64 | 2.24 | N/A |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
F⊥ | ✓ | ✗ | ✗ | Transverse electric field (V/m) |
l | ✓ | ✗ | ✗ | The distance to the nearest interface from the simulation point (m) |
μmax | ✗ | ✓ | ✗ | N/A |
c | ✗ | ✓ | ✗ | N/A |
γL | ✗ | ✓ | ✗ | N/A |
γ0d | ✗ | ✓ | ✗ | N/A |
μ0d | ✗ | ✓ | ✗ | N/A |
γ0a | ✗ | ✓ | ✗ | N/A |
μ0a | ✗ | ✓ | ✗ | N/A |
γ1d | ✗ | ✓ | ✗ | N/A |
μ1d | ✗ | ✓ | ✗ | N/A |
γ1a | ✗ | ✓ | ✗ | N/A |
μ1a | ✗ | ✓ | ✗ | N/A |
γr1 | ✗ | ✓ | ✗ | N/A |
Cr1 | ✗ | ✓ | ✗ | N/A |
γr2 | ✗ | ✓ | ✗ | N/A |
Cr2 | ✗ | ✓ | ✗ | N/A |
γs1 | ✗ | ✓ | ✗ | N/A |
Cs1 | ✗ | ✓ | ✗ | N/A |
Cs2 | ✗ | ✓ | ✗ | N/A |
α | ✗ | ✓ | ✗ | N/A |
β | ✗ | ✓ | ✗ | N/A |
N1 | ✗ | ✓ | ✗ | N/A |
N2 | ✗ | ✓ | ✗ | N/A |
N3 | ✗ | ✓ | ✗ | N/A |
N4 | ✗ | ✓ | ✗ | N/A |
c | ✗ | ✓ | ✗ | N/A |
γc | ✗ | ✓ | ✗ | N/A |
d | ✗ | ✓ | ✗ | N/A |
γd | ✗ | ✓ | ✗ | N/A |
τ | ✗ | ✓ | ✗ | N/A |
η | ✗ | ✓ | ✗ | N/A |
a | ✗ | ✓ | ✗ | N/A |
b | ✗ | ✓ | ✗ | N/A |
δ | ✗ | ✓ | ✗ | N/A |
γ | ✗ | ✓ | ✗ | N/A |
lcrit | ✗ | ✗ | ✓ | N/A |
NA | ✗ | ✗ | ✓ | Acceptor concentration (m-3) |
ND | ✗ | ✗ | ✓ | Donor concentration (m-3) |
TL | ✗ | ✗ | ✓ | Lattice temperature (K) |
Issues:
The default parameters fit very low doping concentration well, but those parameters still need to fit with a higher doping concentration (Fig. 1 in ref 1)
Reference:
Reggiani, S., et al. "A unified analytical model for bulk and surface mobility in Si n-and p-channel MOSFET's." 29th European solid-state device research conference. Vol. 1. IEEE, 1999.
This model is used to calculate .
The Dorkel and Leturcq Model[1] for low-field mobility includes the dependence on temperature, doping, and carrier-carrier scattering. This model has the form:
where is the lattice scattering, is the ionized impurity scattering, and is the carrier-carrier scattering. Here, is defined as:
where
Here, is the total concentration, is the lattice temperature and , are the electron and hole carrier concentrations, respectively .
The values of the lattice scattering terms, are defined by following equations.
The parameters for this model with their default values (Phosphorus-doped Silicon for electron values and Boron-doped Silicon for hole values) are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
μL0 | muL0 | 0.1430 | 0.0495 | m2/(V*s) |
α | alpha | 2.2 | 2.2 | N/A |
A | A | 4.61×1023 | 1.0×1023 | m-3 |
B | B | 1.52×1021 | 6.25×1020 | m-3 |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
μL0 | ✗ | ✓ | ✗ | N/A |
α | ✗ | ✓ | ✗ | N/A |
A | ✗ | ✓ | ✗ | N/A |
B | ✗ | ✓ | ✗ | N/A |
TL | ✗ | ✗ | ✓ | Lattice temperature (K) |
N | ✗ | ✗ | ✓ | Total doping concentration (m-3) |
n | ✗ | ✗ | ✓ | Electron concentration (m-3) |
p | ✗ | ✗ | ✓ | Hole concentration (m-3) |
Reference:
[1] Dorkel, J. M., and Ph Leturcq. "Carrier mobilities in silicon semi-empirically related to temperature, doping and injection level." Solid-State Electronics 24.9 (1981): 821-825. doi: 10.1016/0038-1101(81)90097-6
Klaassen's model is used to calculate .
