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RTLS Overview: Active RFID Rich Fletcher April 2010

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Page 1: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

RTLS Overview:Active RFID

Rich FletcherApril 2010

Page 2: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Outline:

• Active RFID RTLS Overview• UWB vs Coherent• Technologies and Standards• Propagation Issues for coherent• Emerging Approaches for RTLS

Page 3: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Common RFID Requirements

• Perfomance: accuracy• Low-Cost• Reliability• Long battery life• Long communication range (10m-100m)• Low data rate is OK• Anti-collision (TDMA, CSMA, etc) needed for applications with large tag populations• Conformance with Industry standards for applications that are not closed loop• optional: Mesh capability • Security has increasing importance

Page 4: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Sample RTLS Architecture

Reader

REMOTESERVER

TAGS

TAGS

TAGS

TAGS

Page 5: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Approach #1: “Discretized” RTLS

• Use multiple readers or beacons• Divide problem into read zones• Disadvantage: does not provide continuous Pos.

Page 6: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

“Discretized” RTLS Architecture

Locator Beacon

Reader

REMOTESERVER

Locator Beacon

Locator Beacon

Locator Beacon

Page 7: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

“Discretized” RTLS Architecture

Locator Beacon

Reader

REMOTESERVER

Locator Beacon

Locator Beacon

Locator Beacon

Page 8: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Approach #2: “Out of Band” Sensors

• Use separate signal to do positioning• Examples: ultrasound, Infrared, other carrier• Disadvantage: requires sensor on tag

Page 9: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

“Out of Band” Sensor Positioning

Reader

REMOTESERVER

Signal Emitter

Signal Emitter

Signal Emitter

Signal Emitter

Page 10: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Approach #3: “Pure” RTLS

• Use multiple readers• Use only available observable signals

Challenges:• Dynamic environments• Real-time?

Page 11: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

“Pure” RTLS Architecture

Reader

REMOTESERVER

TAGS

TAGS

TAGS

TAGS

Page 12: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

RTLS Observables

Reader

REMOTESERVER

TAGS

TAGS

TAGS

TAGS

Observables:Amplitude, Time, Phase

Page 13: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

The Challenge: sample data

• signals not monotonic with position

RSSI vs Distance

200

205

210

215

220

225

230

235

240

245

250

0 10 20 30 40

5 dBi ZT-100 Hor5 dBi ZT-100 Vert

Page 14: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

14

General Approach

OBSERVABLES

RTLS Model

Propagation model

Geometric model

Probability model

POSITION

Calibration Data

Page 15: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Technologies and Standards

Page 16: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Active RFID Categories

UWB

Coherent

READER

TAG

READER

TAG

Battery or other power source

Page 17: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Ultra-Wide Band

UWB

Relevant observables: time, amplitudeChallenges: dispersion, RX sensitivity, regulation

READER

TAG

Page 18: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

IEEE 802.15.4a - UWB• Commercial Vendors (sample)

• Ubisense• Multi Spectral Solutions • Parco Wireless• Time Domain

• Advantages• Low power • Good data rate (but still less than 1Mbps)• resistant to interference • Precise positioning using TOA (10 cm accuracy)

• Disadvantages• Shorter range than narrowband frequency domain radios • Standardization efforts IEEE 802.15.4a and 802.15.3a (W-USB) have not been very successful • UWB Frequency standards vary around the world

Page 19: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Coherent Transmission

Coherent(e.g. DS-SS)

READER

TAG

Battery or other power source

Relevant observables: amplitude (RSSI), phaseChallenges: multi-path

Page 20: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

“Coherent-Active” Standards

Several Competing Standards:

• ISO 18000-7 (Savi)

• IEEE 802.11 (WLAN)

• IEEE 802.15.4 (Zigbee, WPAN)

• (Bluetooth 802.5.1 not considered due to master-slave protocol model)

• Others (ISO)

Page 21: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

IEEE 802.11 (WLAN)• Advantages

• Popular, open and active standard • Long communication range• Robust security features • Existing access points and routers can be configured as readers • Native multi-hop capability will become available in 2008 when 802.11s standard is ratified• Spread spectrum physical layer• Emerging standard for Real Time Location (RTLS): ISO/IEC 24730-2

