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BLE-Guardian: Protecting the Privacy of BLE Users Kassem Fawaz*, Kyu-Han Kim, Kang G. Shin* *Computer Science and Engineering, University of Michigan Hewlett Packard Labs
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Page 1: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

BLE-Guardian: Protecting the Privacy of BLE Users

Kassem Fawaz*, Kyu-Han Kim†, Kang G. Shin*

*Computer Science and Engineering, University of Michigan

†Hewlett Packard Labs

Page 2: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

What is Bluetooth Low Energy?

• Attractive communication technology• Short range

• Low energy footprint

• Supported by most hosts

• Currently:• 74K unique products with BLE support

• 2013:• 1.2 billion BLE products shipped

• 2020:• 2.7 billion BLE products expected

2

Page 3: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

BLE Primer

3

• Standby: Low Power Mode. Receiver and transmitter switched ‘off’

• Advertising: Used by low power ‘Server’. Only transmitter required.

• Scanning: Used by ‘Client’. Receiver listens to advertising channels.

• Initiating: ‘Server’ sends connection request

• Connection: After scanning, ‘Client’ responds to ‘Server’ advertisement

Scanning

Connection

Advertising InitiatingStandby

Page 4: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

BLE Advertisements

• 3 dedicated advertising channels: • 2402 MHz (37), 2426 MHz (38), 2480 MHz (39)

4

Type Description Frequency

ADV_DIRECT_IND Connect to a particular device only 3.75 ms, but only for 1.28 seconds

ADV_IND General presence known + connections 20ms – 10.24s

ListenAdvertisement

𝑟 ∈ [0,10]𝑎𝑑𝑣

Page 5: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

BLE Security and Privacy

5

Pairing & bonding Prevent unauthorized access to device or secured services

Address randomization Prevent user tracking

Direct Advertisements Prevent user tracking and profiling

Page 6: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

BLE Privacy & Security Effectiveness

Passively scan for BLE advertisements

Collect:<Timestamp, BT Address, advertisement content, RSSI>

6

Site Participants Period

Hewlett Packard Labs 1 40 days

Ann Arbor 13 2 months

Phone LAB/ SUNY Buffalo 86 2 months

Page 7: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

BLE Privacy & Security Effectiveness

Indirect Advertisements Detected 214 different unique types of devices

Address Randomization

7

Name Description

ihere key finder

DEXCOMRX Glucose monitor

Frances’s Band ea:9d smartband

Otbeat heart rate monitor

JS00002074 digital pen

Device Days observed

One 37

Flex 37

Zip 37

Forerunner 920 36

Basis Peak 25

Address

00:17:E9:CB:F3:61

00:17:E9:CB:F5:01

Revealing Names Consistent Addresses Poor Randomization

Page 8: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

BLE Privacy & Security Effectiveness

Device Pairing

8

Battery level Unique identifiersAdvertise and accept connections

Page 9: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

9

It all starts with the advertisements…

AttackerBLE device

Tracking User

Consistent addresses, poor randomization, unique device names and identifiers

Page 10: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Health situation, user’s lifestyle, behavior, preferences, and personal interests

10

It all starts with the advertisements…

AttackerBLE device

Tracking User

Attacker BLE device

Profiling User

Page 11: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Fingerprinting of and unauthorized access for sensitive systems and devices

11

It all starts with the advertisements…

AttackerBLE device

Tracking User

Attacker BLE device

Profiling User

Attacker

BLE device

Harming User

Page 12: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Research Questions

Can we effectively fend off the threats to BLE-equipped devices

(1) in a device-agnostic manner,

(2) using COTS (Commercial-Off-The-Shelf) hardware only, and

(3) with as little user intervention as possible?

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Page 13: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

BLE-Guardian

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Page 14: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

BLE-Guardian

Ubertooth One Programmable BT radio

Open source firmware

Rx/Tx on each BT channel

User-level app Control BLE-Guardian

Update firmware seamlessly

14

Page 15: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

High-level Description

15

BLE-Guardian running

Connection Enabling

Authorized client

User Alert

Attacker detected

Device Hiding

Module

Owner chooses target

BLE device

Client Authorization

Whitelist Client

New client

Access Control Module

Access denied

Access granted

Page 16: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Device Hiding

Jam BLE device advertisements to hide its existence

Need to learn device advertising Sequence Otherwise jamming will be ineffective or inefficient

16

Advertisement Listen

𝑎𝑑𝑣

𝑟 ∈ [0,10]37 38 39

Page 17: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Device Hiding

𝑇𝑁 + 𝑎𝑑𝑣’𝑇𝑁

Monitoring interval

𝑇𝑁 + 𝑎𝑑𝑣′ − 𝑒 𝑇𝑁 + 𝑎𝑑𝑣′ + 𝑒 + 10

𝑡1

Advertisement session

𝑡2 𝑡3 𝑡4

17

Estimate advertising interval: 𝑎𝑑𝑣′ = 𝐸(𝑡𝑖) − 5

Max delay

Page 18: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Device Hiding

Monitoring interval

18

jamming

• Detect RSSI (received signal strength indication) increase• Apply jamming and follow advertising sequence

Page 19: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

At this point, the target BLE device is hidden.

How to enable access to it?

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Page 20: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Access Control

Authorization:

Bluetooth classic as an OOB channel.

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BLE-Guardian

Target BLE device

AttackerClient

Bt_addr, UUID

Attempt connectionjamming

adv

Connectionrequest

Client authorized by user

Send pairing request

Usercompletes pairing

Page 21: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Access Control

Connection Enabling:

Connection parameters to distinguish legitimate connection request.

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BLE-Guardian

Target BLE device

AttackerClient

Connection parameters

jammingadv

Legitimate connection

data

data

advjamming

Reduced Adv.

Connection request

Page 22: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Evaluation

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Page 23: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Evaluation

Cut-off Distance

23

Attacker BLE device BLE-Guardian

Cut-off distance

d

Page 24: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Evaluation

Cut-off Distance

24

0

0.2

0.4

0.6

0.8

1

1.2

0 1 2 3

Cu

t-o

ff d

ista

nce

(m

)

d(m)

TI CC2540

clear

covered

0

0.2

0.4

0.6

0.8

1

1.2

0 1 2 3

Cu

t-o

ff d

ista

nce

(m

)

d(m)

Galaxy S5

clear

covered

Adversary has to be within 1 m of BLE device to read its advertisements

Page 25: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Evaluation

Impact on Advertising Channels

1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec

2. Two devices advertising at 20 ms

3. 15 other devices With varying advertising frequencies

25The number of unnecessary jamming instance is minimalu

nn

eces

sary

jam

s

Page 26: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Evaluation

Energy Overhead

1. BLE-device and authorized clients No overhead

2. Smartphone as a gateway Idle power: 1370mW

Overhead: less than 16%

26

0

5

10

15

20

25

1 2 3 4 5 6 7 8 9 10

Ove

rhea

d (

%)

# Advertisers

Galaxy S5

Page 27: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Conclusion

BLE-Guardian Privacy protection for BLE device users

Device agnostic and relies on COTS hardware

Low overhead on advertisement channels

Future work Explore other M2M protocols such Zigbee

Implement without needing external hardware (need firmware access)

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Page 28: BLE-Guardian: Protecting the Privacy of BLE Users...Impact on Advertising Channels 1. Protect single device at advertising intervals: 20ms, 960ms, and 10.24 sec 2. Two devices advertising

Thank [email protected]

kassemfawaz.com

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