The model by D. B. M. Klaassen[1,2] includes the effects of lattice scattering, impurity scattering, carrier-carrier scattering, and impurity clustering effects at high concentration.
The total mobility can be described by its components using Matthiessen’s rule as:
where are the electron and hole mobilities due to lattice scattering, are the electron and hole mobilities due to donor (D), acceptor (A), screening (P) and carrier-carrier scattering.
The impurity-carrier scattering components of the total mobility are given by:
The impurity scattering component, ,is given by:
The carrier-carrier scattering component, , is given by:
The parameter is given by:
where is the donor concentration in , is the acceptor concentration in , is the electron concentration in and is the hole concentration in .
The parameter is given by:
The function, and are given by:
Here, and are the ratio of electron and hole effective masses to free masses and the parameters through are user-specifiable model parameters.
The function, and are given by:
where the parameters, through , are user-specifiable model parameters.
The screening parameters, and , are given by:
Here, the and parameters are user-specifiable model parameters.
The functions, and , , and are given by the following equations.
and are clustering functions given by:
where , , , and are user-definable parameters.
The parameters for this model with their default values (Arsenic-doped Silicon for electron values and Boron-doped Silicon for hole values) are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
μmax | mumax | 0.1417 | 0.04705 | m2/(V*s) |
μmin | mumin | 0.00522 | 0.00449 | m2/(V*s) |
θ | theta | 2.285 | 2.247 | N/A |
α | alpha | 0.68 | 0.719 | N/A |
Nref1 | Nref1 | 9.68×1022 | 2.23×1023 | m-3 |
me | me | 1.0 | 1.0 | N/A |
mh | mh | 1.258 | 1.258 | N/A |
s1 | s1 | 0.89233 | 0.89233 | N/A |
s2 | s2 | 0.41372 | 0.41372 | N/A |
s3 | s3 | 0.19778 | 0.19778 | N/A |
s4 | s4 | 0.28227 | 0.28227 | N/A |
s5 | s5 | 0.005978 | 0.005978 | N/A |
s6 | s6 | 1.80618 | 1.80618 | N/A |
s7 | s7 | 0.72169 | 0.72169 | N/A |
r1 | r1 | 0.7643 | 0.7643 | N/A |
r2 | r2 | 2.2999 | 2.2999 | N/A |
r3 | r3 | 6.5502 | 6.5502 | N/A |
r4 | r4 | 2.3670 | 2.3670 | N/A |
r5 | r5 | -0.8552 | -0.8552 | N/A |
r6 | r6 | 0.6478 | 0.6478 | N/A |
FCW | FCW | 2.459 | 2.459 | N/A |
FBH | FBH | 3.828 | 3.828 | N/A |
C | C | 0.21 | 0.50 | N/A |
Nref | Nref | 4.0×1026 | 7.2×1026 | m-3 |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
μmax | ✗ | ✓ | ✗ | N/A |
μmin | ✗ | ✓ | ✗ | N/A |
θ | ✗ | ✓ | ✗ | N/A |
α | ✗ | ✓ | ✗ | N/A |
Nref1 | ✗ | ✓ | ✗ | N/A |
s1 | ✗ | ✓ | ✗ | N/A |
s2 | ✗ | ✓ | ✗ | N/A |
s3 | ✗ | ✓ | ✗ | N/A |
s4 | ✗ | ✓ | ✗ | N/A |
s5 | ✗ | ✓ | ✗ | N/A |
s6 | ✗ | ✓ | ✗ | N/A |
s7 | ✗ | ✓ | ✗ | N/A |
r1 | ✗ | ✓ | ✗ | N/A |
r2 | ✗ | ✓ | ✗ | N/A |
r3 | ✗ | ✓ | ✗ | N/A |
r4 | ✗ | ✓ | ✗ | N/A |
r5 | ✗ | ✓ | ✗ | N/A |
r6 | ✗ | ✓ | ✗ | N/A |
FCW | ✗ | ✓ | ✗ | N/A |
FBH | ✗ | ✓ | ✗ | N/A |
C | ✗ | ✓ | ✗ | N/A |
Nref | ✗ | ✓ | ✗ | N/A |
NA | ✗ | ✗ | ✓ | Acceptor concentration (m-3) |
ND | ✗ | ✗ | ✓ | Donor concentration (m-3) |
TL | ✗ | ✗ | ✓ | Lattice temperature (K) |
n | ✗ | ✗ | ✓ | Electron concentration (m-3) |
p | ✗ | ✗ | ✓ | Hole concentration (m-3) |
me | ✗ | ✗ | ✓ | The ratio of electron effective mass to free mass |
mh | ✗ | ✗ | ✓ | The ratio of hole effective mass to free mass |
Issues:
Minority electron mobility is not fitting well (Fig. 6 in reference 1)
The value of parameter r5 in reference 1 is -0.01552. In C software and S software, r5 is -0.8552.
