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Artificial Intelligence in Underwater Manipulation Peter Kampmann Frank Kirchner DFKI Bremen & Universität Bremen Robotics Innovation Center Director: Prof. Dr. Frank Kirchner www.dfki.de/robotics [email protected]
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Page 1: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

Artificial Intelligence in Underwater

Manipulation Peter Kampmann

Frank Kirchner

DFKI Bremen & Universität Bremen

Robotics Innovation Center

Director: Prof. Dr. Frank Kirchner

www.dfki.de/robotics

[email protected]

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Underwater Manipulators

Orion 7P, Schilling Robotics

Predator, Kraft Telerobotics

Underwater Electric Arm, Robotnik

Lift capacity: 250 Kg Grip force: 4448 N Sensors: Encoders

Lift capacity: 25 Kg Sensors: Encoders

Lift capacity: 227 Kg Grip force: 1334 N Sensors: Encoders Force Feedback

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Underwater Manipulators

• Examples for underwater manipulation tasks

Images courtesy of ROPOS ROV, Neptune Canada team

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Underwater Manipulators

• Challenges while working with manipulators under water

Missing 3D Information

Turbulences on your operating vessel

Turbulences acting on the ROV/AUV

Page 5: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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The CManipulator Project

Scene-Camera

High resolution Digital-Videocamera

Dynamic

controllable

Lighting

Primary-

Manipulator

ORION 7P

(hydraulic)

ROV Movement Simulation

Manipulation-Objects

Secundary-Manipulator:

SubAtlantic 123+2

(electric) Wrist-Camera

Digital-Videocameras

Scene-Camera

High resolution Digital-Videocamera

Page 6: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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CManipulator working principle

• Computer control system is connected between master arm

and slave arm

Enabling the operator to take over from computer control at

any time

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CManipulator contributions

• Development of a cascaded position/speed controller on

the Orion 7P manipulator

• Realisation of cartesic movements using fast kinematics in

closed analytic form

• Underwater image processing

Detection of predefined objects (e.g. transponders)

Visual servoing approaches

Visually guided pick and place tasks

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8

CManipulator Kinematic

Page 9: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

9

CManipulator Pick & Place

Page 10: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

10

CManipulator Position Control

Page 11: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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CManipulator – Position control

Disturbances of 2 cm/sec

Page 12: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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CManipulator – Position control

Disturbances of 5 cm/sec

Page 13: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

13

CManipulator Plug Handling

Page 14: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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Further obstacles in underwater manipulation

• Low visibility

• No force feedback on the gripper

Page 15: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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Working in Deep Sea

• Interest of building construction sites in deep sea increases

(Source: Marine Mineral Society)

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Working in Deep Sea

Divers cannot reach the depths where current construction sites are build

and have to be maintained

Page 17: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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Working in Deep Sea

„Working there is like doing an operation at the open heart in 1500 m depth.

In complete darkness, using robot-controlled miniature submarines.“

Lamar McKay, BP America President (Berliner Tagesspiegel, 10th of May 2010)

Page 18: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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Fine-Manipulation in Deep-Sea

• Development of a gripper system for deep-sea

environments that is capable of performing form- and force-

closed manipulation tasks having tactile feedback.

The SeeGrip Manipulation System

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The SeeGrip project

• Development of a hydraulic gripper system with a sense of

touch

Challenges

► Selection of applicable sensor measurement principles

► Finding suitable actuators for the gripper system

► Secure electronics against ambient pressure

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20

SeeGrip - Sensors

• Tactile Sensing

Sense as much different modalities of touch as possible in

order to gain information on

► Material properties (Texture, Hardness, Heat transfer)

► Geometric properties

► Weight (Absolute, Distribution)

Sensors measuring touch mostly need to be in direct contact

with the object that has to be explored

► Surface area becomes crowded

The water column has effect on the sensor selection

► Need to achieve highest accuracy for force induced by touch

► Measuring ambient pressure is not desirable

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SeeGrip Sensors

Page 22: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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SeeGrip Sensors – Strain gauge

• Strain gauge sensors have

been widely used in

underwater sensor setups.

• Measurement principle

based on deformation of

cantilever resulting in an

deformation of the strain

gauge sensor.

