Document 13552091

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ESD.290

Special Topics in Supply Chain

Management

Brian Subirana & Sanjay Sarma, MIT

History z

1998: DISC founded z

1999: Auto-ID Center founded Auto-ID Field Trial started 2000 z

2001: First standards presented z

2002: Gillette orders 500,000,000 tags from Alien z

2003: Wal-Mart, DoD Mandates

EPCglobal launched, Center retired z

2004: More mandates

Outline z

RFID and the Auto-ID Center z

An in-depth look at some issues

Outline, Part I z

RFID and the Auto-ID Center z z z z

What and why of RFID

The cost issue

Manufacturing low-cost RFID

Handling the data z

Current status z

An in-depth look at some issues

Outline, Part I z

RFID and the Auto-ID Center z z z z

What and why of RFID

The cost issue

Manufacturing low-cost RFID

Handling the data z

Current status z

An in-depth look at some issues

Magnitude of Challenges z z

Inventory Management: z z z

Inventory uncertainty: z

65 % of 370,000 records inaccurate (HBS study of one major retailer) z

Transportation uncertainty: Perfect delivery is dismal

Stock-outs: z z

Average 9% out of stock in retailers world-wide

Lost sales due to stock-outs: 4%

Overstock: Huge channel inventories z z z

CPG average 11 weeks inventory

Retailers average 7 weeks inventory

Locked up capital, industry-wide

Brand Management: z z

Counterfeit: z

$500B pharmaceuticals business, $50B counterfeit

Diversion: z

Market size difficult to estimate

The problems are everywhere

OOS Averages by Category l i

Other Regions

Europe

USA

0.0 2.0 4.0 6.0

Percent OOS

Across geographies

8.0

8.3

8.2

8.6

7.9

10.0

World Avg (18 categories )

Sal ty Snacks

Toil i

Fem Hygiene

Diapers

Laundry

Hai r Care

8.3

5.3

6.6

6.8

7.0

7.7

9.8

0.0 2.0 4.0 6.0 8.0 10.0 12.0

Percent

Across product lines

Mon

Tues

Wed

Thur

Fri

Sat

Sun

0.0

OOS by Day of Week

( Average of 13 studies)

9.1

8.7

10.0

9.8

10.9

7.3

10.0

10.9

12.0 2.0 4.0 6.0 8.0

Percent

Across time

Other Cause

4%

Retail HQ or

Manufacturer

14%

Distribution Center

10%

Store Forecasting

13%

Store Ordering

34%

Store Shelving

25%

Across the supply chain

The Vicious Cycle

14%

Upstream problems

50%

Problems at manufacturer’s DC

35%

Problems at retailer’s DC

Upstream In-store causes causes

28% 59%

Demand variations

13%

Store ordering

Shelf

Replenishment

Manufacturer Manufacturer’s DC

11 weeks inventory

Retailer’s DC

6 weeks inventory

Consider stock-outs

Retailer

8%

World

Wide

RFID System

RFID

Low cost rfid

Silicon: 4c/mm 2

10

5

20

15 time

Why is RFID expensive today?

reduce functionality

(Networking & software) greater functionality increased chip size reduce chip size

(handle small chips)

Cheap protocol

100

90

80

70

60

50

40

30

20

10

0

905 910 915

Frequency (MHz)

920 i

912 100

2 Meters, 4 KHz,

SQW, 1 dBm

the hypothesis or bet z

Place unique number on tag z

Electronic Product Code, EPC z

64 bit, 96 bit, and upwards

01. 203D2A. 916E8B. 8719BAE03C

Header 8 bits Serial Number 40 bits

Product 24 bits

Manufacturer 24 bits z

Develop manufacturing technology for small chips and tags z

Move data on the network z z

Network service for resolving EPC

Network architecture for gathering and routing data context-aware router context-aware aware router router router context-aware context-aw context-aware router router router context-aware router sensor sensor sensor sensor

Outline, Part I z

RFID and the Auto-ID Center z z z z

What and why of RFID

The cost issue

Manufacturing low-cost RFID

Handling the data z

Current status z

An in-depth look at some issues

Low cost RFID

IC

Design

IC

Design

IC

Manufacture

Antenna

Manufacture

Antenna/IC

Assembly

Conversion to Package

$X Million 20 ¢

Billions Number of tags

5 ¢ 5 ¢ 20 ¢

End users

1-2 ¢ 1 ¢ 1 ¢ 1 ¢

Challenges of IC minimalism z

0.25 mm 2 : does it make life tougher? z z z z z z z z z z z z z z z z z z z z

……..

