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Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of...

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1 1 Circuit-design Perspective of Foundry Announced MRAM Associate Prof. Hao Cai National ASIC System Engineering Research Center Southeast University
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Page 1: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

1 1

Circuit-design Perspective of Foundry

Announced MRAM

Associate Prof. Hao Cai

National ASIC System Engineering Research Center

Southeast University

Page 2: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

2

Outlines

1. Introduction 1. Introduction

2. Emerging NVMs: State of the Art 2. Emerging NVMs: State of the Art

3. Recent work on MRAM 3. Recent work on MRAM

4. Highlight of Energy-aware spintronics 4. Highlight of Energy-aware spintronics

5. Conclusion and Perspective 5. Conclusion and Perspective

Page 3: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

3

About me

MsC, Lund Univ. 2009, PhD, TELECOM ParisTech, 2013

Since 2018, Associate Prof., Southeast University, China,

- Affiliation: National ASIC System Engineering Research Center

- Emerging memory group: 1 Postdoc, 1 Phd, 12 MsC

Project Coordinator:

- Speculative MRAM (NSFC, 2020),

- TFET-VLSI (National Key Research and Development Program of China)

- Partner: Energy-efficient DRAM (NSFC, 2018)

Page 4: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

4

About Southeast University

Basic Sciences

Mathematics Physics

Chemistry Biology

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Chinese literature

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Law

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Management

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A research university, comprehensive with engineering as focus

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Energy Mechanical Engineering

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Engineering Chemistry & Chemical Engineeing

Power Engineering

Page 5: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

5

About ASIC Center (SEU)

Yield/Reliability Analysis

On-chip memory (SRAM,MRAM,DRAM)

Method-ology

Method-ology

Chips Design Chips

Design

Scenario Scenario

Non-Gaussian Timing

Monitor Circuits (Critical path)

AI Security 5G High-

performance Computing

IoT

Multi-corner Sign-off+lib

Energy-harvesting, PMU

RF MCU

Power Semiconductor

Reconfigurable AI processor

In-memory Computing

EDA

Circuit

SoC

National ASIC System Engineering Research Center

Page 6: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

6

Discussion

Research work during pandemic COVID-19

(1) on-line group meeting + deadline setup

(2) virtual conference participation (ISCA)

(3) proposal (funding)

Why MRAM and low-power matter

Importance of foundry participation

(1) integrated device manufacture (IDM, e.g., Everspin)

(2) TSMC + SMIC + Globalfoundry

Page 7: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

7

Outlines

1. Introduction 1. Introduction

2. Emerging NVMs: State of the Art 2. Emerging NVMs: State of the Art

3. Recent work on MRAM 3. Recent work on MRAM

4. Highlight of Energy-aware spintronics 4. Highlight of Energy-aware spintronics

5. Conclusion and Perspective 5. Conclusion and Perspective

Page 8: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

8

Importance of emerging memories (1)

Power management is the main concern in Moore’s law/More Moore

Emerging memories offer zero-leakage in the standby scenario

mode1 ~30pW

<1nA

~1mA

mode1:sleep (ULP) mode2:wakeup (LP) mode3:computing

~100mA

响应时间<1us 唤醒时间~0.1ms

Current

mode3

mode2 ~300nW

Huge computing during short period and make decision

时间

Page 9: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

9

Importance of emerging memories (2)

Low End Medium

Button

Cell

[Power Constrained]

Battery Wall

Power

Solar

Power

IoT

High End Focus

Wearable

Page 10: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

10

Energy-efficient on-chip memory

Development of SRAM,innovation of std. unit/cache…

Emerging memories replacement

Non-von Neumann: Computing-in-memory

Page 11: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

11

Typical emerging memories

Main emerging non-volatile memories: RRAM, PCRAM, MRAM

Very-low write energy~1pJ

1ns

1pJ

Bottleneck: cost and efficiency

Page 12: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

12

Spintronic device

“Electron does not have only a charge, but also a spin” Is it possible to construct a practical

electronic device that operates on the spin of the electron, in addition to its charge?

Albert Fert Peter Grünberg

Giant MagnetoResistance (GMR)

A.Fert et al., PRL, 1988

FM: Ferromagnetic NM: Non Magnetic (Metal)

Claude Chappert, Albert Fert, Nature Materials, 2007

Toggle MRAM TAS-MRAM

STT-MRAM

SOT-MRAM VCMA-MRAM

Page 13: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

13

Fabrication last ten-years for MRAM

Copyright: Prof. M. F. Chang, ISSCC18 Tutorial

Perpendicular MTJ with STT switching is with industry

recognition, located at the high metal layer

Smaller bit-cell and larger capacity

Magnetic

element level

CMOS logic

level

Page 14: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

14

MRAM industry participation

Page 15: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

15

Foundry announced MRAM info

Copyright Globalfoundaries

TSMC: https://www.tsmc.com/english/dedicatedFoundry/technology/eflash.htm

Page 16: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

16

Outlines

1. Introduction 1. Introduction

2. Emerging NVMs: State of the Art 2. Emerging NVMs: State of the Art

3. Recent work on MRAM 3. Recent work on MRAM

4. Highlight of Energy-aware spintronics 4. Highlight of Energy-aware spintronics

5. Conclusion and Perspective 5. Conclusion and Perspective

Page 17: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

17

Recent work of MRAM (1)

