15
SystemX: HIEA E. Pop, H.-S.P. Wong (co-leads), J. Fan, K. Goodson, S. Mitra, Y. Nishi, J. Plummer, K. Saraswat, D. Senesky, X. Zheng H ETEROGENEOUS I NTEGRATION OF E VERYTHING ONTO A NYTHING Computing Is Everywhere (not just here) 2

SystemX: HIEA · 2014. 11. 11. · HIEA Focus Area Vision Heterogeneous Integration of Everything onto Anything (HIEA) ... Printed Electrochemical Transistors on Paper Substrates

  • Upload
    others

  • View
    0

  • Download
    0

Embed Size (px)

Citation preview

  • SystemX: HIEA

    E. Pop, H.-S.P. Wong (co-leads), J. Fan, K. Goodson, S. Mitra, Y. Nishi, J. Plummer, K. Saraswat, D. Senesky, X. Zheng

    H E T E R O G E N E O U S I N T E G R AT I O N O F E V E RY T H I N G O N TO A N Y T H I N G

    Computing Is Everywhere

    (not just here)2

  • Heterogeneous Integration is Driving Research

    Societal “pull”: every day 2.5 exabytes are created

    Existing hardware not fast enough, consumes too much energy Companies often do not have the breadth to tackle full range from

    nanomaterials to systems

    Approaches:› In-memory computing› Monolithic 3D interleaving of memory & logic› Address dense-system thermal challenges› Process data in energy-efficient way at the source› Integrated sensors

    “… a single advanced brain laboratory would produce 3 petabytesof data annually, roughly as much data as the world's largest and most complex science projects [Large Hadron Collider (LHC)].”

    ‐ Kavli Foundation (2013)

    3

    HIEA Focus Area Vision

    Heterogeneous Integration of Everything onto Anything (HIEA) Integration of “beyond-Si” platforms for “beyond Moore” applications

    › Monolithic integration of logic, memory, sensors, thermal management, flexible substrates› Energy-efficient and brain-inspired design opportunities› Autonomous electronics and energy-harvesting opportunities

    Core faculty: E. Pop, H.-S.P. Wong (co-leads), J. Fan, K. Goodson, S. Mitra, Y. Nishi, J. Plummer, K. Saraswat, D. Senesky, X. Zheng

    4

  • Example: Device Scaling Challenges

    10

    100

    1000

    90 65 45 32 22 16 10 7 5 3G

    ate

    Pitc

    h (n

    m)

    Tech. Node (nm)source: IEEE Spectrum, Intel

    Gate Pitch is key metric of device scaling

    Must scale both LG and LC

    May be possible ONLY with atomically thin channels

    old pitch scaling relying on LG

    LG

    today

    LG + LC scaling? ? 20 nm

    5

    Project Areas and Topics

    Mid- & near-field wireless power with

    stretchable electronics (Fan)

    Chip-integrated thermoelectric power for wireless sensor

    networks (Goodson)

    Body-Heat-Powered Autonomous Wearable

    Electronics (Pop)

    autonomous sensors & energy

    Monolithic 3D integration of logic & memory for energy-efficient computation

    (Mitra, Wong)

    Architectural studies of monolithic 3D

    integration benefits for energy-efficient

    computation (Mitra)

    Fully Integrated Thermal Management of 2D/3D Chips

    (Goodson)

    3D monolithic integration

    Heterogeneous integration of Ge and III-Vs on Si

    (Saraswat and Plummer)

    Monolithic integration of AlGaN/GaN high

    electron mobility N/MEMS (Senesky)

    X‐on‐Si

    Autonomous wireless sensor nodes for harsh

    environments via AlGaN/GaN

    heterostructures (Senesky)

    X‐on‐flexSkin-like electrodes for long-term

    electrophysiological monitoring (Fan)

    Integration of Atomically Thin 2D

    with 3D Materials and Devices (Pop)

    Transfer Printing Methods for

    Integrating Thin Film Electronics onto Any Substrates (Zheng)

    Electronic synaptic devices for brain-inspired computing (Wong)

    Applications of Ge and III-Vs on Si for MOSFETs, photonics and

    photovoltaics (Saraswat)

    Flexible electronic devices(Nishi)

    6

  • Project Areas and Topics: 3D Monolithic Integration

    Mid- & near-field wireless power with

    stretchable electronics (Fan)

