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Overview of Modeling and Simulation TCAD - FLOOPS / FLOODS

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Page 1: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

Overview of Modeling and SimulationTCAD - FLOOPS / FLOODS

Page 2: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Outline

• Modeling Overview– Strain Effects– Thermal Modeling

• TCAD Modeling– FLOOPS / FLOODS Introduction– Progress on GaN Devices– Prospects for Reliability Simulation

Page 3: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Self-consistent Procedure

• k•p self-consistent solution to Poisson andSchrödinger’s equation

)]()([/)(2

2

zNzNqzVdz

dDSi +=! "

)()()](2[

2

zEzzVm

P

nn!=!+

)(|)(|2)( 2

2 EfzzN D

n

n! "=

Page 4: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

In and Out-of-Plane Masses (Ge)

m||

m|

m||

m|

kzkz

kyky

Uniaxial StressBiaxial Stress

kx kxUsing k•p methods to compute bands

Page 5: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Splitting (increases) / (decreases)

under confinement

Band splitting due to strain

EV

Low Vertical Field

Si02

Esecond

Etop

High Vertical Field

Uniaxial Biaxial

EV

Esecond

Etop

EV

Esecond

Etop

Confinement and Strain Sub-band Shifts

Page 6: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Same Physics for IV, III-V Materials

Si

Ge

GaAs

Unstressed 1GPa Biaxial Tension 1GPa Uniaxial Compression

Page 7: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Thermal Simulations

• Use finite element modeling to optimize package design• Most important factors in thermal management: heat transfer at the

system boundaries and substrate thickness• Couple w/ FLOOPS / FLOODS simulations as well

Page 8: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Thermal Simulations and IR Imaging

• T(Junc) of power devices is oftensignificantly hotter than T(stage)

• Accurate extraction of activationenergy requires knowledge of thetrue channel temperature.

• We have extensive experience inestimating heat transfer even incomplex structures

• Purchasing a high-resolution IRcamera for direct imaging of thedevice operating temperature. Wehave collaborated with Nitronexon thermal imaging-a typicalexample is shown at right for amulti-finger power HEMT.

• Possible Collaborations w/Samuel Graham, Georgia Tech

X (m)

Y (m)

Temp (°C)

Temp (°C)

Page 9: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Outline

• Modeling Overview– Strain Effects– Thermal Modeling– TCAD Based Approaches

• TCAD Modeling– FLOOPS / FLOODS Introduction– Progress on GaN Devices– Prospects for Reliability Simulation

Page 10: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

FLOOPS / FLOODS

• Object-oriented codes• Multi-dimensional• P = Process / D = Device 90% code shared• Scripting capability for PDE’s - Alagator

• Commercialized - ISE / Synopsis– Sentaurus - Process is based on FLOOPS

• Licensed at over 300 sites world-wide– 2008 release– Manual is online (but needs updating)

Page 11: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

What is Alagator?

• Scripting language for PDE’s• Parsed into an expression tree• Assembled using FV / FE techniques• Stored in hierarchical parameter data base

• Models are accessible, easily modified

Page 12: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

What is Alagator?

• Example use of operators for diffusion equation• Fick’s Second Law of Diffusion

– ddt(Boron) - 9.0e-16 * grad(Boron) - K * (Boron - Trap)– ∂C(x,t) / ∂ t = D ∂ 2C(x,t) / ∂ x2

Compute elastic forces - FEM balance“elastic”

Returns the dot product of the gradient of two field – electric field in directionof current floq“dot”

Scharfetter / Gummel Discretization Operator“sgrad”

Spatial derivative“grad”

Time derivative“ddt”

DescriptionOperator

Page 13: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Strained PMOS

• To enhance channel mobility, PMOS strain processing includesembedded SiGe in the source/drain regions and compressive cappinglayers.

