RFIDcover: A Coverage Planning Tool for RFID Networks with Mobile Readers - PowerPoint PPT Presentation

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RFIDcover: A Coverage Planning Tool for RFID Networks with Mobile Readers

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Title: RFIDcover: A Coverage Planning Tool for RFID Networks with Mobile Readers


1
RFIDcoverA Coverage Planning Toolfor RFID
Networks withMobile Readers
MTP Thesis Presentation by S. Anusha Guide
Prof. Sridhar Iyer
2
RFID System
  • Basics
  • Radio Frequency IDentification use of radio
    waves
  • RF Tag a low functionality microchip with an
    antenna
  • Passive derives power from readers
    transmission, computationally thin, limits
    interrogation range.
  • Active has its own battery power
  • Reader a device that can read/write information
    from tags
  • Applications
  • Identification and Tracking of objects, Access
    Control


3
Problem Statement
  • Completely Covering an Area
  • At all time Eg. intrusion detection
  • Placing sufficient number of fixed readers
  • High deployment costs
  • Periodically, within every T seconds Eg.
    inventory check
  • Can use mobile readers
  • Cost-effective
  • Challenge to determine the number of readers,
    their movement, their velocity etc.

4
The Coverage ProblemUsing Fixed Readers
  • Fixed size circles covering rectangle
  • Non-overlapping cover
  • Optimal coverage - 90.69
  • Overlapping cover
  • Optimal density - 1.209
  • Fopt 2v3XY/9r2
  • where
  • X, Y dimensions of area
  • r interrogation range
  • Example
  • 10mx10m and r2m, Fopt 10
  • 50mx50m and r2m, Fopt 241

5
The Coverage ProblemUsing Mobile Readers
  • Ellipse-like shape covering rectangle
  • Non-overlapping cover
  • Coverage (2rvTpr2)/(vT2r)2r
  • where
  • r interrogation range
  • v velocity
  • T period T
  • Overlapping cover
  • Density 1(pr2/2rvT)
  • Msufficient-bound XY/2rvT
  • where
  • X, Y dimensions of area

6
RFIDcover
  • Purpose
  • Given an application scenario and reader
    specifications, RFIDcover automatically
    determines the number of readers required, their
    placement and movement pattern to guarantee
    complete coverage of an area within the specified
    period T.
  • Features
  • Has an extendible architecture
  • Permits user to tune additional constraints
    online
  • Use
  • Supermarkets, Warehouse, Libraries ... any place
    where periodic inventory is needed.

7
RFIDcover Architecture
8
RFIDcover Operation
  • Three Phased Operation
  • Selection Phase
  • The mobility model, the MAC mechanism and an
    appropriate heuristic for layout generation is
    selected.
  • Generation Phase
  • A set of possible layouts, each conforming to the
    input constraints and completely covering the
    given area is generated. Cost of deployment (as a
    function of the number of readers), and the TRT
    (total time taken to read all the tags in the
    entire area) are computed for each layout.
  • Optimization Phase
  • An appropriate objective function for
    optimization is chosen and applied to the set of
    layouts generated and the best layout amongst
    them is selected and recommended to the user.

9
RFIDcover Inputs
  • Application Scenario parameters say
    Supermarket with aisle length and inter aisle
    distance
  • Reader Specification - interrogation range,
    interference range, tag reading speed (TRS), unit
    cost, maximum speed (if mobile)
  • Topology Specification dimensions of the
    min-area bounding rectangle, tag distribution
    with parameters
  • Constraints number of fixed readers, number of
    mobile readers, maximum tag reading time (TRT),
    maximum cost, maximum number of slots

10
RFIDcover Outputs
  • Graphs
  • Summarizing all layouts conforming to the
    constraints TRT variation, NMR variation, TRT
    Vs NMR, Optimizing Objective Function
  • Best Layout
  • The details of the best layout - Number of
    readers, Placement of readers, Mobility pattern
    of mobile readers, Velocity of mobile readers,
    Tag Reading Time (TRT), Cost, Number of slots

11
RFIDcover Implementation
  • Application Scenario
  • Retail Inventory - Supermarket
  • Mobility Model
  • Zig-Zag Mobility Model
  • Layout Generating Heuristic
  • LGH1 Heuristic
  • MAC Mechanism
  • Static Coloring MAC Mechanism
  • Optimizing Objective Function
  • Least Square Sum Optimizing Function

12
RFIDcover Design
13
Zig-Zag Mobility Model
14
LGH1 Heuristic
  • Definition
  • l length of the aisle d inter aisle
    distance X, Y dimensions of the area to
    be covered.
  • Assumption The length of the aisle is along X.
  • generateLayout Function
  • for ( d1 ld d1 lt X d1 d1ld )
  • for ( d2 d d2 lt Y d2 d2d )
  • Form a column of readers by placing them d2
    distance apart, along Y.
  • Place a copy of the column formed d1 distance
    apart, along X.
  • Within each d1xd2 rectangle, place as many mobile
    readers as needed for completely covering the
    area within specified time.
  • This forms one layout.

