Monolithic sensor simulations mtg, 26/1/2021 - Recombination, generation and mobilities in Silvaco - CERN Indico

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Monolithic sensor simulations mtg, 26/1/2021 - Recombination, generation and mobilities in Silvaco - CERN Indico
Monolithic sensor simulations mtg, 26/1/2021

 Recombination, generation and mobilities in Silvaco

         M. Bomben – LPNHE & Univ. de Paris, Paris

M. Bomben - 26/1/2021                                  1
Monolithic sensor simulations mtg, 26/1/2021 - Recombination, generation and mobilities in Silvaco - CERN Indico
Outline
• Introduction

• Recombination & generation models

• Mobility models

• Conclusions

M. Bomben - 26/1/2021                 2
Monolithic sensor simulations mtg, 26/1/2021 - Recombination, generation and mobilities in Silvaco - CERN Indico
Introduction
• The Silvaco tool to model devices’ physics is called ATLAS

• ATLAS works for both 2D and 3D structures

• ATLAS manual is ~ 1800 pages long

• It contains several models for many of the
  physics processes involved in device simulations

• In the following examples for recombination & generation and mobility
M. Bomben - 26/1/2021                                                     3
Monolithic sensor simulations mtg, 26/1/2021 - Recombination, generation and mobilities in Silvaco - CERN Indico
RECOMBINATION & GENERATION

M. Bomben - 26/1/2021                 4
Monolithic sensor simulations mtg, 26/1/2021 - Recombination, generation and mobilities in Silvaco - CERN Indico
Recombination & Generation (R&G): intro
•   Silvaco ATLAS considers six main categories for R&G processes:
Ø   phonon transitions
Ø   photon transitions
Ø   Auger transitions
Ø   surface recombination
Ø   impact ionization
Ø   Tunnelling
•   In the following I will present some models for the underlined
    categories

M. Bomben - 26/1/2021                                                5
R&G: SRH
• Default model is SRH with a single level wrt to the intrinsic Fermi level

M. Bomben - 26/1/2021                                                         6
R&G: CONSRH
• Modification of SRH to take into account impurity concentration
  dependence for the recombination lifetimes:

• Several other conc. dep. SRH models are available
M. Bomben - 26/1/2021                                               7
R&G: generation vs recombination lifetime
• For TAUN0=TAUP0 the generation
  lifetime* is equal to the recombination
  lifetime
  * calculated from:

                                    τG
                                            τR

M. Bomben - 26/1/2021                            8
Digression: bandgap energy
• In both Silvaco and Synopsys the bandgap energy dependence with
  temperature is modelled in the following way

• What is different between the two
  tools is the default value of Eg(300K):
      – Eg(300K) = 1.08 eV in Silvaco Atlas
      – Eg(0K) = 1.1696 eV in Synopsys Sentaurus (ó Eg(300K)~1.12 eV)
           M. Bomben - Band gap energy modelisation in Silvaco TCAD Atlas Device simulator - 31st RD50 WS, CERN

M. Bomben - 26/1/2021                                                                                             9
Leakage current vs Temperature
                                χ2 / ndf               1.52 / 6

                                                                          I vs 1/T
   I [A/cm]

                                Prob                    0.9581
                                1.0/Tref       0.003411 ±     0
      10−13
                                                                          I evaluated at Vdepl + 50 V
                                n              1.919 ± 0.3528
                                Ea            1.134 ± 0.01666
                                Iref     1.654e−13 ± 1.16e−16

                                                                          (Vdepl does not depend from T)

      10−14
              n free to float                                      Ea ~ 1.13 eV             χ2 / ndf                 1.573 / 7

                                                                       n~2

                                                             I [A/cm]
                                                                                            Prob                       0.9797
                                                                                            1.0/Tref          0.003411 ±     0
                                                                10−13                       n                         2 ±    0
                                                 1/T [K-1]                                  Ea              1.13 ± 0.0003565
                                                                                            Iref       1.654e−13 ± 9.064e−17

M. Bomben - Band
gap energy
modelisation in
Silvaco TCAD Atlas                                              10−14

Device simulator -                                                          n fixed to 2
31st RD50 WS,
CERN
                                                                                                                1/T [K-1]

M. Bomben - 26/1/2021                                                                                                       10
Ea vs Eg(300K)