• FLOOXS predicts strain/stressprofiles where the channelstress is ~1 GPa

Cheng, et al. IEDM 2007

FLOOXS predicted stress profile [dyne/cm2](YY component - channel direction)

Horstmann, et al.IEDM 2005

compressiveSiGe SiGe

capping layer

X

Y

Page 14: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Complex Mobility Models Construction

0

50

100

150

200

250

300

350

400

450

500

1E+14 1E+16 1E+18 1E+20 1E+22

Concentration (cm-3

)

Ho

le M

ob

ilit

y [

cm

2/V

s]

Majority Minority

Unifies the description of majority andminority carrier bulk mobilities• temperature dependence• electron–hole scattering• screening of ionized impurities bycarriers• clustering of impurities

Surface scattering terms (Vertical Field)Velocity SaturationEffMass changes w/ strain (more later)

Page 15: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Piezoresistance

• Piezoresistivity is the change in electrical resistivity with mechanicalstress and involves the relationships between electric field Ei, currentdensity Jj, and mechanical stress σkl ( ) J + =E jklijkliji !" #

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Stress components

Piezoresistance coefficients

Mobility Change

pnpnpn qnJ,,,

!µ "#=

Resistivity Change

(Small Change Limit)

Page 16: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Piezoresistance example

• Silicon beam with an n-type surface• Bending induces tensile stress at the surface resulting in a increase in

mobility and current.

FLOOXS beam bending example

!

JX(") # 1+

$%µxx

µxx

&

' (

)

* + JX (0) = 1+ ,

11"xx( )JX (0)

Page 17: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Piezoresistance• The gradient of the quasi-fermi level gives Jn,p vector values for each

element

• Piezoresistance coefficient matrix can be definedfor any orientation usingdirectional cosines Z [001]

Y [010]

X [100]

X’ [110]

ϕ =45°

pnpnpn qnJ,,,

!µ "#=JX(0)

JY(0)

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Page 18: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Piezoresistance• Piezoresistance coefficients can be set to spatially vary in FLOODS

– Extracted channel and bulk coefficients different (to do)• Piezoresistance coefficients are function of impurity concentration and

temperature P(N,T)

Kanda Y., IEEE Trans Electron Devices 1987 FLOODS simulated piezoresistance factor for T=300 K

T↑

Page 19: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Strained PMOS Simulations• PMOS with Lgate=30 nm• <110> channel orientation• 2007 ITRS dimensions• Charge strike dist. in drain

Page 20: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Double-Gate FinFET• Lgate=18 nm, wsi=11 nm• Midgap metal gate (typically TiN)• Gate-S/D doping underlap to control Vt and short channel effects• Undoped body

FinFET top cross-sectional view

nFinFET I-V characteristic

Page 21: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

AlGaN/GaN HEMT Device

Sample IV curveEnergy Band Diagram

• Can handle heterostructure bands• Gate offsets• Field Dependence

Page 22: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Edge termination is critical forobtaining high breakdown voltage andreduced on-state resistance.

Severe electric field crowding aroundmetal contact periphery.

High leakage current and breakdownat the highest electric field

Depletion contour

Potential contour

nDepletion region contour

Electrode Oxide

Edge Termination

Page 23: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

VB values are highly sensitive to thecharge in the JTE layer.

Multiple JTE termination technique(JTE1 + JTE2).

3x1017

4x1017

5x1017

1800

2000

2200

2400

2600

2800

Rev

erse

bre

akd

ow

n v

olt

age

(V)

JTE doping concentration (cm-3)

p+

N

p-

JTE layer

Depletion boundary

Junction Termination Extension

Page 24: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Reliability Simulation

• Simulate Device in Quasi-Steady State– Electrons and Holes equilibrate

quickly– Similar to assumption in process

simulation• Generation Events Triggered by

– Mechanical Stress– Current Flow / Electric Field

• Simultaneous solutions– Point Defects / Defect Cluster /

Interface Capture– Hydrogen

TNS, TBPVanderbilt+ UF

Page 25: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Example: 3.2µm x 90nm bulk nMOSFET

Low frequency measured and simulated noise data

Graphical depiction of Noise Producing oxide trap locations on meshfor simulating the low frequency noise features. Location 1 has 4 traps,locations 2 and 3 0.5 traps each.

Page 26: Overview and TCAD - University of · PDF fileOverview of Modeling and Simulation TCAD - FLOOPS / FLOODS. ... –Sentaurus - Process is based on FLOOPS •Licensed at over 300 sites

A 21st Century Approach to Reliability

Conclusions

• Modeling Integrated– Fundamental Physics k•p feeds TCAD– Thermal coupled to TCAD

• Experimentally Integrated– Failure Mechanism Identification feeds M&S– Electrical Measurement feeds