    Chip-integrated thermoelectric power for wireless sensor

    networks (Goodson)

    Body-Heat-Powered Autonomous Wearable

    Electronics (Pop)

    autonomous sensors & energy

    Heterogeneous integration of Ge and III-Vs on Si

    (Saraswat and Plummer)

    Monolithic integration of AlGaN/GaN high

    electron mobility N/MEMS (Senesky)

    X‐on‐Si

    Autonomous wireless sensor nodes for harsh

    environments via AlGaN/GaN

    heterostructures (Senesky)

    X‐on‐flexSkin-like electrodes for long-term

    electrophysiological monitoring (Fan)

    Integration of Atomically Thin 2D

    with 3D Materials and Devices (Pop)

    Transfer Printing Methods for

    Integrating Thin Film Electronics onto Any Substrates (Zheng)

    Flexible electronic devices(Nishi)

    Monolithic 3D integration of logic & memory for energy-efficient computation

    (Mitra, Wong)

    Architectural studies of monolithic 3D

    integration benefits for energy-efficient

    computation (Mitra)

    Fully Integrated Thermal Management of 2D/3D Chips

    (Goodson)

    3D monolithic integration

    Electronic synaptic devices for brain-inspired computing (Wong)

    Applications of Ge and III-Vs on Si for MOSFETs, photonics and

    photovoltaics (Saraswat)

    7

    Monolithic 3D Integration (Wong, Mitra)

    local ILVs, no TSVs process T < 250 oC

    1D/2D FETs

    Cache (L2, L3), main memory

    STTRAM

    1D/2D FETs

    3D RRAMMain memory,

    storage

    On-chip heat spreading

    On-chip heat spreading

    ALU & flip-flops, register files,

    cache(L1)

    8

  • Monolithic 3D Integration (Wong, Mitra)

    0%

    20%

    40%

    60%

    80%

    100%

    0%

    20%

    40%

    60%

    80%

    100%Energy

    Architecture Energy benefit Delay benefit Energy‐Delay‐Product benefit

    2D 1 1 1

    Monolithic 3D(CNFET, MRAM, RRAM)

    25X 60X 1,500X

    InterconnectMem. access

    Stall due to contentionIdleInstructions

    Stall due to contention

    Instructions Mem. Access

    Delay

    Cache

    0.0%

    1.0%

    2.0%

    3.0%

    4.0%

    0.0%

    0.5%

    1.0%

    1.5%

    2D Mono‐3D 2D Mono‐3D

    Application: PageRank (Google Datasets)

    9

    Imperfection-Immune Design Approach (Mitra, Wong)

    [PI: Mitra, P. Wong, DAC ’13, Nature ’13, IEDM ‘14]10

  • Fully Integrated Thermal Management of Monolithic 3D

    hydrophilic

    hydrophobic

    hot spot

    2D heat spreaderVapor chamber handles hot spot

    Coating for phase separation

    Monolithic Thermal Platform (MTP)

    Copper meshCopper nanomesh heat spreader & phase change

    500 nm Electrical / thermal co-design

    K. Goodson Group

    11

    Saraswat Group Research

    Motivation:

    • Si CMOS device performance increase commensurate with size scaling is beginning to saturate.

    • Relentless scaling paradigm is also threatened by fundamental limits including power dissipation, communication bandwidth, and signal latency for both off-chip and on-chip interconnects.

    • High efficiency solar cell technology is not economical

    Objective

    • Heterogeneous integration of alternate materials and structures for future ICs with scalability to future nodes

    • Develop alternative technology for low cost high efficiency solar cells

    12

  • Saraswat Group Research Projects

    Nanoscale Ge & III-V MOSFET Technology

    Ge Optical Detector

    Capacitorless 1T-DRAM

    Optical Interconnects

    n+-Ge

    Si

    Stressor

    Etch Mask

    p-Ge LTO

    Metal Metal

    SiN

    Metal gate/high‐k dielectric with improved scalability

    Integra on on Si

    High mobility strained Ge or III‐V channel high Ion

    Non‐planar device structure for improved electrosta c integrity low Ioff

    Low resistance contacts

    Si oxide

    S D

    G

    Junctionless Solar CellGe/Si Electro-Absorption

    Modulator

    GaP GaP Silicon SiGe

    BOX

    Ge Laser

    13

    Synaptic Devices for Brain-Inspired Computing (Wong)

    14

  • Brain-Inspired Computing (Wong)

    Crossbar architecture inspired from grid-like connectivity of the brain

    Pattern recognition on hardware using a 10x10 synaptic grid:

    Synapses are implemented by PCM cells and neurons by software

    S. B Eryilmaz, p 25.5 IEDM 2013.

    Phase change memory (PCM)

    PCM array PCM device

    N1

    N2

    N10

    N1

    .    .     .

