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Sonar Sensors Implementation

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Low azimuth resolution. causes problem, especially at narrow openings. Nomad 200 ... Good both in Distance and Azimuth. But high cost ... – PowerPoint PPT presentation

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Title: Sonar Sensors Implementation


1
Sonar Sensors Implementation
Ryosuke Sakai Nicole K. Takahashi
2
Contents
  • Two Methods that deal with sonar resolution.
  • ATM Method
  • Arc Transversal Median Method (H. Choset, K.
    Nagatani)
  • McKerrow Method
  • Echolocation (P. McKerrow)

3
Sonar Sensor Property Problem
  • Good in measuring distance
  • Low azimuth resolution
  • ? causes problem, especially at narrow openings
  • Nomad 200
  • 16 Polaroid ultrasonic sensors
  • 22.5 deg per sonar

Beam Pattern
4
Naïve Sensor Model Center Line Model
  • Assume the point of reflection is at the center
    of the beam pattern
  • the model we usually use in the class now
  • Max 11.25 deg error occurs

5
Center Line Model Problem (1)
  • Center Line Model does not work in the presence
    of narrow opening (using wide angled sonar
    detectors)

Passing a corridor
Neglecting the corner
No Problem!
Overlook the Gap!
6
Center Line Model Problem (2)
  • The robot might believe the passageway is too
    narrow for it to pass through

b
a
7
Center Line Model Real Data
  • Center Line Model gives the robot a false
    impression of the world
  • The robot perceives that an opening does not
    exist!!!

8
Solution for Azimuth Error
  • Update Sonar Hardware ?
  • The number of Sonars (16 ? 32 ? 64)
  • High cost
  • Use Laser Range System ?
  • Good both in Distance and Azimuth
  • But high cost
  • Laser cannot detect Grass and Dark Black Obstacle
  • ? Develop a New Algorithm for Sonar ?

9
ATM Method Intro.
  • ATM Method (Arc Transversal Median Method), by
    H. Choset and K. Nagatani
  • 3 Properties
  • Arc Intersection
  • Median Intersection
  • Transversal Intersection

10
ATM Method (1) Arc Intersection
  • Arc Intersection of two or more arcs
  • The point of reflection can lie anywhere on arc
    1, arc 2, , arc n
  • If many sonar arcs intersect at one point, the
    probability that it is in an obstacle becomes
    quite high

arc2
arc1
11
ATM Method (2) Median Intersection
  • The median of all intersections on one arc serves
    as a good approximation of the point
  • Median is in the cluster of intersections
  • Median is robust with respect to noise

No intersections
One intersection
Two or more intersections
Errors ?Take a Median
Measurement Error? Dead-Reckoning? Some Noise?
Assume on Center Line
Assume at the Intersection
12
ATM Method (3) Transversal Intersection
  • Robot do not consider all intersections, just
    Stable intersections

a) Stable intersection
b) Unstable intersection
OK!
No Good!
a) is more STABLE than b). Because ? How big
does have to be?
13
ATM Method (3) Transversal Intersection Why
30 deg?
  • It is enough for our Nomad robots to use 30 deg
    as the threshold for transversal intersections

At least a 10-fold improvement in resolution!!
(at d100 inch)
14
ATM Method Test how it works
  • The points that ATM method generates present a
    more accurate view of the environment

Center Line Model
ATM Method
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