16
Real-Time RFID Localization Using RSS Kirti Chawla, Christopher McFarland , Gabriel Robins, Connor Shope Presenter: Christopher McFarland [[email protected]]

Real-Time RFID Localization Using RSS

  • Upload
    zarifa

  • View
    36

  • Download
    2

Embed Size (px)

DESCRIPTION

Real-Time RFID Localization Using RSS. Kirti Chawla, Christopher McFarland , Gabriel Robins, Connor Shope Presenter: Christopher McFarland [cem8u @ virginia.edu]. Background. The necessity for locating objects Limitations of current solutions: Expensive equipment - PowerPoint PPT Presentation

Citation preview

Page 1: Real-Time RFID Localization Using RSS

Real-Time RFID Localization Using RSS

Kirti Chawla, Christopher McFarland, Gabriel Robins, Connor Shope

Presenter: Christopher McFarland [[email protected]]

Page 2: Real-Time RFID Localization Using RSS

Background

• The necessity for locating objects• Limitations of current solutions:– Expensive equipment– Nontrivial computational processing– Unrealistic constraints

Page 3: Real-Time RFID Localization Using RSS

Objective• Simple! To locate objects in a given environment

• Criteria for a successful system:– Adaptive– Scalable– Accurate– Fast– Realistic

Page 4: Real-Time RFID Localization Using RSS

Why RFID?

• Scalable• Wide range of environments• Remove unrealistic constraints?• Deliver next generation of localization services

Page 5: Real-Time RFID Localization Using RSS

Sneak Peek

• Our proposed solution• How?

Page 6: Real-Time RFID Localization Using RSS

A Key Insight

• Ideal tag-reader pairs unlock higher performance

Page 7: Real-Time RFID Localization Using RSS

• Problem– Brands of tags have variable performance

• Solution– Select tag brands based on performance

Real-Time Localization Framework

Page 8: Real-Time RFID Localization Using RSS

Real-Time Localization Framework

• Problem– Tags of the same brand have variable sensitivities

• Solution– Bin tags based on their sensitivity

Page 9: Real-Time RFID Localization Using RSS

• Problems– RF signal variability renders the Friis Eqn. useless– Environmental effects affecting RSS

Real-Time Localization Framework

Page 10: Real-Time RFID Localization Using RSS

Real-Time Localization Framework

Friis Eqn.Friis Eqn. General Form Eqn.

RSS = CDE

General Form Eqn.

RSS = CDE

[Alien, Tag-14]

RSS = 3246.76D-0.89

[Alien, Tag-14]

RSS = 3246.76D-0.89

[ThingMagic, Tag-10]

RSS = -53.17D0.29

[ThingMagic, Tag-10]

RSS = -53.17D0.29

• Solution– Inspired by the Friis Equation

Page 11: Real-Time RFID Localization Using RSS

• Solution– Model RSS decay with respect to tag-reader

distance and tag orientation

Real-Time Localization Framework

Page 12: Real-Time RFID Localization Using RSS

• Proposed future work– Careful use of reference tags?– Auto-calibration routines– Real-time environmental information

• Where we’re currently at

Real-Time Localization Framework

Page 13: Real-Time RFID Localization Using RSS

Creating a Realistic Deployment

Antenna

Mobile Robot with onboard reader

and multi-tag

RFID Reader

Backend Host

TabletInternetInternet

Page 14: Real-Time RFID Localization Using RSS

Some Results

Black Actual location

Blue Reported for [ThingMagic, Tag 10] [0.3—1.2m], 0.75m avg*

Red Reported for [Alien, Tag 14] [0—1.14m], 0.57m avg**Ranges and averages include outliers

Page 15: Real-Time RFID Localization Using RSS

Have we met the criteria?

• Adaptive• Scalable• Accurate• Fast• Realistic

Page 16: Real-Time RFID Localization Using RSS

Real-Time RFID Localization Using RSS

Kirti Chawla, Christopher McFarland, Gabriel Robins, Connor Shope

Presenter: Christopher McFarland [[email protected]]