Street width will dominate

Still have to test the IC’s (?)

Die handling costs are high

Die-attach/wire-bonding techniques do not scale

Street width will dominate

Still have to test the IC’s (?)

Die handling costs are high

Street width will dominate

Still have to test the IC’s (?)

Die handling costs are high

Street width will dominate

Still have to test the IC’s (?)

Die handling costs are high

Street width will dominate

Still have to test the IC’s (?)

Die handling costs are high

Street width will dominate

Still have to test the IC’s (?)

Die handling costs are high

low cost rfid challenges

IC

Manufacture

Antenna

Manufacture

Antenna/IC

Assembly

Conversion to Package

20 ¢ 5 ¢ 5 ¢ 20 ¢

1-2 ¢ 1 ¢ 1 ¢ 1 ¢

Testing z

Economics today: z

$500 - $1000 per wafer z

But minimal functionality means z z z

High reliability

Don’t test on wafer

Test wirelessly at conversion

Slicing and Dicing z

Standard saw-dicing wasteful z

Instead, use separation by thinning

C. Landesberger, S. Scherbaum, G. Schwinn, H. Spöhrle: “New Process Scheme for Wafer Thinning and Stress-free Separation of Ultra Thin

IC’s,” Proceedings of Microsystems Technologies 2001, Mesago, Stuttgart, pp. 431-436, 2001.

Low cost RFID challenges

IC

Manufacture

Antenna

Manufacture

Antenna/IC

Assembly

Conversion to Package

20 ¢ 5 ¢ 5 ¢ 20 ¢

1-2 ¢ 1 ¢ 1 ¢ 1 ¢

Antenna z

Screen printing z

Etching z

Forming

Low cost RFID challenges

IC

Manufacture

Antenna

Manufacture

Antenna/IC

Assembly

Conversion to Package

20 ¢ 5 ¢ 5 ¢ 20 ¢

1-2 ¢ 1 ¢ 1 ¢ 1 ¢

Assembly z

Fluidic Self Assembly z

Vibratory Assembly z

Pick and place

Vibratory Assembly

Chip

Assembly

Chip

Design

Silicon

Manufacturing

Wafer

Treatment

Antenna

Manufacturing

Label Tag

Manufacturing

Inlet

Assembly

Label

Converting

End User

Low cost RFID challenges

IC

Manufacture

Antenna

Manufacture

Antenna/IC

Assembly

Conversion to Package

20 ¢ 5 ¢ 5 ¢ 20 ¢

1-2 ¢ 1 ¢

1 ¢ 1 ¢

Conversion z

Paper/package/label industry expertise z

Scales well with mass production z

Capital equipment expenditure software hardware paper

Outline, Part I z

RFID and the Auto-ID Center z z z z

What and why of RFID

The cost issue

Manufacturing low-cost RFID

Handling the data z

Current status z

An in-depth look at some issues

Architecture: Local

Reader

01.203D2A.916E8B.8719BAE03C

Tag

Middleware

Reader

Local network

Data

Processing

Local database

Architecture: Global

ONS PML Server

Local system

Reader

01.203D2A.916E8B.8719BAE03C

Internet

Middleware

Reader

<PML>

<TIME=2000.4.28:10:05.05HRS>

<EPC= 01.203D2A.916E8B.8719BAE03C >

<TEMPERATURE=15 DEG C>

</EPC>

</TIME>

</PML>

Local network

Data

Processing

Local database

XQL

18.72.100.100

PML

18.72.100.100

01.203D2A.916E8B.8719B

????

<PML>

...

<MaximumTempearture>

40 DEG C

</MaximumTempearture>

<MinimumTemperature>

5 DEG C

Inference

ONS

Temperature OK

PML Server

Local system

Reader

Tag

Internet

Middleware

Reader

<PML>

<TIME=2000.4.28:10:05.05HRS>

<EPC= 01.203D2A.916E8B.8719BAE03C >

<TEMPERATURE=

15 DEG C

>

</EPC>

</TIME>

</PML>

Local network

Data

Processing

Local database

XQL

18.72.100.100

PML

18.72.100.100

01.203D2A.916E8B.8719B

????

<PML>

...