    .    .     .

    .    .     .

    .    

    .     

    .

    WL #1

    WL #2

    WL #10Output of neuron

    Input to neuron

    N10

    BL #1 BL #2BL #10

    Firing neurons

    No signal

    time

    Recall phaseUpdate phase

    Voltage

    BL

    WL

    BL

    WL

    Non‐firing neurons

    15

    Mid- & near-field wireless power with

    stretchable electronics (Fan)

    Chip-integrated thermoelectric power for wireless sensor

    networks (Goodson)

    Body-Heat-Powered Autonomous Wearable

    Electronics (Pop)

    autonomous sensors & energy

    Autonomous wireless sensor nodes for harsh

    environments via AlGaN/GaN

    heterostructures (Senesky)

    Project Areas and Topics: X-on-Si and X-on-Flex

    Monolithic 3D integration of logic & memory for energy-efficient computation

    (Mitra, Wong)

    Architectural studies of monolithic 3D

    integration benefits for energy-efficient

    computation (Mitra)

    Fully Integrated Thermal Management of 2D/3D Chips

    (Goodson)

    3D monolithic integration

    Electronic synaptic devices for brain-inspired computing (Wong)

    Applications of Ge and III-Vs on Si for MOSFETs, photonics and

    photovoltaics (Saraswat)

    Heterogeneous integration of Ge and III-Vs on Si

    (Saraswat and Plummer)

    Monolithic integration of AlGaN/GaN high

    electron mobility N/MEMS (Senesky)

    X‐on‐Si

    X‐on‐flexSkin-like electrodes for long-term

    electrophysiological monitoring (Fan)

    Integration of Atomically Thin 2D

    with 3D Materials and Devices (Pop)

    Transfer Printing Methods for

    Integrating Thin Film Electronics onto Any Substrates (Zheng)

    Flexible electronic devices(Nishi)

    16

  • Heterogeneous Integration on Si with Rapid Melt Growth (1)

    Deposited amorphous material contacts the Si substrate at a “seed hole” A microcrucible (Typically SiO2) contains the target material The target material is melted in an RTA machine; crystallization occurs

    as it cools below the melting temperature Perfect single crystal material results suitable for device fabrication. The

    example chip shows a CMOS circuit with NMOS in the Si substrate and PMOS in recrystallized Ge

    Target material

    Seed regionSupporting substrate

    Micro-crucible

    J. Plummer Group

    17

    Technique is applicable to binary compounds on Si Columns in blue have been recrystallized using RMG

    Heterogeneous Integration on Si with Rapid Melt Growth (2)J. Plummer Group

    GaSb

    Si

    nitride

    Material Si Ge InSb GaSb InAs AlSb InP GaAsMelt Point (C) 1412 937 524 712 942 1065 1070 1238

    Bandgap (eV) 1.12 0.74 0.235 0.81 0.43 1.57 1.42 1.51% Mismatch 0.0 4.0 19.7 12.5 11.7 12.9 8.3 4.0

    Electron Mobility 1,500 3,900 80,000 5,000 33,000 200 4,600 8,500

    Hole Mobility 450 1,900 1,250 850 460 420 150 400

    Breakdown Field x105V/cm

    3.0 0.86 .027 1.1 0.17 8.2 7.5 3.5

    18

  • Scaling Challenges of Transistors (Pop, Wong)

    Challenge: FETs “carved” out of bulk 3D materials (Si) surface roughness restricts mobility, band gap, scaling of dimensions

    Possible Solution: FETs with atomically thin channel 1D and 2D materials (

  • Flexible Electronics (J. Fan)

    21

    Printed Electrochemical Transistors on Paper Substrates

    Cellulose – most abundant polymer in the world Good mechanical properties, renewable, biodegradable