                     Ea [eV]
                          1.17

                      1.165               TCAD Simulation

                          1.16            Linear fit

                      1.155

                          1.15

                      1.145
                                                                              SILVACO TCAD
M. Bomben - Band          1.14                                            Empirical rule:
gap energy
modelisation in
                      1.135
                                                                      Ea = Eg(300)+0.05 eV
Silvaco TCAD Atlas        1.13
Device simulator -
31st RD50 WS,
                                 1.08   1.085          1.09   1.095     1.1     1.105   1.11   1.115 Sil 1.12
CERN                                                                                               Eg (300) [eV]

M. Bomben - 26/1/2021                                                                                              11
Leakage current rescaling
  (Reverse current @ -20 C scaled to 20 C)/I(20 C)
                                                                                                                         Ratio of Reverse currents scaled to 20 C
   Iscaled/I(293.15 K)

                1.02                                                                                                    1.02

                                                                                                  Iscaled/I(293.15 K)
                                                                                                                                         Slope consistent with 0
                           1                                                                                      1.015                Intercept consistent with 1    TCAD Simulation

                0.98
                                                                                                                                                                      Linear fit
                                                                                                                        1.01
                0.96

                0.94
                                                 ±2%                                                              1.005

                0.92                                                                                                       1

                         0.9                                                                                      0.995

                0.88
                                                                                                                        0.99
                                                                                                                           250   255   260   265   270   275    280    285              290
                                −500      −400       −300      −200        −100             0                                                                                           T [K]
                                                                                  Vbias   [V]

                               M. Bomben - Band gap energy
                                                                                                1% the accuracy on average of the rescaling
                               modelisation in Silvaco TCAD Atlas Device
                               simulator - 31st RD50 WS, CERN

M. Bomben - 26/1/2021                                                                                                                                                                           12
R&G: C-interpreter for SRH
 •    A C-function can be supplied to program your own SRH tunnelling model

                                                           • Calculate
                                                             recombination rate per
                                                             node using observables
                                                             values
                                                           • Return recombination
                                                             rate and its derivative

M. Bomben - 26/1/2021                                                                  13
R&G: coupled defects
                                             Coupled Defect Level
                                             Recombination Model

   This model is a modification of the SRH
   model to the situation where there is
   charge transfer between two defect
   levels. This can lead to large excess
   currents in devices.

M. Bomben - 26/1/2021                                               14
Digression: traps
• Of course one way to alter R&G is by adding traps

M. Bomben - 26/1/2021                                 15
R&G: trap assisted tunnelling
• In a strong electric field, electrons can tunnel through the bandgap
  via trap states: trap assisted tunnelling (TAT)
• Example for irradiated detectors:

M. Bomben - 26/1/2021                                                    16
R&G: TAT & Hamburg Penta Trap Model
   • Possibility to turn on tunnelling
     for each trap separately              TAT for all

                                                         TAT for Ip

                                          No TAT

   https://arxiv.org/pdf/1904.10234.pdf

M. Bomben - 26/1/2021                                                 17
R&G: C-interpreter for TAT
• A C-function can be supplied to program your own trap-assisted
  tunnelling model
• There are two types of this: F.TATRECOMB & F.TATTRAPRECOMB
1. F.TATRECOMB: provides the composition information,
   temperature, carrier densities, and electric field at a node as input,
   and expects a recombination rate as a return parameter, as well as
   the derivatives of the recombination rate with respect to carrier
   densities, temperature, and electric field. This will apply to the SRH
   model if enabled, as well as any TRAPS present.

M. Bomben - 26/1/2021                                                   18
R&G: C-interpreter for TAT
• A C-function can be supplied to program your own trap-assisted
  tunnelling model
• There are two types of this: F.TATRECOMB & F.TATTRAPRECOMB
2. F.TATTRAPRECOMB: specific to TRAPS, and only applies to TRAPS.
   This function is like the F.TATRECOMB function, but additionally
   supplies the trap density, trap specific electron, and hole
   recombination lifetimes. If has the same return variables as the
   F.TATRECOMB function.