Reference:
[1] Klaassen, D. B. M. "A unified mobility model for device simulation—I. Model equations and concentration dependence." Solid-State Electronics 35.7 (1992): 953-959. doi: 10.1016/0038-1101(92)90325-7
[2] Klaassen, D. B. M. "A unified mobility model for device simulation—II. Temperature dependence of carrier mobility and lifetime." Solid-State Electronics 35.7 (1992): 961-967. doi: 10.1016/0038-1101(92)90326-8
This model is used to calculate .
Lombardi CVT model[1] includes the transverse field, doping dependent and temperature dependent parts of the mobility. These components , , and , are combined using Matthiessen’s rule as follows:
The first term, , is the effect of surface phonon scattering:
where is the lattice temperature, is the electric field components perpendicular to the current density vector, and is the total doping concentration. In is , is , and is . The parameters, , , , , , are user-defined.
The second term, , is the effect of surface roughness and is given by:
The default values of are set so high that the second term can be ignored. The , , parameters are user-definable.
The third mobility component, , is the effect of scattering with optical intervalley phonons and is given by:
Here, is the total density of impurities.
Due to the fact that and are related to interaction with an interface, you can specify the for electrons or holes to modify this interaction. The total mobility can be modified to
where is the distance to the nearest interface from the point where the mobility will be calculated.
The parameters for this model with their default values (n-MOSFET for electron values and p-MOSFET for hole values) are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
α | alpha | 0.68 | 0.71 | N/A |
β | beta | 2.0 | 2.0 | N/A |
B | B | 4.75×103 | 9.925×102 | m2/(V*s) |
C | C | 17.4 | 88.42 | m2/(V*s) |
CR | CR | 9.68×1022 | 2.23×1023 | m-3 |
CS | CS | 3.43×1026 | 6.10×1026 | m-3 |
DEL | DEL | 5.82×1010 | 2.055×1010 | m2/(V*s) |
D | D | 0.333 | 0.333 | N/A |
E | E | 1.0 | 1.0 | N/A |
FEL | FEL | 1.0×1054 | 1.0×1054 | m2/(V*s) |
K | K | 2.0 | 2.0 | N/A |
γ | gamma | 2.5 | 2.2 | N/A |
μ0 | mu0 | 0.00522 | 0.00449 | m2/(V*s) |
μ1 | mu1 | 0.00434 | 0.00290 | m2/(V*s) |
μmax | mumax | 0.1417 | 0.04705 | m2/(V*s) |
Lcrit | Lcrit | 0.01 | 0.01 | m |
PC | Pc | 0.0 | 9.23×1022 | m-3 |
τ | tau | 0.125 | 0.0317 | N/A |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
E⊥ | ✓ | ✗ | ✗ | Transverse electric field (V/m) |
l | ✓ | ✗ | ✗ | The distance to the nearest interface from the simulation point (m) |
α | ✗ | ✓ | ✗ | N/A |
β | ✗ | ✓ | ✗ | N/A |
B | ✗ | ✓ | ✗ | N/A |
C | ✗ | ✓ | ✗ | N/A |
CR | ✗ | ✓ | ✗ | N/A |
CS | ✗ | ✓ | ✗ | N/A |
DEL | ✗ | ✓ | ✗ | N/A |
D | ✗ | ✓ | ✗ | N/A |
E | ✗ | ✓ | ✗ | N/A |
FEL | ✗ | ✓ | ✗ | N/A |
K | ✗ | ✓ | ✗ | N/A |
γ | ✗ | ✓ | ✗ | N/A |
μ0 | ✗ | ✓ | ✗ | N/A |
μ1 | ✗ | ✓ | ✗ | N/A |
μmax | ✗ | ✓ | ✗ | N/A |
PC | ✗ | ✓ | ✗ | N/A |
τ | ✗ | ✓ | ✗ | N/A |
N | ✗ | ✗ | ✓ | Total concentration (m-3) |
Lcrit | ✗ | ✗ | ✓ | N/A |
TL | ✗ | ✗ | ✓ | Lattice temperature (K) |
Reference:
[1] Lombardi, Claudio, et al. "A physically based mobility model for numerical simulation of nonplanar devices." IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 7.11 (1988): 1164-1171. doi: [10.1109/43.9186]
Masetti model is used to calculate .