• Disadvantages • Higher cost• Higher power consumption in general• Impact of large tag population on Wi-Fi networks unclear(IP address allocation, 802.11a/b/g/n/s network impact)

• Still requires moving/installing access points/readers for RTLS

Page 22: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

ISO 18000-7 (Savi)• Advantages

• Designed specifically for active RFID (1990)• Dominant in military/govt market• Signals at 433 MHz have better penetration through dielectrics than higher frequencies• worldwide acceptance for 433 MHz• 32-bit UID plus user memory

• Disadvantages• Longer wavelength (λ=0.7m) – Not preferred for indoor use or metal enclosures• Low bandwidth – bit rate = 27.7 Kbps• very basic support for security (4 byte password)• Reader-Talks first communication, random time-slotted anti-collision• Requires License (Savi/Lockheed)

Page 23: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

IEEE 802.15.4 Tags• Advantages

• Designed specifically for low data rate embedded networks – new generation of radio technology• Very low power• Many low cost chipsets available:

Texas Instruments/ChipconAtmelST MicroElectronicsFreeScaleEmberNordics, etc.

• Support for reader mesh through ZigBee. • 27 channels available in 3 different frequency bands –868.3 (1), 906-926 (10) and 2405-2480(16) MHz• Integrated, high-security 128-bit AES Encryption• Ratified and active standard• Short wavelength (λ=12 cm at 2.4 GHz) – good for indoor use

Page 24: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

IEEE 802.15.4 Tags

• Operating modes:• Tag talk first – optimize battery life• Reader talk first – optimize tag density

• Disadvantages of 2.4 GHz 802.15.4• Frequency bands are crowded (RFID readers, microwave ovens, cordless phones, Bluetooth (802.15.1), WLAN) • Fragmented standards for Network Layer protocols

Page 25: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

2.4 GHz vs 433 MHzAdvantages of 433 MHz:• Better outdoor propagation• World-wide acceptance

Advantages of 2.4 GHz:• Better indoor propagation• 8X smaller antennas• Wide selection of reader

antennas• Worldwide acceptance• Higher bandwidth more data• Integration with other sensor

networking standards (Zigbee, mesh)

2.4 GHz is usually better choice

Page 26: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Wi-Fi Tags 802.11 (WLAN)

Chip vendors: G2, Gain span, …

Page 27: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

ZT-100

IEEE 802.15.4 Tags

• 802.15.4 –based protocol• Integrated antenna• 4-8 sensor inputs• Real-time Clock, Data logging

ZT-10, ZT-50

Page 28: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Readers

ZR-HUB

ZR-USB

• Linux-OS 266 MHz Geode processor• Open Software API• Wi-Fi + Ethernet interface

ZR-SD

ZR-PCMCIA

Page 29: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

RF Propagation Issues

Page 30: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

30

General Loss Mechanisms

READERTAG

OBJECT

ReflectionLoss

TotalPathLoss

SpreadingLoss

PropagationLoss

= + +

(1/ r2)

Page 31: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

31

Reflections

READER OBJECTTAG

While absorption/loss depends on ε”, reflection depends largely on ε’

Page 32: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

32

Multi-path Reflections

READER

TAG

METAL OBJECT

Leads to non-monotonic dependence of RSSI on position

Page 33: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

33

Interference/Diffraction

READER TAG

OPAQUE ITEM

OPAQUE ITEM

OPAQUE ITEM

Pallet

OPAQUE ITEM

OPAQUE ITEM

Page 34: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Emerging Approaches for Improving RTLS