Sense Amplifier

Write Driver/Column Multiplexers

Row

Dec

oders a

nd W

L d

rivers

Input/Output

Decoders

ADDR DIN DOUT

Refere

nce V

olta

ge/C

urre

nt G

enera

tor

Cell

Cell

Cell

SL[0] BL[0]

SL

BL

WL

Cell

Cell

Cell

SL[M] BL[M]

WL[0]

WL[1]

WL[N-1]

TIM

ING

CIR

CU

IT

MRAM macro building blocks optimization

- Row/Column decoder/driver - Timing Circuit - Sensing amplifier - Reference/current source - Input/output

Analog design flow Hybrid simulation using

Verilog-A MTJ model and SPICE netlist

Page 18: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

18

Recent work of MRAM (2)

Self-timed voltage-mode sensing scheme: - Self-timed sensing scheme dynamically tracking the VBL swing

MTJ-based loop replica BL timing circuit - MTJ-based Loop Replica BL as device-circuit interaction for PVT-robust sensing

Aging/Temperature monitored built-in self test (BIST) - Self-activated BIST by aging/temperature monitoring scheme

① New memory access schemes, ② device-circuit interaction

Y. Zhou, H. Cai et al, IEEE TCAS-1 2020

Y. Zhou, H. Cai et al, IEEE TCAS-2 2020

Y. Zhou, H. Cai et al Microelec. Rely. 2020

Page 19: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

19

ALWAYS-ON

PMU

RF

MCU

MEMORY

IO

32K XO

Low Leakage R-SRAM

RTC

ALWAYS-ON

eMRAM replace

Macros Flash-like SRAM-like

Bit-cell 1T-1MTJ 2T-2MTJ

Access time (R/W) 25ns/200ns 12.5ns/40ns

Retention > 10 years > 10 years

Endurance > 1M cycles > 100 M cycles

Energy 1 pJ/bit 1 pJ/bit

eMRAM replace

Source: Globalfoundaries 300 100

50

50

Typical sleep current

(nA)

XO+BUF

R-SRAM

RTC

IO

Ambiq Apollo

STM32L4xx

ADCuM3027

2T-2MTJ bit-cell

Recent work of MRAM (3)

Page 20: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

20

Perspective 1: computing-in-memory

SRAM+CNN

video processor @ISSCC20(THU)

SRAM+CNN sparsity

@ISSCC20

(THU+NTNU)

2020

@ISSCC20 ReRAM+Neurosynaptic

(Stanford)

ReRAM+MAC

@ISSCC20

(THU+NTNU)

Prof. M. F. Chang,

ISSCC20

121.38

TOPS/W

NTHU

1x2bits

CIM optimization

CIM Custom

design

Energy efficiency is the critical

specification, great higher than Moore

50% energy in DRAM/SRAM

CIM is with great challenge for custom

interaction design

ISSCC 2020 first

MRAM CIM

Page 21: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

21

Perspective 2: EDA-compatible

Source: DARPA 2017

Emerging memories/new device, EDA-compatible

Page 22: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

22

Outlines

1. Introduction 1. Introduction

2. Emerging NVMs: State of the Art 2. Emerging NVMs: State of the Art

3. Recent work on MRAM 3. Recent work on MRAM

4. Highlight of Energy-aware spintronics 4. Highlight of Energy-aware spintronics

5. Conclusion and Perspective 5. Conclusion and Perspective

Page 23: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

23

Energy-aware spintronics – device level

Interplay switching of MRAM bit-cell

VCMA+STT STT assisted precessional voltage

controlled magnetic anisotropy

SOT+STT Isot and Istt are sequentially

applied to the device in

the toggle-like manner.

t1: only SOT

t2: STT&SOT

interplay effect

t3: SOT remove

t4: relax

Zhao et al, Nat Elec 19

Wang et al, EDL 19

Roy et al, TED 17

Page 24: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

24

Energy-aware spintronics – circuit level

MRAM-on-FDSOI design strategy

The programmable body-bias generator (BBG) with a step-

size of 100 mV is used to generate VCMA pulse and

forward body-bias voltage

STM BBG IP

block diagram

Source: STM Dr. Philippe Flatresse Body-bias generator method

Flip-well method

Page 25: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

25

Energy-aware spintronics – system level

Speculative strategy, approximate MRAM

Conventional common writing timing waits

the weak bit-cell as Unnecessary power

consumption

Proposed Speculative scheme uses weak bit-

cell to monitor the writing operation as PVT

tracking writing timing circuit

BL0 SL0 BL(n-1) SL(n-1)

WL0

Array Monitor Column

Weaker

Bitcell

Mixed precision MRAM

Page 26: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

26

Outlines

1. Introduction 1. Introduction

2. Emerging NVMs: State of the Art 2. Emerging NVMs: State of the Art

3. Recent work on MRAM 3. Recent work on MRAM

4. Highlight of Energy-aware Circuits 4. Highlight of Energy-aware Circuits

5. Conclusion and Perspective 5. Conclusion and Perspective

Page 27: Circuit-design Perspective of Foundry Announced MRAM · 3. Recent work on MRAM 4. Highlight of Energy-aware spintronics 5. Conclusion and Perspective . 8 Importance of emerging memories

27

Conclusions and perspective

COVID-19 is an interlude event in the research work.

MRAM could be the next-generation working memory, to replace eFlash and L3

cache. Now the major stumbling block is the ‘cost’.

Multi-level interaction design is an important methodology for MRAM

Foundry (industry) can boost research.


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