This model implements the following relationship[1]:
where is the total local dopant concentration.
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
μmax | mumax | 0.1417 | 0.04705 | m2/(V*s) |
μmin1 | mumin1 | 0.00522 | 0.00449 | m2/(V*s) |
μmin2 | mumin2 | 0.00522 | 0 | m2/(V*s) |
μ1 | mu1 | 0.00434 | 0.0029 | m2/(V*s) |
ζ | zeta | 2.5 | 2.2 | N/A |
Pc | Pc | 0 | 9.3×1022 | m-3 |
Cr | Cr | 9.68×1022 | 2.23×1023 | m-3 |
Cs | Cs | 3.34×1026 | 6.1×1026 | m-3 |
α | alpha | 0.68 | 0.719 | N/A |
β | beta | 2.0 | 2.0 | N/A |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
μmax | ✗ | ✓ | ✗ | N/A |
μmin1 | ✗ | ✓ | ✗ | N/A |
μmin2 | ✗ | ✓ | ✗ | N/A |
μ1 | ✗ | ✓ | ✗ | N/A |
ζ | ✗ | ✓ | ✗ | N/A |
Pc | ✗ | ✓ | ✗ | N/A |
Cr | ✗ | ✓ | ✗ | N/A |
Cs | ✗ | ✓ | ✗ | N/A |
α | ✗ | ✓ | ✗ | N/A |
β | ✗ | ✓ | ✗ | N/A |
Ni | ✗ | ✗ | ✓ | Total concentration (m-3) |
TL | ✗ | ✗ | ✓ | Lattice temperature (K) |
Reference:
[1] Masetti, Guido, Maurizio Severi, and Sandro Solmi. "Modeling of carrier mobility against carrier concentration in arsenic-, phosphorus-, and boron-doped silicon." IEEE Transactions on electron devices 30.7 (1983): 764-769. doi: 10.1109/T-ED.1983.21207
The Shirahata Mobility Model is used to calculate .
The Shirahata Mobility Model[1] is a general purpose MOS mobility model that accounts for screening effects in the inversion layer.
where is the electric field components perpendicular to the current density vector.
The parameters for this model with their default values (n-MOSFET for electron and p-MOSFET for hole) are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
μ0 | mu0 | 0.1430 | 0.0500 | m2/(V*s) |
E1 | E1 | 6.3×105 | 8.0×105 | V/m |
E2 | E2 | 7.7×107 | 3.9×107 | V/m |
P1 | P1 | 0.28 | 0.3 | N/A |
P2 | P2 | 2.9 | 1.0 | N/A |
θ | theta | 2.285 | 2.247 | N/A |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
E⊥ | ✓ | ✗ | ✗ | Transverse electric field (V/m) |
μ0 | ✗ | ✓ | ✗ | N/A |
E1 | ✗ | ✓ | ✗ | N/A |
E2 | ✗ | ✓ | ✗ | N/A |
P1 | ✗ | ✓ | ✗ | N/A |
P2 | ✗ | ✓ | ✗ | N/A |
θ | ✗ | ✓ | ✗ | N/A |
TL | ✗ | ✗ | ✓ | Lattice temperature (K) |
Reference:
[1] Shirahata, Masayoshi, et al. "A mobility model including the screening effect in MOS inversion layer." IEEE transactions on computer-aided design of integrated circuits and systems 11.9 (1992): 1114-1119. doi: 10.1109/43.159997
This model is used to calculate .
