the impacts of bsim - center for energy efficient ... · jeffrey bokor, chenming hu (hitachi, ucb,...

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TSMC Property © 2012 TSMC, Ltd S. Liu Dec 13, 2012P. © 2012 TSMC, Ltd The Impacts of BSIM Sally Liu TSMC

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Page 1: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

© 2012 TSMC, Ltd

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

The Impacts of BSIM

Sally Liu

TSMC

Page 2: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

1

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property The Impacts of BSIM

Outline

What is BSIM

Industry standard

Breadth and depth

Moving forward

Page 3: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

2

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property What‟s in a name of BSIM

The making of BSIM

631 papers in IEEE Explore database by Hu‟s team

Modeling HC, BV, PT … etc in late „70 and early „80

1984: 1st paper on IGFET charge model

“BSIM” was coined in 1987

Berkeley Short-channel IGFET Model

The BSIM family

BSIM, BSIM1-6 – planar MOSFETs

BSIM-MG, BSIM-CMG, BSIM-IMG – 3D FinFETs

BSIMSOI, BSIMPD, BSIM-IMG – SOI MOSFETs

Page 4: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

3

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property

BSIM was born

Page 5: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

4

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property Tip of an iceberg

One team

Physics

Devices

Laboratories

Programming

Academia & industries

Evaluations / benchmarking

Enhancements / extension

Applications / validation

Programming

Laboratories

Devices

Physics,

Page 6: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

5

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property

Academics

(150)

Let the BSIM numbers speak

More than 200 “BSIM” articles

IEEE Explore Database

UCB

(28)

Industry

(40) 1st Authors

Academia

(150)

by UCB

by academia

by industry

Title

(88)

keywords

Abstract

(135)

Text

(164) (17)

Honorable mentions

Page 7: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

6

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property The BSIM standard – the beginning

Compact model council (CMC) started before 1996

In a time of fragmented compact model development

Though, “de facto standard” MOSFET model exists

Different flavored models in alphabet SPICE‟s

IDM‟s have their proprietary models & tools

Cross team design hand-shakes were chaotic

BSIM3v3 elected as the first CMC standard model

Extensive benchmarking with cross industrial collaboration

BSIM team‟s dedication is key to its acceptance

BSIM4 (2000), BSIMSOI (2002), BSIM-CMG(2012)

Critical nanometer effects

Emerging new device structures

Page 8: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

7

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property The BSIM standard – now and future

BSIM4 : the first CMC standard models in TMI2

TMI2: the first CMC application program interface (API),2010

HSPICE (SNSP), Spectre (CDS), Eldo (MGC)

TMI2 API enables efficient macro modeling

Macro modeling = intrinsic device + extrinsic effects

Layout dependent effects, aging effects, restrict design rules

Proven efficiency in setup time, memory usage & computing

Compiled TMI model

evaluation

TMI .SO library

TMI SPICE Interface

SPICE parser

Setup

“built-in” standard models

Loading and matrix solving

Netlist and TMI model card

Page 9: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

8

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property

Complex layout dependency – mechanical stress

Middle layer (MEOL) effects – device local connects

Restricted design rules for DFM – new lithography

Statistical & parametric variations – local & global

Self-heating effects – a node of device temperature

Aging effects – age extrapolation & degradation

Additional geometric scaling – half node …

Poly

N+ N+

Strained silicon

Oxide

Idsat

Ioff

Macro modeling at nanometers

Page 10: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

9

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property

IGFET charge model

BSIM3v3 CMC standard

BSIM4 CMC standard

BSIMSOI CMC standard

TMI2 CMC standard

BSIM-CMG CMC standard

BSIM named

BSIM6 CMC standard ??!!

16/14nm

MOS2/MOS3 IGFET model

MOS1 IGFET model

BSIM locomotive

Page 11: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

10

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property

16/14nm 16/14nm

IGFET charge model

BSIM3v3 CMC standard

BSIM4 CMC standard

BSIMSOI CMC standard

TMI2 CMC standard

BSIM-CMG CMC standard

BSIM named

BSIM6 CMC standard ??!!

