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Stable Discretization of the Langevin-Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann Institute for Electronics University of the Armed Forces Munich, Germany nowledgements: C. Ringhofer, M. Bollhöfer, A. T. Pham, B. Meinerzha EIT4

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Page 1: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

Stable Discretization of the Langevin-Boltzmann equation based on Spherical

Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme

C. Jungemann

Institute for ElectronicsUniversity of the Armed Forces

Munich, Germany

Acknowledgements: C. Ringhofer, M. Bollhöfer, A. T. Pham, B. Meinerzhagen

EIT4

Page 2: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

Outline

• Introduction

• Theory

• FB bulk results for holes

• Results for a 1D NPN BJT

• Conclusions

Page 3: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

Introduction

Page 4: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

Introduction

• Macroscopic models fail for strong nonequilibrium

• Macroscopic models also fail near equilibrium in nanometric devices

• Full solution of the BE is required

• MC has many disadvantages (small currents, frequencies below 100GHz, ac)

1D 40nm N+NN+ structure

Page 5: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

Introduction

A deterministic solver for the BE is required

Main objectives:• SHE of arbitrary order for arbitrary band

structures including full band and devices• Exact current continuity without introducing it

as an additional constrain• Stabilization without relying on the H-transform• Self consistent solution of BE and PE• Stationary solutions, ac and noise analysis

Page 6: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

Theory

Page 7: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

Theory

Langevin-Boltzmann equation:

fSfht

f ˆ,

Projection onto spherical harmonics Yl,m:

kdfSfh

t

fYk ml

3,3

ˆ,),()(2

2

•Expansion on equienergy surfaces-Simpler expansion-Energy conservation (magnetic field, scattering)-FB compatible

•Angles are the same as in k-space•New variables: (unique inversion required)•Delta function leads to generalized DOS

Page 8: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

Theory

),,( with )2(

),,(3

2

kkkk

Z

)),,,(,(),,(2),,,,( tkrfZtrg

Generalized DOS (d3kdd):

Generalized energy distribution function:

The particle density is given by:

dtrgY

trn ),,(1

),( 0,00,0

With g the drift term can be expressed with a 4D divergence and box integration results in exact current continuity

Page 9: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

Theory

• Stabilization is achieved by application of a maximum entropy dissipation principle(see talk by C. Ringhofer)

• Due to linear interpolation of the quasistatic potential this corresponds to a generalized Scharfetter-Gummel scheme

• BE and PE solved with the Newton method

• Resultant large system of equations is solved CPU and memory efficiently with the robust ILUPACK solver (see talk by M. Bollhöfer)

Page 10: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

FB bulk results for holes

Page 11: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

FB bulk results for holes

Heavy hole band of silicon (kz=0, lmax=20)

g, E=30kV/cm in [110]DOS

Page 12: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

FB bulk results for holes

Holes in silicon (lmax=13)

g0,0, E in [110]Drift velocity

SHE can handle anisotropic full band structures and is not inferior to MC

Page 13: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

1D NPN BJT

Page 14: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

1D NPN BJT

VCE=0.5V

SHE can handle small currents without problems

50nm NPN BJT

Modena model for electronswith analytical band structure

Page 15: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

1D NPN BJT

VCE=0.5V

SHE can handle huge variations in the density without problems

VCE=0.5V, VBE=0.55V

Page 16: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

1D NPN BJT

Transport in nanometric devices requires at least 5th order SHE

VCE=0.5V, VBE=0.85V

Dependence on the maximum order of SHE

Page 17: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

1D NPN BJT

A 2nm grid spacing seems to be sufficient

VCE=0.5V, VBE=0.85V

Dependence on grid spacing

Page 18: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

1D NPN BJT

Rapidly varying electric fields pose no problemGrid spacing varies from 1 to 10nm

VCE=3.0V, VBE=0.85V

Page 19: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

1D NPN BJT

VCE=1.0V, VBE=0.85V

Page 20: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann
Page 21: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

1D NPN BJT

Collector current noise, VCE=0.5V, f=0Hz

Up to high injection the noise is shot-like (SCC=2qIC)

Page 22: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

1D NPN BJT

Collector current noise, VCE=0.5V, f=0Hz

Spatial origin of noise can not be determined by MC

Page 23: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

Conclusions

Page 24: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

Conclusions

• SHE is possible for FB. At least if the energy wave vector relation can be inverted.

• Exact current continuity by virtue of construction due to box integration and multiplication with the generalized DOS.

• Robustness of the discretization based on the maximum entropy dissipation principle is similar to macroscopic models.

• Convergence of SHE demonstrated for nanometric devices.

Page 25: Stable Discretization of the Langevin- Boltzmann equation based on Spherical Harmonics, Box Integration, and a Maximum Entropy Dissipation Scheme C. Jungemann

Conclusions

• Self consistent solution of BE and PE with a full Newton

• AC analysis possible (at arbitrary frequencies)

• Noise analysis possible