<MaximumTempearture>

40 DEG C

</MaximumTempearture>

<MinimumTemperature>

5 DEG C

Quality control specialist

</PML>

Three Layers of an EPC

Architecture

ONS

Trading Partners

Trading Partners

• EPC Enterprise data store

• Data migration from Edge

• Standard API

• Enterprise systems

• Trading partners

Enterprise

Edge

EPC

Enterprise

Business IDs

+

EPC Edge object time loc

Edge 3

Edge 2

Edge 1

• RF Abstraction layer

• Device mgmt

• Event mgmt

• EPC Edge data store

• Standard API

• Data migration to Enterprise

Software

Hardware

Readers

Tags

• Physical data capture

Outline, Part I z

RFID and the Auto-ID Center z z z z

What and why of RFID

The cost issue

Manufacturing low-cost RFID

Handling the data z

Current status z

An in-depth look at some issues

Field Trial

COCA COLA BOTTLER

CLEVELAND, TN

JOHNSON & JOHNSON KRAFT FOODS

FORTH WORTH, TX

UNILIVER DIST. CENTER

CHICAGO IL

P & G FACTORY

P & G DC

IOWA CITY, IO

WAL M ART STORE

CLEVELAND, TN

Pilot facility is being used as a mini warehouse

WAL-MART STORE

BROKEN ARROW, OK

Warehouse Retail Floor

WAL-M ART DEPOT SAM'S DEPOT

SAM'S STORE

TULSA

Staging Area Retail Floor

The Commercialization of EPC z z z z

Landmark Event: EPCglobal is formed

Many companies have significant tests and pilots underway

Mandates: z

DoD z z z z z

Marks & Spencer

Tesco

Wal-Mart

Metro Group

Target z z

Albertsons

Best Buy

Other major retailers are continuing to announce their strategies

RFID Status z

3 protocols z z z

Class 0 UHF

Class I UHF

Class I HF z

Tens of manufacturers z z

Tags: Alien, Matrics, Philips, ST Micro, Rafsec, ….

Readers: Alien, Matrics, AWID, ThingMagic, Tyco, Symbol,

Samsys,… z

New versions being designed z z

Gen 2 taking off

Intermec patent still issue

Key philosophy #1: interoperability

Sensors

Open tag

Agile reader

Software

Internet

Key philosophy #2: Layers

Class V tags

Readers. Can power other Class I, II and III tags;

Communicate with Classes IV and V.

Class IV tags:

Active tags with broad-band peer-to-peer communication

Cl ass III tags: semi-passive RFID tags

Cl ass II tags: passive tags with additional functionality

Class 0/Class I: read-only passive tags

Vendors z

Chips: Alien, Matrics, Philips, ST Micro z

Readers: Alien, Matrics, Philips, Tagsys, Samsys,

ThingMagic, Tyco, Symbol, Markem, AWID z

Software: Sun, Oat Systems, Manhattan, Globe

Ranger, Conecterra, SAP, Tibco, Verisign, Vizional,

.. z

Systems: Accenture, PWC/IBM, GEA, … z

End-Users: Gillette, Wal*Mart, P&G, TESCO, Metro,

Target, Wegmans, ….

Research Issues z z z z z z z z z z z z

Tag anti-collision

Reader anti-collision

Security and privacy

Advanced sensor networks

Data routing and handling

IC Design

IC manufacturing z z

Silicon processing

Chip assembly

Polymers

Controls/automation

Manufacturing systems

System Synthesis

Supply chain issues

Outline, Part I z

RFID and the Auto-ID Center z z z z

What and why of RFID

The cost issue

Manufacturing low-cost RFID

Handling the data z

Current status z

An in-depth look at some issues

Outline, Part II z

RFID and the Auto-ID Center z

An in-depth look at some issues z z z z

A peek at the protocol

Security and Privacy Issues

Software

Vibration analysis z

Silicon manufacturing

Components z

Signaling z

Anti-collision z

Functions

reader to tag: modulation

Reader to Tag Modulation

UHF

Envelope

Low Time

10% 45%

100%

45%

On Off Keying (OOK), Min 90% Modulation Depth

Modulation: reader to tag

62.5 Khz

16 us data = 0

Cl data = 1 l

0 tag to reader

1 Bit Cell

1

• Bit Cell Time: ~8 µs Tag to Reader (128 kbs)

• 2 Transitions = 0

• 4 Transitions = 1

• Always Transitions

Within a Bit

Anti-collision z

A Reader Talks First ( RTF ) System z

Commands Issued from Reader z

Tags Reply at a Later Time While Reader

Listens z

Transactions are Self-Contained Operations

(Minimal Persistent State Information

Required)

Contention Detection

Anti-Collision Algorithm Relies on Detecting

Contention (When More than One Tag is

Responding to a Reader Command).