Watt Model[1] includes phonon scattering, surface roughness scattering and charged impurity scattering mechanisms.
The phonon and surface roughness components are functions of effective electric field. The charged impurity component is a function of the channel doping density.
The effective mobilities:
Here, is the surface trapped charge density, is the inversion layer charge density and is the effective electric field given by:
where is the electric field perpendicular to the current flow and is the perpendicular electric field at the insulator-semiconductor interface. The parameter is user-definable.
The parameters for this model with their default values (n-MOSFET for electron values and p-MOSFET for hole values) are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
ETA | ETA | 0.50 | 0.33 | N/A |
Mref1 | Mref1 | 0.0481 | 0.00928 | m2/(V*s) |
Mref2 | Mref2 | 0.0591 | 0.0124 | m2/(V*s) |
Mref3 | Mref3 | 0.1270 | 0.0534 | m2/(V*s) |
α1 | alpha1 | -0.16 | -0.296 | N/A |
α2 | alpha2 | -2.17 | -1.62 | N/A |
α3 | alpha3 | 1.07 | 1.02 | N/A |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
E⊥ | ✓ | ✗ | ✗ | Transverse electric field (V/m) |
E0 | ✓ | ✗ | ✗ | Transverse electric field at the interface (V/m) |
ETA | ✗ | ✓ | ✗ | N/A |
Mref1 | ✗ | ✓ | ✗ | N/A |
Mref2 | ✗ | ✓ | ✗ | N/A |
Mref3 | ✗ | ✓ | ✗ | N/A |
α1 | ✗ | ✓ | ✗ | N/A |
α2 | ✗ | ✓ | ✗ | N/A |
α3 | ✗ | ✓ | ✗ | N/A |
Ni | ✗ | ✗ | ✓ | Total concentration (m-3) |
NB | ✗ | ✗ | ✓ | Surface trapped charge density (m-3) |
Parameters, , is the maximum value of the coordinate.
Parameters, and , is the range of the model in the X direction.
The effective normal electric field can be modified as following:
where is the transverse electric field, is the transverse electric field at the interface, is the local coordinate and is the coordinate of the interface. The parameters are user-definable.
The parameters for this model with their default values are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
Xmin | Xmin | -1.0×1030 | -1.0×1030 | m |
Xmax | Xmax | 1.0×1030 | 1.0×1030 | m |
Ymax | Ymax | -1.0×1030 | -1.0×1030 | m |
YCHAR | YCHAR | 1.0×1030 | 1.0×1030 | m |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
Ey | ✓ | ✗ | ✗ | Transverse electric field at the interface (V/m) |
y | ✓ | ✗ | ✗ | The local Y coordinate |
Xmin | ✗ | ✗ | ✓ | Minimum value of the X coordinate (m) |
Xmax | ✗ | ✗ | ✓ | Maximum value of the X coordinate (m) |
Ymax | ✗ | ✗ | ✓ | Maximum value of the Y coordinate (m) |
YCHAR | ✗ | ✗ | ✓ | N/A |
yint | ✗ | ✗ | ✓ | The Y coordinate of the interface (m) |
Issues:
Reference:
[1] Watt, Jeffrey Thomas. Modeling the performance of liquid-nitrogen-cooled CMOS VLSI. Stanford University, 1989.
Here marks the end of the low field mobility models discussion.
Please proceed to the next article for high field mobility models of electrons and holes.
High-field mobility models come into play when the electric field strength is significant, causing the charge carriers to experience velocity saturation. In such scenarios, the mobility of electrons and holes deviates from the linear relationship, requiring more complex models to accurately describe their behavior.
The simplest mobility model uses constant mobilities and for electrons and holes, respectively, throughout each material region in the device.
The parameters for this model with their default values are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
μ0 | mu0 | 0.1 | 0.05 | m2/(V*s) |
This model is used to calculate .
Two-piece mobility model is a field dependent mobility model and is given by:
where is a threshold field beyond which the carrier velocity saturates to a constant and is saturation velocity.
