monash university dept research forum 2004 1 active sensing for mobile and humanoid robots - lindsay...

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Monash University Dept Research For Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman Active Sensing for Mobile and Humanoid Robots Lindsay Kleeman Intelligent Robotics Research Centre Department of Electrical and Computer Systems Engineering Monash University, Australia Research Funded by the Australian Research Council Discovery Project DP0210359 ARC Centre for Perceptive and Intelligent Machines in Complex Environments

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Monash University Dept Research Forum 2004 1

Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman

Active Sensing for Mobile and Humanoid Robots

Lindsay KleemanIntelligent Robotics Research Centre

Department of Electrical and Computer Systems EngineeringMonash University, Australia

Research Funded by the Australian Research CouncilDiscovery Project DP0210359

ARC Centre for Perceptive and Intelligent Machines in Complex Environments

Monash University Dept Research Forum 2004 2

Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman

Contents Advanced Sonar Humanoid Tracking Experiments

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Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman

Advanced Sonar Sensors

DSP sonars sensors

Mobile robot travels at speeds up to 1 metre/sec.

Sonar sensors can trackacoustic reflectors from angle measurements.

Sonar can scan back andForth building a map

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Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman

Target Tracking - Moving Target

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Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman

Target Tracking - Moving Robot

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Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman

On-the-fly Sonar Classification

Two transmitters fire nearly simultaneously to classify into planes, corners and edges.

Mirror image

Reversed image Image independent of transmitter position

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Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman

Autonomous Exploration

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Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman

Sonar SLAM

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Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman

SLAM with Loops

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Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman

SLAM with Loops

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Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman

Simultaneous Localisation and Mapping (SLAM)

Difficulties with classic Kalman Filter Soln:– computation per step and memory scales as n2,

n=number map features– association problem– kidnapped robot– loop closing– multi-sensor fusion with inconsistency, noise..

Future research to study these problems.

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Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman

Metalman in action ….

Geoff Taylor’s PhD work…

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Active Sensing for Mobile and Humanoid Robots - Lindsay Kleeman

Metalman likes rice …hard and uncooked.