Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received...

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Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer NIOSH Pittsburgh Research Laboratory The findings and conclusions in this presentation have not been formally disseminated by the National Institute for Occupational Safety and Health and should not be construed to represent any agency determination or policy. Mention of company names or products does not constitute endorsement by the National Institute for Occupational Safety and Health.

Transcript of Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received...

Page 1: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Node-Based Tracking Using Received Signal Strength Indication Thomas DubaniewiczLead Research Engineer NIOSH Pittsburgh Research Laboratory

The findings and conclusions in this presentation have not been formally disseminated by the National Institute for Occupational Safety and Health and

should not be construed to represent any agency determination or policy. Mention of company names or products does not constitute endorsement by

the National Institute for Occupational Safety and Health.

Page 2: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Overview

• Node-Based Tracking– Handset = Tracking Device– Node = Reader

• Received Signal Strength Indication (RSSI)

• Central Server Considerations Before and During Emergencies

• NIOSH Wireless Mesh Communication & Tracking Contract

Page 3: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Node-Based TrackingHandset = Tracking DeviceNode = Reader

NodeHandset signalBackhaul link

Page 4: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Handset Network Connectivity

• Unless powered off, communication handsets used with node-based networks will transmit periodically to maintain network connectivity

• The miner does not need to key the handset for tracking purposes

Page 5: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Received Signal Strength Indication (RSSI)

• RSSI measurements are arbitrary indications of the signal power

• Relationship to actual signal power and range of reported RSSI values are vendor specific

• Supported by Zigbee (IEEE 802.15.4) and WiFi (IEEE 802.11) standards

• A similar metric also supported by WiFi is Received Channel Power Indicator (RCPI), with defined levels of power accuracy and resolution

Page 6: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Tracking via RSSI

• Takes advantage of line-of-sight signal power fade over distance

• Anything that affects the received signal strength influences the accuracy: – Around coal pillars– Through stoppings– Body absorption– Equipment in the entries– Antenna orientation– Multipath constructive or destructive interference

Page 7: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

RSSI Error Correction Techniques

• There are ways to improve the accuracy, including:– Time averaging of the received signal– Considering the rate of travel– Mapping movement to the mine map– Time-of-arrival

Page 8: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Tracking – Radio Contact With One Node• Location accuracy based on radius around node

(omni directional antenna)• Worst case accuracy is maximum radio range from

the handset to the node (radius from node)

Node

Page 9: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Tracking Between Two Nodes

Page 10: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Tracking Between Two Nodes

Page 11: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Tracking Between Two Nodes

Page 12: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

RSSI Error Test

• Transmitters spaced every 100 ft• Miner walks along entry for 500 ft

100 ft

Transmitters

ReceiverMiners’ Path

• True position and RSSI estimated position recorded at regular intervals along path

Page 13: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Comparison of Actual and RSSI Calculated Displacement as a Miner Walks 500 Feet Down an Entry

-100

0

100

200

300

400

500

600

0 50 100 150 200 250 300

Time (s)

Dis

tanc

e (ft

)

Calculated Measured Calculated Trend

Page 14: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

RSSI Tracking Error Distribution (Example)

Error Distribution

0

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0 10 20 30 40 50 60 70 80 90 100 110 120 130 140 150 160 170 180 190 200 210 220

Error (ft)

No.

of s

ampl

es

Page 15: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

RSSI Tracking Error Distribution (Example)

Probability Distribution (Cumulative)

0%10%20%30%40%50%60%70%80%90%

100%

0 20 40 60 80 100 120 140 160 180 200

Error (feet)

Prob

abili

ty

90% Probability

Median Error

Maximum Error

Probabilistic nature of radio measurements is inherent to radio location systems

Page 16: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Node-Based TrackingHandset = Tracking DeviceNode = Reader

NodeHandset signalBackhaul link

Page 17: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Node failure puts miner in radio contact with one node Here?

Or Here? Recording last known location before event can help

Page 18: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

Central Server• Calculates and displays

handset location• Node placement on display

must be updated frequently• Last known location before

emergency will be saved per MINER Act

• Detailed network status must be easily accessible post-event

Dispatch Display

Network Display

Page 19: Node-Based Tracking Using Received Signal Strength Indication · Node-Based Tracking Using Received Signal Strength Indication Thomas Dubaniewicz Lead Research Engineer . NIOSH Pittsburgh

NIOSH Contract: Wireless Mesh Mine Communication and Tracking System

• L3 Communications Global Security & Engineering Solutions

• ICG-Wolf Run Mining Co. Sentinel mine