    Y. Nishi Group (with Y. Cui)

    22

    inkjet printed NWs

    inkjet printedP3HT or CNTs

  • AlGaN/GaN High Electron Mobility M/NEMS (D. Senesky)

    Principal Investigator:› Prof. Debbie G. Senesky› EXtreme Environment

    Microsystems Laboratory (XLab) Research Summary:

    › New breed of micro/nano-scale sensors and electronics for harsh environments• Temperatures > 600°C• Radiation• Chemically corrosive

    › Increase scientific knowledge of the physical mechanisms of electronic materials within unique environments

    Extreme Environment Gallium Nitride (GaN) Sensing Platform

    Radiation Exposure

    Integration of Nanomaterials &

    Catalysts

    Wide Bandgap GaN HEMT

    Sensor

    -- -

    ---

    V

    High-Temperature Operation

    Integrated μCooling

    23

    Transfer Printing Methods for X-on-Flex (X. Zheng)

    Thin film electronics

    Cheap and Light Solar CellsC. H. Lee, et al., Scientific Reports, 1000 (2012)

    Attachable ElectronicsC.H. Lee, et al., Nano Letters, 11 (2011) Ultrathin Bio-sensors

    Wearable Memory DevicesJ. Choi, et al., Phys. Status Solidi, 1-6 (2013)

    24

  • Heterogeneous integration of Ge and III-Vs on Si

    (Saraswat and Plummer)

    Monolithic integration of AlGaN/GaN high

    electron mobility N/MEMS (Senesky)

    X‐on‐Si

    X‐on‐flexSkin-like electrodes for long-term

    electrophysiological monitoring (Fan)

    Integration of Atomically Thin 2D

    with 3D Materials and Devices (Pop)

    Transfer Printing Methods for

    Integrating Thin Film Electronics onto Any Substrates (Zheng)

    Flexible electronic devices(Nishi)

    Monolithic 3D integration of logic & memory for energy-efficient computation

    (Mitra, Wong)

    Architectural studies of monolithic 3D

    integration benefits for energy-efficient

    computation (Mitra)

    Fully Integrated Thermal Management of 2D/3D Chips

    (Goodson)

    3D monolithic integration

    Electronic synaptic devices for brain-inspired computing (Wong)

    Applications of Ge and III-Vs on Si for MOSFETs, photonics and

    photovoltaics (Saraswat)

    Project Areas and Topics: Sensors and Energy

    Mid- & near-field wireless power with

    stretchable electronics (Fan)

    Chip-integrated thermoelectric power for wireless sensor

    networks (Goodson)

    Body-Heat-Powered Autonomous Wearable

    Electronics (Pop)

    autonomous sensors & energy

    Autonomous wireless sensor nodes for harsh

    environments via AlGaN/GaN

    heterostructures (Senesky)

    25

    AlGaN/GaN Sensors (D. Senesky)

    SEM image of AlGaN/GaN high electron mobility strain sensors.

    Monolithic integration of AlGaN/GaN Embedded Sensors for Hot‐spot Detection

    Metal-organic chemical vapor deposition system for GaN heterostructure growth.

    NEW!

    26

  • Energy Scavenging Sensors for Smart Buildings (Goodson)

    Optimization Contours

    • Smart Buildings bring multitudes of sensors and wiring.• TE energy scavenging from heat sources (HVAC, water,

    windows) allows “truly wireless” sensor networks.• Low power, low temperature TE conversion demands

    revolutionary new materials and design.

    Lifelink.com Students:Marc Dunham, Michael Barako

    27

    Thermoelectrics and “Self-Cooled” Electronics

    Huge thermal anisotropy, good thermoelectric properties of nanomaterials

    Exploit thermal anisotropy for low-power electronics (e.g. phase-change memory) Separate thermal and electrical flow (thermal transistor, thermal diode) Electronics with built-in thermoelectric cooling Flexible thermoelectrics for energy harvesting from human body

    E. Pop Group (with Goodson and Wong)

    28

  • HIEA Summary

    Moore-Like Scaling ~10x (??)

    Heterogeneous Integration ~10,000x

    Heterogeneous integration of:– Low power logic and memory– Sensors and energy harvesters– Novel nanomaterials

    Exploit heterostructures, thermal engineering, unconventional substrates

    29