M. Bomben - 26/1/2021                                                 19
R&G: C-interpreter for TAT
                                • Calculate
                                  recombination rate per
                                  node using observables
                                  values
                                • Return recombination
                                  rate and its derivative

M. Bomben - 26/1/2021                                       20
R&G: Surface Recombination
                           Independent from bulk recombination
                           definition

M. Bomben - 26/1/2021                                        21
MOBILITY MODELS

M. Bomben - 26/1/2021      22
Mobilities
•    In Silvaco ATLAS mobility models are divided in four categories:
1.    Low field behaviour
2.    High field behaviour
3.    Bulk semiconductor regions
4.    Inversion layers
•    In the following some examples for the underlined cases will be given

M. Bomben - 26/1/2021                                                   23
In Atlas, the choice of mobility model is specified on the MODELS statement. Th

  Low field behaviour – default model
                                         MOBILITY
                                                 specifiedMUPon a separate500MOBILITY
                                                                                                                                          2
      associated with mobility models are                                                                                       statem
                                                                                                                           cm /(V· s)
                                         MOBILITY                  TMUN                             1.5
      more mobility models should always MOBILITY
                                                  be specified     TMUP
                                                                              explicitly.1.5The default is to
      low-field mobilities within eachConcentration-Dependent
                                        region of a Low-Field     device.            This default model is in
                                                                              Mobility Tables
      doping concentration, carrier densities      and       electric        field.      It does          account           for latt
      Temp. dep.: power law             Atlas provides  empirical data for the doping dependent    low-field mobilities of electrons and

      due to temperature according to: MODELSConc.           dep.: lookup table for T = 300 K
                                        holes in silicon at T =300K only. This data is used if the CONMOB parameter is specified in the
                                                                            L
                                                 statement. The data that is used is shown in Table 3-37.

                                                                        Table 3-37 Mobility of Electrons and Holes in Silicon at T=300K
                    T L – TMUN                                             Concentration (cm-3 )                Mobility (cm2 /V s)
                  ----------
         n0 = MUN 300                                                                                    Electrons                Holes

                                                                      1.0 1014                       1350.0               495.0
                                                                      2.0 1014                       1345.0               495.0

                    T L – TMUP                                        4.0 1014                       1335.0               495.0

                  ----------
         p0 = MUP 300
                                                                      6.0 1014                       1320.0               495.0
                                                                      8.0 1014                       1310.0               495.0
                                                                      1.0 1015                       1300.0               491.1

         Low field
       where  T ismob.
                   the lattice temperature. The low-field  mobility
                                                  (it continues       parameters:
                                                                for higher conc.) MUN, MU
       TMUP can be specified in the MOBILITY statement with the  167 defaults as shown     in MT
                                                                                    Atlas User’s

 Tested at 0 V (to be in low field regime) and several temperatures
                 Table 3-36 User-Specifiable Parameters for the Constant Low-Field Mobili
 Values from manual are confirmed:
 • MUN,    MUP = 1350, 500 cm^2/VsParameter
      Statement                                                     Default
 • TMUN, TMUP = 1.5
M. BombenMOBILITY
          - 26/1/2021                           MUN                                                     1000                                  24
reduction of the effective mobility since the magnitude of the drift velocity is the product of
   High field behaviour – default model
      the mobility and the electric field component in the direction of the current flow. The
      following Caughey and Thomas Expression [48] is used to implement a field-dependent
      mobility. This provides a smooth transition between low-field and high field behavior where:
                                                                                            1
                                                 1
                                                                                    ------------------
                                                                                    BETAN                Caughey and Thomas,
         n E    =    n0 ----------------------------------------------------
                                          n0 E
                                                           BETAN
                                                                           -
                                                                                                         “Carrier Mobilities in Silicon 3-323
                                                                                                                                         Empirically
                        1 + ------------------
                                     VSATN                                                               Related to Doping and Field.” Proc. IEEE
                                                                                                         55, (1967): 2192-2193.
                                                                                           1
                                                                                   ------------------
                                                    1                              BETAP
        p   E   =   p0     -----------------------------------------------------                                                         3-324
                                                              BETAP
                                             p0 E
                           1 + ------------------
                                        VSATP

 Tested
   Here, Eatis0thefluence parallel and          electric       300    field   K and n0 and p0 are the low-field electron and hole
 Values   from
   mobilities        manualThe
              respectively.                        arelow-field  confirmed:             mobilities are either       Surprising     that
                                                                                                                       set explicitly     beta’s
                                                                                                                                      in the        are different
                                                                                                                                              MOBILITY
   statement or calculated by one of the low-field mobility models. The BETAN and BETAP
    µn0, µn0are=user-definable
 • parameters              1350, 500incm^2/Vs                         the MOBILITY statement                 But this
                                                                                                                   (seewas
                                                                                                                        Tablethe
                                                                                                                              3-70finding     of the model’s authors
                                                                                                                                    for their defaults).
    VSATN,
 • The         VSATP
        saturation      velocities      = 1.02e7    are calculated       cm/s by default from the temperature-dependent           see next slide  models
    BETAN = 2
 • [281]:
    BETAP= =------------------------------------------------------------------------------------------------
 • VSATN         1                        ALPHAN.FLD                                                       -
                                                 TL
M. Bomben - 26/1/2021
                1 + THETAN.FLD exp ---------------------------------                                                                                              25
Extra
                        Caughey and Thomas,
                        “Carrier Mobilities in Silicon
                        Empirically Related to
                        Doping and Field.” Proc.
                        IEEE 55, (1967): 2192-2193.