15
Static Coloring MAC Mechanism
  • A TDMA mechanism
  • Models the reader network as a graph G(R)
    (V,E), with the set of vertices V representing
    the readers, and the set of edges E representing
    interference between readers.
  • Assignment of slots to readers equivalent to the
    problem of coloring this graph.
  • Considers all possible scenarios, assigns and
    operates with as many colors as needed in the
    worst case.
  • Simple and easy to implement for specific
    mobility models and layouts of readers.
  • May be inefficient.

16
Least Square Sum OOF
  • Requirement
  • To use minimum number of readers
  • Read as often as possible i.e., TRT be as small
    as possible
  • Hence
  • Least Square Sum is used
  • Applied on TRT and NMR

17
Screen Shots Input
18
Demonstration
  • Demo of RFIDcover

19
Screen Shots Output Layout1
20
Screen Shots Output Layout2
21
Screen Shots Output Graphs
22
RFIDcover Evaluation
  • The Primary Example

Reader Specification Topology Specification Application
Interrogation Range 2m Dimension X 24m Supermarket
Interference Range 2.5m Dimension Y 15m Scenario
Tag Reading Speed (TRS) 70tags/s Tag Distribution Uniform Aisle Length 5m
Unit Cost 1 Tag Density 5/m2 Inter Aisle Distance 3m
Maximum Speed 5m/s Aisle Length Along X
The Other Example - Same as above except
Dimension X 48m Aisle Length 10m
Dimension Y 30m Inter Aisle Distance 6m
23
Mobile Vs Fixed Readers
24
Zig-zag Mobility Model
25
RFIDcover Extensions
  • Retail Inventory Tracking Application Variant
  • To-and-Fro Mobility Model, LGH2 Layout Generating
    Heuristic, Static Coloring MAC Mechanism

26
RFIDcover Extensions
  • Dynamic Coloring MAC Mechanism
  • Starts with Min-Color-Mode and goes into
    General-Color-Mode when collisions occurs
  • Number of slots given by 1P1 2P2 ... mPm
    where Pi Pr(i-Color-Mode)
    m total readers
  • Considerable overhead

27
RFIDcover Extensions
  • Covering 3-Dimensional Space
  • To-and-Fro Mobility Model, LGH2 Layout Generating
    Heuristic, Static Coloring MAC Mechanism
  • Limitations due to Assumptions
  • No Environmental Effects
  • Circular Range
  • Homogeneous System

28
Conclusions
  • Providing complete coverage of an area is an
    important requirement in an RFID system.
  • Using mobile readers is cost-effective for
    providing complete coverage periodically, within
    every T seconds, even for small values of T.
  • Deriving sufficient bound for number of mobile
    readers is theoretically useful.
  • The Zig-Zag mobility model and LGH1 layout
    generating heuristic result in layouts with
    number of readers close to the sufficient bound.
  • RFIDcover architecture and design is easily
    extendible, making it a useful RFID deployment
    tool.

29
References
  • 1 Klaus Finkenzeller. RFID Handbook
    Fundamentals and Applications in Contactless
    Smart Cards and Identification. Chichester John
    Wiley, Leipzig, dritte edition, 2003.
  • 2 Radio Frequency Identification - A Basic
    Primer. White Paper, AIM Inc WP-98/002R2, August
    2001 http//www.aimglobal.org/
  • 3 http//mathworld.wolfram.com/CirclePacking.htm
    l
  • 4 Richard Kershner. The Number of Circles
    Covering a Set. In American Journal of
    Mathematics, volume 61, page 665, July 1939.
  • 5 Yi Guo and Zhihua Qu. Coverage Control for a
    Mobile Robot Patrolling a Dynamic and Uncertain
    Environment. Proceedings of World Congress on
    Intelligent Control and Automation, June 2004.
  • 6 Daniel W. Engels. The Reader Collision
    Problem. Technical report, EPC Global, 2002.
    http//www.epcglobal.org/
  • 7 J. Waldrop, D. W. Engels, and S. E. Sarma.
    Colorwave An anticollison algorithm for the
    reader collision problem. In IEEE Wireless
    Communications and Networking Conference (WCNC),
    2003.
  • 8 Draft paper on Characteristics of
    RFID-systems. White Paper, AIM Inc WP-98/002R2,
    July 2000.
  • 9 A Basic Introduction to RFID Technology and
    its use in Supply Chain. Technical report, Laran
    Technologies, January 2004.

30
Acknowledgement
My sincere thanks to
  • Prof. Sridhar Iyer
  • Research Scholars and members of the Mobile
    Computing Research Group at KReSIT
  • My batchmates B. Nagaprabhanjan, Charu Tiwari and
    Shailesh M. Birari

31
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