Contention- Two

Tags, Same Clock

Rate, 1-Bit Difference

100%

0 1 0 1 1 0 0 10

Anti-Collision

00

000 001

0

Query 1

1

01

010 011 100

10

101 110

11

111

[CMD] = 00001000 (Ping)

[PTR]

[LEN]

= 00000000

= 00000000 (0)

[VALUE] = 0

011000

01100

011001

0110

011010

01101

Query 2

011011 011100

01110

011101

0111

011110

01111

011111

[CMD] = 00001000 (Ping)

[PTR] = 00000000

[LEN] = 00000011 (3)

[VALUE] = 011

000 001 010 011 100 101 110 111

Functions z

Write address z

Lock address z

Preload address mask z

Read ID (anti-collision) z

Read payload z

Write payload z

Sleep z

Wake z

Destroy

Outline, Part II z

RFID and the Auto-ID Center z

An in-depth look at some issues z z z z

A peek at the protocol

Security and Privacy Issues

Software

Vibration analysis z

Silicon manufacturing

Does protocol compromise privacy?

Not necessarily. Your choice. z

You can destroy the tag and opt out z or z

You can keep tag for later use z

(physics is your friend)

Mass hijack of tags z

Could happen in destroy or re-programming z

Physics our friend z

Bandwidth limited: 100’s of tags a second anti­ collision z z z

Destroy must be individually addressed

So it takes time to kill

Surveillance

Issues z

Tags are light-weight z

Anyone can read the tags (promiscuity) z

The same number shows up all the time z

Channel is open and shared

01. 203D2A. 916E8B. 8719BAE03C

Header 8 bits Serial Number 40 bits

Product 24 bits

Manufacturer 24 bits

Problem: unique and promiscuous

Kill Serial number?

z

Product still readable z

Person can be tracked by constellation

Personalize the number?

z

Repeated reads yield same number z

You could still be tracked by constellation

Check out EPCglobal

Public policy www.

epcglobal inc.org/ public _ policy / public _ policy _guidelines.html

Outline, Part II z

RFID and the Auto-ID Center z

An in-depth look at some issues z z z z

A peek at the protocol

Security and Privacy Issues

Software

Vibration analysis z

Silicon manufacturing

Outline, Part II z

RFID and the Auto-ID Center z

An in-depth look at some issues z z z z

A peek at the protocol

Security and Privacy Issues

Software

Vibration analysis z

Silicon manufacturing

Outline z

Introduction z

Kinematics z

In-plane surface motion z

Out-of-plane motion z

Adhesion and fluid effects z

Experiments z

Conclusions

Introduction

Motivation z

Need methods for handling of small microscopic parts in tag production processes z

A traditional technique to solve scaling problems is parallelization

Topics

Basic kinematics of vibratory part transport

Effects of fluid, and surface/adhesion forces

Outline z

Introduction z

Kinematics z

In-plane surface motion z

Out-of-plane motion z

Adhesion and fluid effects z

Conclusions

Vibration Kinematics z z

Want relative motion

Approaches: z

Surface micro-features z

MEMS cilia, rollers, etc. z

Gas flow nozzle arrays z z z

Electrical/magnetic fields

Moving Fluid medium flowing over surface z

Fluidic Self Assembly (FSA Alien Tech’s)

Vibrating surfaces z z

Time asymmetric in-plane vibrations

Out-of-plane vibrations (such as in Bowl Feeders)

Vibrating Surfaces

In-plane vibrations of a surface if timeasymmetric z z z

Part moves if surface acceleration is more than friction

Forward-backward motion?

Much literature

Example: Stick Slip

Surface accelerating faster than friction can sustain

Gravity friction cone v x

Out-of-plane vibrations z z z z

Vertical vibration: extra degree of freedom

Create hop, move platen back

Small-scale forces

Increased accelerations may be needed to compensate

Hopping example

Possible return path

Part in collision with surface

Gravity friction cone

Part in flight

Surface accelerating faster than gravity downwards

Outline z

Introduction z

Kinematics z

In-plane surface motion z

Out-of-plane motion z

Adhesion and fluid effects z

Conclusions

Adhesion z z

Adhesion effects become important at small scales

Van der Waals forces z z z z z

Due to static and quantum mechanically induced dipoles

Strong role in inter-molecular and surface phenomena

Become important at < 100nm surface separation

Adhesion surface energies of ~100mJ/m 2

Clean atomically smooth surfaces in contact may have adhesion pressures of the order of thousands of atmospheres

Adhesion effect on vibratory transport z

Larger accelerations are needed z

Too contaminated or too clean are bad z

Can be alleviated by: Roughening or Surfactants z

Strong secondary excitation can “levitate” the parts z

If done for fractions of the cycle, “creeping” transport can be achieved, where the part moves when vibrations are on and sticks when they are off

Example: hopping with adhesion

Sticky collision adhesion friction cone

Surface acceleration

Flight after unstick

Fluid dynamic scaling z z

Sticking due to fluids

Alleviation z z z use surfaces that are “leaky”

Make chip surface bumpy

Run in vacuum

velocity loss due to film damping

Frequency effect on damping

Si disk

400 µ m dia.