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
F | ✓ | ✗ | ✗ | Parallel electric field (V/m) |
μ0 | ✗ | ✓ | ✗ | Low-field mobility (m2/(V*s)) |
vsat | ✗ | ✓ | ✗ | Saturation velocity (m/s) |
This model is used to calculate .
The Canali or beta model[1,2] is given by:
Here, is the parallel electric field and is the low-field mobility.
The saturation velocities are calculated by default from the temperature-dependent models[3].
The parameter depends on lattice temperature (), and is given by:
The parameters for this model with their default values (n-Si for electron values and p-Si for hole values) are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
μ0 | mu0 | 0.1450 | 0.0450 | m2/(V*s) |
β0 | beta0 | 1.109 | 1.213 | N/A |
βexp | betaexp | 0.66 | 0.17 | N/A |
α | alpha | 2.4×105 | 2.4×105 | m/s |
θ | theta | 0.8 | 0.8 | N/A |
Tnom | Tnom | 600 | 600 | K |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
F | ✓ | ✗ | ✗ | Parallel electric field (V/m) |
μ0 | ✗ | ✓ | ✗ | Low-field mobility (m2/(V*s)) |
β0 | ✗ | ✓ | ✗ | N/A |
βexp | ✗ | ✓ | ✗ | N/A |
α | ✗ | ✓ | ✗ | N/A |
θ | ✗ | ✓ | ✗ | N/A |
Tnom | ✗ | ✓ | ✗ | N/A |
Reference:
[1] Turin, Valentin O. "A modified transferred-electron high-field mobility model for GaN devices simulation." Solid-state electronics 49.10 (2005): 1678-1682. doi: 10.1016/j.sse.2005.09.002
[2] Canali, Claudio, et al. "Electron and hole drift velocity measurements in silicon and their empirical relation to electric field and temperature." IEEE Transactions on electron devices 22.11 (1975): 1045-1047. doi: 10.1109/T-ED.1975.18267
[3] Jacoboni, Canali, et al. "A review of some charge transport properties of silicon." Solid-State Electronics 20.2 (1977): 77-89. doi: 10.1016/0038-1101(77)90054-5
This model is used to calculate .
The transferred electron model[1, 2] is used in many III-V compound semiconductors which exhibit negative differential resistance.
The model is given by:
where is the parallel electric field, is the low-field mobility, is a threshold field beyond which the carrier velocity saturates to a constant and is saturation velocity.
The saturation velocity is given by:
The parameters for this model with their default values (GaAs) are defined in the following table:
Symbol | Parameter Name | Electron Value | Units |
---|---|---|---|
μ0 | mu0 | 0.75 | m2/(V*s) |
vs0 | vs0 | 1×105 | m/s |
F0 | F0 | 400000 | V/m |
α | alpha | 2.3 | N/A |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
F | ✓ | ✗ | ✗ | Parallel electric field (V/m) |
μ0 | ✗ | ✓ | ✗ | Low-field mobility (m2/(V*s)) |
vs0 | ✗ | ✓ | ✗ | Saturation velocity (m/s) |
F0 | ✗ | ✓ | ✗ | N/A |
α | ✗ | ✓ | ✗ | N/A |
TL | ✗ | ✗ | ✓ | Lattice temperature (K) |
Reference:
[1] Turin, Valentin O. "A modified transferred-electron high-field mobility model for GaN devices simulation." Solid-state electronics 49.10 (2005): 1678-1682. doi: 10.1016/j.sse.2005.09.002
[2] Selberherr, Siegfried. Analysis and simulation of semiconductor devices. Springer Science & Business Media, 1984.
This model is used to calculate .
A modified transferred-electron mobility model designed for GaN devices[1, 2].
The total mobility is the combination of modified transferred electron model and Canali Model.
where is given by:
where is a threshold field beyond which the carrier velocity saturates to a constant and is a function as following:
where is the kink electric field.
