Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal...

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http://www.IMPACT.asu.e Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization Kenneth Bannister, Gianni Giorgetti, Sandeep K.S. Gupta HotEmnets’08 – Charlottesville – 3 June 2008 IMPACT LAB http://IMPACT.ASU.EDU

Transcript of Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal...

Page 1: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

http://www.IMPACT.asu.edu

Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data

Collection and Localization

Kenneth Bannister, Gianni Giorgetti, Sandeep K.S. Gupta

HotEmnets’08 – Charlottesville – 3 June 2008

IMPACT LABhttp://IMPACT.ASU.EDU

Page 2: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

http://www.IMPACT.asu.edu

Outline

• Signal Strength Observations• Lab Experiments• Effect of Temperature on:

• Link Budget and Communication Range• Network Connectivity and Data Collection• Localization

• Conclusions and Future Work

Page 3: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

http://www.IMPACT.asu.edu

Environmental MonitoringDaily Variations in RSS

The “SMART” Container

“SMART” Container Project Daily Variations in RSS

Botanical Garden, Phoenix, AZ

Page 4: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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Correlation With Temperature

The “SMART” Container

“SMART” Container Project

Botanical Garden, Phoenix, AZRSS

TEMP

RSS

TEMP

Page 5: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

http://www.IMPACT.asu.edu

Outline

• Signal Strength Observations• Lab Experiments• Effect of Temperature on:

• Link Budget and Communication Range• Network Connectivity and Data Collection• Localization

• Conclusions and Future Work

Page 6: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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25 30 35 40 45 50 55 60 65

-62

-60

-58

-56

-54

Heated Transmitter

Temperature [C]

RS

S [

dBm

]

25 30 35 40 45 50 55 60 65

-62

-60

-58

-56

-54

Heated Transmitter

Temperature [C]

RS

S [

dBm

]

25 30 35 40 45 50 55 60 65

-62

-60

-58

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-54

Heated Transmitter

Temperature [C]

RS

S [

dBm

]

Experimental Setup & Results

Temperature at the Transmitter/RSS

Effects of temperature on the transmitter

AttenuatorsThermal Chamber

POWER AMPLIFIER

RX Section of the CC2420

Page 7: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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25 30 35 40 45 50 55 60 65

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-60

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Heated Receiver

Temperature [C]

RS

S [

dBm

]

Temperature Effects on the ReceiverEffects of temperature on the receiver

25 30 35 40 45 50 55 60 65

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Heated Receiver

Temperature [C]

RS

S [

dBm

]

25 30 35 40 45 50 55 60 65

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Heated Receiver

Temperature [C]

RS

S [

dBm

]

RX Section of the CC2420

Amplifies the RF signal from the antenna

LNA

Measures RSS

DEMODULATOR

AttenuatorsThermal Chamber

Page 8: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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Sensitivity

~ 3 dB

Page 9: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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Loss due to Temperature

Page 10: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

-3.3 dB

-3.7 dB

-2.0 dB

-1.6 dB

TI CC2400 and CC2520 DatasheetsOutput Power vs Temperature

Sensitivity vs Temperature

Output Power vs Temperature

Sensitivity vs Temperature

Temperature (°C) Temperature (°C)

Temperature (°C) Temperature (°C)

Ou

tpu

t P

ow

er (

dB

m)

Ou

tpu

t P

ow

er (

dB

m)

Sen

siti

vity

(d

Bm

)

Sens

itivi

ty (d

Bm)

CC2400 and CC2520 DATASHEETS

CC2400

CC2400

CC2520

CC2520

Page 11: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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Outline

• Signal Strength Observations• Lab Experiments• Effect of Temperature on:

• Link Budget and Communication Range• Network Connectivity and Data Collection• Localization

• Conclusions and Future Work

Page 12: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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Link Budget Analysis

PRX(d) = P0 + 10nplog10(d0/d)

0 25 50 75 100 125 150-100

-90

-80

-70

-60

-50

-40

RS

S [d

Bm

]

Distance [m]

+ LTX(T) + LRX(T)

np =2.3

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Communication Range

Depending on the path loss model, losses due temperature cause reduction in range comprised between 40% and 60% the max. value

Page 14: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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Outline

• Signal Strength Observations• Lab Experiments• Effect of Temperature on:

• Link Budget and Communication Range• Network Connectivity and Data Collection• Localization

• Conclusions and Future Work

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Network Connectivity @ 25°C

Avg. Connectivity = 8.94; Connected nodes = 100%; Avg. Path Length = 2.95.

SINK NODE

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Network Connectivity @ 45°C

Avg. Connectivity = 4.57; Connected nodes = 98%. Avg. Path Length = 4.93.

Few nodes are disconnected.

SINK NODE

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Network Connectivity @ 65°C

Avg. Connectivity = 1.88; Connected nodes = 0%. The sink is disconnected from the rest of the network!

SINK NODE

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Data Collection: Summary

• Temperature steadily decreases connectivity• Failure of Critical Links can cause the sink to

become disconnected

Page 19: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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Outline

• Signal Strength Observations• Lab Experiments• Effect of Temperature on:

• Link Budget and Communication Range• Network Connectivity and Data Collection• Localization

• Conclusions and Future Work

Page 20: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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Effect of Temperature on Localization

Anchors (GPS) Blind Nodes

Location awareness:• Enable Context-Aware Apps• Resource & Services Discovery• Tracking (People, Equipment,...)• Navigation Support• Security (Location-based access)

Two Approaches:• Range-Based Localization (e.g. triangulation)• Range-Free Localization (e.g connectivity)

Both Range Estimates and Connectivity can be obtained from

radio communication.

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Ranging Errors

-90-85-80-75-70-650

0.1

0.2

RSS [dBm]

pdf

d = 10 md*=11.6m

• Received power modeled by the log-normal shadowing model:• PRX(d) = PLOG-D(d) + ∆; ∆~N(0, σdB);

• Maximum Likelihood Estimate:

• Errors increase with the temperature

d* = 21.5m

-95

σdB

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Ranging Errors

Case 1Case 2Temperature will cause to over-estimate the node distances

Page 23: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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Effect of Connectivity on Localization

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Effect of Connectivity on Localization

1

11

1 1

1

132

2

3

4

2

2

http://www.IMPACT.asu.edu

Range-Based Connectivity-Based

Page 25: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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Outline

• Signal Strength Observations• Lab Experiments• Effect of Temperature on:

• Link Budget and Communication Range• Network Connectivity and Data Collection• Localization

• Conclusions and Future Work

Page 26: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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Conclusions and Future Work• Actual measurements only available for the

CC2420 radio. Simple model to account for temperature effects on RSS.

• Tests with other platforms in progress• Importance of including temperature sensors in

node design.• Importance of proper insulation and placement.

Page 27: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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Impact of Temperature on WSN Design

MCU

OS / HAL

Networking

Services

Applications

Sensors

Radio

Battery

Soft

war

eH

ardw

are

WSN Architecture

Link Budget RSS

Energy Capacity

Physical Models

Connectivity

Life-time

Networking Models

Design & Implementation

Routing / Scheduling

Data Collection

Localization

TEM

PERA

TURESource: CR2330 Datasheet

Panasonic

Page 28: Http:// Wireless Sensor Networking for “Hot” Applications: Effects of Temperature on Signal Strength, Data Collection and Localization.

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Don’t forget the sunscreen! Thanks