MOS2/MOS3 IGFET model

MOS1 IGFET model

BSIM portfolio

BSIM named

BSIM2 published

BSIM4 published

BSIM5 published

BSIM6 published

BSIMPD published

BSIMSOI published

BSIM-MG published

BSIM-CMG published

BSIM-IMG published

BSIM3 published

Page 12: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

11

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property BSIM4 critical features for nanometer

OPC small feature

effects

DFM-LPE

N+ STI

Poly

Oxide

N-well

M1

Gate-induced diode leakage

BSIM

STI

-15%

-10%

-5%

0%

5%

10%

15%

0.1 1 10

SA=SB (m)

Delt

a_Id

sat

(%)

Effect_A

Effect_B

Effect_A+Effect_B

STI Stress Effect

BSIM – subckt - LPE

Well

PR

STI

Substrate

Well Proximity

Effect

N-well

BSIM4

LPE

SA

SPA

SPB

Strained Silicon Stress Effect

BSIM – subckt - LPE

Gate Tunnel Current

BSIM4

Page 13: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

12

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property Required basic model features

Physical and accurate in inversion & accumulation regions

Relevant small-geometry effects

Relevant nanometer effects, e.g. halo implant, well-proximity,

strained-silicon, shallow-trench stress, … etc

Mobility modulation effects, e.g. velocity saturation, Coulomb

scattering … etc

Quantum-mechanical corrections

Poly-depletion effects, gate-tunneling & hot-carrier leakage

Non-quasi saturation (NQS) effects

Charge /capacitance models conserving electric charge

Noise models, including flicker and thermal

•G

•B

•S •D

Page 14: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

13

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property Emerging effects in deep nanometer

New device structures – FinFET …

Influence from device environment

Scaling slope changing …

Process variation of larger percentage

Random telegraph noise

Self heating

Aging effects

Page 15: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

14

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property Evolution and revolution

Foundry deployment

2003: Gate tunneling current in BSIM4.3 (90nm)

2004: STI stress & trap-assisted diode leakage in BSIM4.4

2005: WPE in BSIM4.5 (65nm)

2007: Composite STI stress by subckt macro (45/40nm)

2008: More new LDE by subckt macro (28/20nm)

2011: Aging model & FinFET model in TMI2 for beta testing

Inventing FinFET

IEDM 1998: “A Folded channel MOSFET for Deep-sub-tenth Micron Era”,

Digh Hisamoto, Wen-Chin Lee, Jakub Kedzierski, Erik Anderson, Hideki Takeuchi, Kazuya Asano, Tsu-Jae King, Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK)

The viable transistor in sub-20nm

BSIM-CMG 106.0.0 now a CMC standard model

Page 16: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

15

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property The deep-nano and post-silicon

Compact models is pivotal in design enablement

More intensive collaboration between foundry & design

Early waves starts earlier

Standard model and standard API key to deployment

Standard models definitely for device intrinsic behaviors

Macro-modeling definitely for surrounding influences

Design development

Technology development

Integrated

DFM

Concurrent

Compact model Production

Time

Technology Designers

Models/EDA Tools

Parameters

Page 17: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

16

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property Semiconductor eco-system

Compact model

and

parameters

are the

critical link in

electrical information flow

Product

Definition

Design

Enablement

Backend

Systems

Products

Design

IP/Library

EDA

Design Implementation

Mask & OPC

Technology

Manufacturing

Wafer Testing

Bumping

Flip Chip

Final Test

Manufacturing

Industrial

Interface

Standards

Process

Data /

Models

Test

Massive Silicon & Product Engineering Data Product & Design Know-how

Compile, Accumulate, & Formulate Data

release

Package Sort Wafer Mask GDS Netlist RTL SPEC

Page 18: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

17

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property

Modeling pipeline

Design EDA Tools SPICE

Modeling

Data

Analysis Silicon Data

The best yet to come An Eco-System for Innovations

Design

Rules /

Litho- OPC

Library /

Predictive

modeling

Device

Tuning / TCAD

Design

margin / variation

bounding

Interposer –

packaging /

3DIC modeling

Open

Technology

Modeling

Platform

LPE – LVS /

Interconnect

modeling

“ET” delivers performance, manufacturability,

reliability in scaled dimensions

“New / Changes” is the norm

New devices, new materials,

new litho, new constraints,

Rapid recipe changes as ET

evolves / revolves

Sp

ee

d o

r A

rea

Device

uP

ASIC

N-1 N N+1

Page 19: The Impacts of BSIM - Center for Energy Efficient ... · Jeffrey Bokor, Chenming Hu (Hitachi, UCB, Lawrence Berkeley Lab, Nippon Steel, NKK) The viable transistor in sub-20nm BSIM-CMG

TSMC Property

18

S. Liu

Dec 13, 2012P.

© 2012 TSMC, Ltd

© 2012 TSMC, Ltd

TSMC Property Acknowledgements

Dr. Min-Chie Jeng

Dr. Bing J. Sheu

Dr. K.W. Su

Dr. C.K. Lin

and members of TSMC Technology Modeling Division

for their assistance in the preparation and their

contribution in advancing compact models at foundry