The Canali Model is given by:
The mixing parameter is given by:
The parameters for this model with their default values (GaN) are defined in the following table:
Symbol | Parameter Name | Electron Value | Units |
---|---|---|---|
μlow | mulow | 0.1 | m2/(V*s) |
μhigh | muhigh | 0.01 | m2/(V*s) |
vs | vs | 1.91×105 | m/s |
vref | vref | 2.86×105 | m/s |
FK | FK | 1.4×106 | V/m |
FMT | FMT | 2.57×107 | V/m |
βC | betaC | 1.7 | N/A |
βT | betaT | 5.7 | N/A |
βK | betaK | 4 | N/A |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
F | ✓ | ✗ | ✗ | Parallel electric field (V/m) |
μlow | ✗ | ✓ | ✗ | N/A |
μhigh | ✗ | ✓ | ✗ | N/A |
vs | ✗ | ✓ | ✗ | Saturation velocity (m/s) |
vref | ✗ | ✓ | ✗ | N/A |
FK | ✗ | ✓ | ✗ | Kink electric field (V/m) |
FMT | ✗ | ✓ | ✗ | N/A |
βC | ✗ | ✓ | ✗ | N/A |
βT | ✗ | ✓ | ✗ | N/A |
βK | ✗ | ✓ | ✗ | N/A |
Reference:
[1] Turin, Valentin O. "A modified transferred-electron high-field mobility model for GaN devices simulation." Solid-state electronics 49.10 (2005): 1678-1682. doi: 10.1016/j.sse.2005.09.002
[2] Farahmand, Maziar, et al. "Monte Carlo simulation of electron transport in the III-nitride wurtzite phase materials system: binaries and ternaries." IEEE Transactions on electron devices 48.3 (2001): 535-542. doi: 10.1109/16.906448
This model is used to calculate .
Poole-Frenkel Model is the hopping mobility model commonly used for organic semiconductors.
The mobility from this model may be expressed using the following formula:
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
F | ✓ | ✗ | ✗ | Parallel electric field (V/m) |
μ0 | ✗ | ✓ | ✗ | N/A |
Fcr | ✗ | ✓ | ✗ | N/A |
px | ✗ | ✓ | ✗ | N/A |
This model is used to calculate .
Tasch model[1, 2] defines the mobility as a function of the perpendicular and parallel electric fields, the interface charge, the lattice temperature and the doping concentration and is given by the following expressions:
where is the transverse electric field and is the transverse electric field at the edge of the inversion layer.
The function is defined as:
where is the parallel electric field.
The carrier mobilities are defined by three components , ,and that are combined by Mathiessen’s rule according to:
The term takes account of the effect of phonon scattering and is given by:
The function is defined as:
where:
The function is defined as:
where is fixed interface charge per unit area at the gate dielectric-silicon interface.
The term takes account of the effect of surface roughness and is calculated according to:
The final term, , models Coulombic scattering with the expressions:
Here:
where is the channel acceptor doping concentration in , is the channel donor doping concentration in , and are the electron and hole concentrations per unit volume in the inversion layer ()
The parameters for this model with their default values (n-MOSFET for electron values and p-MOSFET for hole values) are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
R | R | 2 | 3 | N/A |
β | beta | 2 | 1 | N/A |
μb | mub | 0.115 | 0.0027 | m2/(V*s) |
Tμb | Tmub | 2.5 | 1.4 | N/A |
D | D | 3.2×10-9 | 2.35×10-9 | N/A |
P1 | P1 | 0.09 | 0.334 | N/A |
B1 | B1 | 1.75 | 1.5 | N/A |
P2 | P2 | 4.53×10-8 | 3.14×10-7 | N/A |
B2 | B2 | -0.25 | -0.3 | N/A |
Z11 | Z11 | 0.0388 | 0.039 | N/A |
Z22 | Z22 | 1.73×10-5 | 1.51×10-5 | N/A |
Esr | Esr | 2.449×109 | 1.0×1010 | V/m |
N2 | N2 | 1.1×1027 | 1.4×1024 | m-3 |
N1 | N1 | 2.0×1025 | 8.4×1022 | m-3 |
α | alpha | 2 | 3.4 | N/A |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
E⊥ | ✓ | ✗ | ✗ | Transverse electric field (V/m) |
E0 | ✓ | ✗ | ✗ | Transverse electric field at the interface (V/m) |
E∥ | ✓ | ✗ | ✗ | Parallel electric field (V/m) |