200 µ m thick

Starting gap effect on damping

Outline z

Introduction z

Kinematics z

In-plane surface motion z

Out-of-plane motion z

Adhesion and fluid effects z

Conclusions

Conclusions z

Basic physics z

Ongoing work: z

Measurements z z

Effects of geometries

Test methods z

Design: z

Chip delivery methods and roll to roll packaging

Outline, Part II z

RFID and the Auto-ID Center z

An in-depth look at some issues z z z z

A peek at the protocol

Security and Privacy Issues

Software

Vibration analysis z

Silicon manufacturing

RFID manufacturing simulation

Gita Swamy

Sanjay Sarma

Outline z

Components of an RFID tag z

Understanding the Experiment z

Manufacture z

Semiconductor z

Tag z

Results z

Worldwide Fab Capacity

Results z

Total RFID Cost z

IC + Traditional Assembly: 4.351¢ z

IC + Flip Chip Assembly: 3.311¢ z

IC Cost: 1.151¢ z

Antenna Cost: 11¢ z

Assembly: 2.25c ~ 1.15 1¢ z

At 10’s of billion tags a year

RFID Tag Components z

Antenna z

Mixed-Mode IC z

Packaging

Inputs to model

Process Steps

Equipment Benchmark z

Throughput z

Raw material & Utilities z

Labor z

Yield

Overhead

Maintenance

Depreciation

Semiconductor Processing

Process modeling z

R. Leachman, J. Plummer & N. Sato-Misawa, “Understanding fab economics” Competitive Semiconductor Manufacturing,

University of California, Berkeley, 1999. z

Leachman & Hodges, “Berkeley Semiconductor

Manufacturing” IEEE Transactions on Semiconductor

Manufacturing, May 1996. z

J. Bloomsburg, “RFID Tag Manufacturing” MIT UROP, 2002. z

R. Wright, “Cost Resource Model Detail” Economic Model

Workshop, International Sematech, 2001.

semiconductor process modeling z

Sematech developed benchmark z

250_A1_82

Process

Benchmark z

0.25 micron z

282 Step z

19 Mask z

3 Metal z

2 Poly

Driving Variables z z z z

Mask, Metal and Poly

Layers

Wafer starts: 300,000 per year

100,000 dies/wafer

Wafer size: 200mm

Assembly Process z

Assembly Process Steps z

Thinning z

Dicing z

Assembly z

Traditional z

Flip Chip z

Fluidic Self Assembly z

Vibratory Assembly z

Tag Test

Flip chip

Assembly Process z

Types of Runs z

Unit Machine z

Line Maximized

Results z

Total RFID Cost z

IC + Traditional Assembly: 4.351¢ z

IC + Flip Chip Assembly: 3.311¢ z

IC Cost: 1.151¢ z

Antenna Cost: 11¢ z

Assembly: 2.25c ~ 1.15 1¢ z

At 10’s of billion tags a year

Results: Die Cost

Results: Assembly Cost

Breakdown

Results: Cumulative Assembly

Cost

Assembly Costs

1.00000000

Thinning Dici ng Tag Test

0.036584412 0.10000000

Assemb ly

0.032175597

0.03025432

0.01000000 0.02922279

0.000650941

0.00100000 0.000342826

Assembly Costs

0.00010000

1.00000000

0.00005651

0.00001000 0.00002772

Li i

0.10000000

Unit Machine

0.01000000

Thinning Dicing Fli p Chip

Assemb ly

0.024655643

0.01857550

$0.00142614

0.00100000 0.000342826

0.00083171

0.00010000

Tag Test

0.026883013

0.01959650

0.00001000 0.00002772

Line Max imi zed Uni i

Worldwide Fab Capacity z

Assume 1 billion tags a day z

100,000 dies/wafer z

20% of world silicon capacity z

Fabs 15% idle today

Outline, Part II z

RFID and the Auto-ID Center z

An in-depth look at some issues z z z z

A peek at the protocol

Security and Privacy Issues

Software

Vibration analysis z

Silicon manufacturing

Conclusions

Physics and God

The limits of physics

Parameter #1

God vendors

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