M. Bomben - 26/1/2021                                    26
Mobilities: ATLAS experiment, C-interpreter
   • Extensive comparison of mobility
     models and comparison of some
     to Lorentz Angle data from ATLAS

   • The model used in ATLAS            https://cds.cern.ch/record/2629889
     experiment is the Canali model
     (IEEE Transactions on Electron
     Devices 22 (1975) 1045)

   • Using C-interpreter it was
     possible to implement the
     mobility used in ATLAS
     experiment into Silvaco TCAD

M. Bomben - 26/1/2021                                                        27
Mobilities: C-interpreter
                        Temperature, dopant conc., electric field, saturation
                        velocities and low field mobilities are provided

M. Bomben - 26/1/2021                                                           28
Mobilities: C-interpreter
                          Mobility and the derivative of mobility with
                          respect to electric field is returned

M. Bomben - 26/1/2021                                                    29
Mobility and its impact
                                        IBL (planar n-in-n), Phi = 6.4e14 (using Chiochia model)
                                              6
                                        ×10
                                                                    -
 Carrier velocity minimum [cm/s]

                                                        TCAD - e
                                                                    (ATHENA is the ATLAS experiment
                                   12                   TCAD - h
                                                                +
                                                                  - software framework)
                                                                                                                         As expected carriers are slower
                                                        ATHENA - e
                                                        ATHENA - h
                                                                  +                                                      for smaller mobility
                                   10

                                    8

                                    6

                                                                                                                 e- velocity
                                    4

                                    2

                                    0
                                                  100   200   300       400   500   600   700   800   900     1000
                                                                                                        Vbias [V]                 Bulk depth [µm]
M. Bomben - 26/1/2021                                                                                                                                  30
Mobility: changes in electric field
                                                                                                                             1.25

                                                                                                       ATHENA/TCAD E Field
                                                                                                                                                                200 V
                       1.1                                                                                                    1.2
ATHENA/TCAD E Field

                                                                                                                                                                400 V
                                                                                                                             1.15                               500 V
                                                                                                                                                                600 V
                      1.08                                          400 V                                                     1.1                               800 V
                                                                                                                                                                1000 V
                                                                    500 V                                                    1.05
                      1.06                                          600 V                                                       1

                      1.04                                          800 V                                                    0.95

                                                                    1000 V                                                    0.9

                                                                                                                             0.85
                      1.02
                                                                                                                              0.8         Same including 200 V
                         1                                                                                                   0.75
                                                                                                                                     20    40   60   80   100   120      140   160    180
                                                                                                                                                                                Bulk Depth [µ m]

                      0.98

                      0.96                                                                                                          Less than 10% change for
                      0.94            ATHENA/TCAD E Field                                                                           bias of 400 V and more
                                  (ATHENA is the ATLAS experiment
                      0.92
                                  software framework)
                       0.9
                             20      40     60      80    100       120      140   160    180
                                                                                    Bulk Depth [µ m]

M. Bomben - 26/1/2021                                                                                                                                                                              31
CONCLUSIONS

M. Bomben - 26/1/2021   32
Conclusions
• In Silvaco tool for device simulations ATLAS recombination and mobility can
  be modelled with great flexibility

• Many models exist, several per process (phonon, photon; low & high field)

• The possibility to use the C-interpreter makes easy to extend simulator
  capabilities

• As usual, testing modifications in the simplest possible situation is the best
  way to proceed

M. Bomben - 26/1/2021                                                          33
Backup

M. Bomben - 26/1/2021   34
IBL (planar n-in-n), Phi = 6.4e14 (using Chiochia model)

M. Bomben - 26/1/2021                                               35
Vdepl ~ 250 V

                                        Electron velocity
                                         along the bulk

M. Bomben - 26/1/2021                                       36
Vdepl ~ 250 V

                                         Hole velocity
                                        along the bulk

M. Bomben - 26/1/2021                                    37
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