R | ✗ | ✓ | ✗ | N/A |
β | ✗ | ✓ | ✗ | N/A |
μb | ✗ | ✓ | ✗ | N/A |
Tμb | ✗ | ✓ | ✗ | N/A |
D | ✗ | ✓ | ✗ | N/A |
P1 | ✗ | ✓ | ✗ | N/A |
B1 | ✗ | ✓ | ✗ | N/A |
P2 | ✗ | ✓ | ✗ | N/A |
B2 | ✗ | ✓ | ✗ | N/A |
Z11 | ✗ | ✓ | ✗ | N/A |
Z22 | ✗ | ✓ | ✗ | N/A |
Esr | ✗ | ✓ | ✗ | N/A |
N2 | ✗ | ✓ | ✗ | N/A |
N1 | ✗ | ✓ | ✗ | N/A |
α | ✗ | ✓ | ✗ | N/A |
TL | ✗ | ✗ | ✓ | Lattice temperature (K) |
NA | ✗ | ✗ | ✓ | Acceptor concentration (m-3) |
ND | ✗ | ✗ | ✓ | Donor concentration (m-3) |
n | ✗ | ✗ | ✓ | Electron concentration (m-3) |
p | ✗ | ✗ | ✓ | Hole concentration (m-3) |
Reference:
[1] Shin, Hyungsoon, et al. "A new approach to verify and derive a transverse-field-dependent mobility model for electrons in MOS inversion layers." IEEE transactions on electron devices 36.6 (1989): 1117-1124. doi: 10.1109/16.24356
[2] Shin, H., et al. "Physically-based models for effective mobility and local-field mobility of electrons in MOS inversion layers." Solid-State Electronics 34.6 (1991): 545-552. doi: 10.1016/0038-1101(91)90123-G
This model is used to calculate .
The Yamaguchi Model[1] consists of calculating the low-field, doping dependent mobility. Surface degradation is then accounted for based upon the transverse electric field before including the parallel electric field dependence.
The low-field part of the Yamaguchi Model is given as follows:
where is the total impurity concentration. The equation parameters: , , are user-definable.
The transverse electric field dependence is accounted for as follows:
where is the perpendicular electric field and the parameter, , is user-definable.
The final calculation of mobility takes into account the parallel electric field dependence which takes the form:
where is the parallel electric field and the parameters: , and are user-definable.
The parameters for this model with their default values (n-MOSFET for electron values and p-MOSFET for hole values) are defined in the following table:
Symbol | Parameter Name | Electron Value | Hole Value | Units |
---|---|---|---|---|
S | S | 350.0 | 81.0 | N/A |
Nref | Nref | 3.0×1022 | 4.0×1022 | m-3 |
μL | muL | 0.14 | 0.0480 | m2/(V*s) |
AS | AS | 1.54×10-7 | 5.35×10-7 | m/V |
VS | VS | 1.036×105 | 1.2×105 | m/s |
UL | UL | 4.9×104 | 2.928×104 | m/s |
G | G | 8.8 | 1.6 | N/A |
The type of corresponding parameters are listed in the following table:
Symbol | Updated During Simulation | Predefinition of Material Parameter | Device Configuration | Description |
---|---|---|---|---|
E⊥ | ✓ | ✗ | ✗ | Transverse electric field (V/m) |
E∥ | ✓ | ✗ | ✗ | Parallel electric field (V/m) |
S | ✗ | ✓ | ✗ | N/A |
Nref | ✗ | ✓ | ✗ | N/A |
μL | ✗ | ✓ | ✗ | N/A |
AS | ✗ | ✓ | ✗ | N/A |
VS | ✗ | ✓ | ✗ | N/A |
UL | ✗ | ✓ | ✗ | N/A |
G | ✗ | ✓ | ✗ | N/A |
N | ✗ | ✗ | ✓ | Total concentration (m-3) |
Reference:
[1] Yamaguchi, Ken. "A mobility model for carriers in the MOS inversion layer." IEEE Transactions on Electron Devices 30.6 (1983): 658-663. doi: 10.1109/T-ED.1983.21185
In this article, we've delved into the key mobility models for electrons and holes in silicon (Si) semiconductors, exploring how they function under both low-field and high-field conditions. These models are not just theoretical constructs; they are practical tools that help engineers and researchers accurately simulate and optimize the behavior of semiconductor devices. The models discussed are indispensable for predicting carrier dynamics, accounting for factors such as velocity saturation and field-dependent mobility variations. Mastery of these models is essential for advancing semiconductor device performance and also enabling more accurate design processes.