• Ambient pressure keeps

sensor in static condition

ATI Nano 25 FT-Sensor

ROV Sensor setup from [1]

[1] Force Control Test Bench for Underwater Vehicle-Manipulator System Applications

Sylvain Lemieux, Julien Beaudry und Michel Blain, 32nd Annual Conference on IEEE Industrial Electronics 2006

Page 23: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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SeeGrip Sensors - Piezoelectric

• Piezoelectric materials are

also widely used in

underwater applications

Sonars

Bottom Pressure

Recorders

• Signal response of

piezoelectric sensors is

dynamical

Ambient pressure leads to

static condition while not

activated

Customized piezoelectric sensorfield

for the SeeGrip project

Bottom pressure recorder using

piezoelectric transducers. [2]

[2] Image from Neptune Canada Team

Page 24: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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SeeGrip Sensors – Fiber optic

• Fiber optic measurement

principles that measure

cavities have not been used

in underwater applications

so far

• Foam is floated with

transparent fluid

Similar behavior as natural

sponges which live in up to

5000m

• Signal output not affected by

water column

Working principle of KINOTEX Sensor

KINOTEX Sensor idented at 600 bar

ambient pressure at DFKI RIC Bremen

Towards a fine manipulation system with tactile feedback for deep-sea environments,

Peter Kampmann and Frank Kirchner, Robotics and Autonomous Systems, to appear

Page 25: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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SeeGrip Sensors – Fiber optic

Towards a fine manipulation system with tactile feedback for deep-sea environments,

Peter Kampmann and Frank Kirchner, Robotics and Autonomous Systems, to appear

Page 26: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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SeeGrip Sensors – Fiber optic

Towards a fine manipulation system with tactile feedback for deep-sea environments,

Peter Kampmann and Frank Kirchner, Robotics and Autonomous Systems, to appear

Page 27: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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SeeGrip Sensors - Multimodality

• Combining strength of each

measurement principle

• Strain gauge for

quantitative forces using

intrinsic tactile sensing

• Piezoelectric sensors for

texture, slippage and

dynamic impacts

• Fiber optic sensor for

geometry detection, force

distribution

Combining static and dynamic force

measurement at the same contact area.

Completely setup prototype of

multimodal tactile unit A Tactile Sensing System for Underwater Manipulators,

Peter Kampmann and Frank Kirchner,

Workshop on Advances in Tactile Sensing held in conjuncion with the

HRI 2012 conference, Boston, USA

Page 28: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

28

SeeGrip Sensors - Summary

Total sensors per finger:

648 Fiber optic sensels

40 Piezoelectric sensels

6 Strain gauges

2082 tactile sensing units

+ 25 Proprioceptive Sensors

On the complete system

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SeeGrip Actuation

• Compatibility to existing deep-sea manipulators, choose

hydraulics as actuation system

• Hydraulic modules are commonly used for applying high

forces

Project goal is to design a gripper for fine-manipulation

High forces are not needed

• Goal: Find hydraulic actuators that are small in their

dimensions in order to be integrated into the gripper system

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SeeGrip Actuaction

Graphics are to scale

Page 31: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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SeeGrip Actuation

• Chose dosing valve for

actuating the system

• Setup using two valves on

inlet and outlet of hydraulic

circuit

• Pretensioning chambers of

the hydraulic circuit allows

for a variable compliance in

the manipulator

Hydraulic circuit schematic

A small-scake actuator with passive compliance for

a fine-manipulation deep-sea manipulator,

Johannes Lemburg, Peter Kampmann and Frank Kirchner,

Ocean‘s 2011, Kona, USA

Hydraulic system in action

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32

SeeGrip Electronics

• The ambient pressure

exposes a lot of mechanical

stress to electronics

underwater

• Until now, two different

possibilites exist

Housing

Pressure Tolerance

• Enhanced this by a hybrid

approach, saving integration

space and manufacturing

costs

Hybrid Pressure-Tolerant Electronics,

Peter Kampmann, Johannes Lemburg, Hendrik Hanff and Frank Kirchner,

Ocean‘s 2012, Virginia, USA

Electrolytic capacitor exposed to deep-sea

ambient pressure conditions

Page 33: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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SeeGrip Electronics

• Hybrid pressure tolerance

Shielding components that

are affected by ambient

pressure

Other components are

exposed to water column

• Pressue tolerant modules

SMD parts are manufactured

without gas inclusion

Oscillators often have

nitrogen included

► Switch to MEMS Oscillators

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SeeGrip Electronics - Summary

Page 35: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

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Summary

• Handling tasks in deep-sea environments will increase in

complexity within the next years

Divers cannot work in the depths where current offshore

construction sites are built

The used technology will increase in complexity which leads

to more complex setup and maintenance tasks

• Underwater manipulation still has a lot of potential to gain

from robotics on land or in space

Page 36: Artificial Intelligence in Underwater Manipulation · underwater sensor setups. •Measurement principle based on deformation of cantilever resulting in an deformation of the strain

Thank you!

DFKI Bremen & Universität Bremen

Robotics Innovation Center

Director: Prof. Dr. Frank Kirchner

www.dfki.de/robotics

[email protected]


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