Page 35: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

35

General RTLS Approach

OBSERVABLES

RTLS Model

Propagation model

Geometric model

Probability model

POSITION

Calibration Data

Page 36: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

BetterRF Modelling

Page 37: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

37

General RTLS Approach

OBSERVABLES

RTLS Model

Propagation model

Geometric model

Probability model

POSITION

Calibration Data

Page 38: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

38

Maxwell’s Equations

tH

E∂∂

−=×∇ μ

εq

E =⋅∇tE

EJH i ∂∂

++=×∇ εσ )(

0=⋅∇ Hμ

Page 39: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

39

Wave Equation Form

tE

tE

E∂∂

−∂∂

=∇2

2 μεμσ

vvvrrr 2∇−⋅∇∇=×∇×∇ )(

Using vector identity:

Leads to Wave Equation form of Maxwell’s Equations:

tH

tH

H∂∂

−∂∂

=∇2

2 μεμσ

Page 40: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

40

Waves in lossy matter

EEjE μεωωμσ 22 −=∇

HHjH μεωωμσ 22 −=∇

( )trkjeHE ω−⋅∝rr

,

βαγ jjk +=≡

If we assume time-harmonic fields:

Then wave equation can be easily written as:

Non-zero but finite conductivity, σ, and dielectric loss

Page 41: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

41

AC Loss Inside materials:

Good conductors:

εωσ

εεδ

′=

′′′

≡tan

EjEJ εωσ ′+=

EjjJ )tan( δεω −′= 1

Good dielectrics:

1>>′εωσ /

EJ σ≈

1<<′εωσ /EjJ εω ′≈

εεε ′′−′= j

Page 42: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

42

∫∫∫ •−=•

S

a daHdtd

dsJ μσ

∫∫∫ •=•

Sop

daJdsH

21llm μστ =

Shielding Effects, Reflection

Page 43: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

43

Materials properties

RF Loss critically depends on composition

Salt added (.05M)

ε’

tanδ

No salt

Page 44: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

44

Reflection - Transmission

READERTAG

OBJECT

Reflection 1 Reflection 2

Page 45: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

45

Simulation: Reflection

0 0.05 0.1 0.15 0.2width m

0.2

0.4

0.6

0.8

1

noit celf eR

e’ = 12.75 = 0.01, 0.03, 0.1

Page 46: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

46

Simulation: Transmission

0 0.05 0.1 0.15 0.2width m

0.2

0.4

0.6

0.8

1noissi

msnarTt nei ciff eoC

e’ = 12.75 = 0.01, 0.03, 0.1

Page 47: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

BetterRF Signalling

Page 48: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

48

General RTLS Approach

OBSERVABLES

RTLS Model

Propagation model

Geometric model

Probability model

POSITION

Calibration Data

Page 49: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

More Observables

• CMOS RFICs are continuously improving and adding more integrated functionality• Using standard CMOS RFICs, can we generate more observables?• Examples: power modulation, phase jitter, etc.

Page 50: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

BetterProbability Models

Page 51: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

51

General RTLS Approach

OBSERVABLES

RTLS Model

Propagation model

Geometric model

Probability model

POSITION

Calibration Data

Page 52: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Machine Learning

• Hidden Markov Models (HMM)

S1(tn)

S2(tn)

S3(tn)

S1(tn+1)

S2(tn+1)

S3(tn+1)

Page 53: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

53

Generating Probabilities

OBSERVABLES

RTLS Model

Propagation model

Geometric model

Probability model

P(x)

Calibration Data

Page 54: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Bayesian Propagation

• Propagate the P0 (prior) to P1 (posterior)

P(x)

x

P(x)

x

Page 55: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Probability Summary

• Exploit locality property of Markov model based on recent state• Use Bayesian process to evolve probability distribution

Page 56: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Summary

Page 57: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Conclusions• Many RTLS solutions exist for Active RFID• RF propagation issues still exist – particularly

for dynamic environments• Emerging research: • RF CMOS ICs are enabling new signalling• Powerful Machine Learning techniques and

cheap fast computers/microntrollers are enabling unprecedented performance for RTLS

Page 58: RTLS Overview: Active RFID2010.ieee-rfid.org/files/2011/12/RTLS-session-Rich-Fletcher.pdf · • Active RFID RTLS Overview ... • Conformance with Industry standards for applications

Thankyou.Richard Fletcher

[email protected]@media.mit.edu