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RUBICON is a three-year project, funded by the European Union Seventh Framework Programme (FP7/2007-2013) under grant agreement No.269914 AAL Testbed Arantxa Renteria (TECNALIA) – Mauro Dragone (Univ. College Dublin) European Robotics Forum, Rovereto. March 12-14 th , 2014

Rubicon aal testbed erf workshop rovereto 2014

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Page 1: Rubicon aal testbed erf workshop rovereto 2014

RUBICON is a three-year project, funded by the European

Union Seventh Framework Programme (FP7/2007-2013)

under grant agreement No.269914

AAL TestbedArantxa Renteria (TECNALIA) – Mauro Dragone (Univ. College Dublin)

European Robotics Forum, Rovereto. March 12-14th, 2014

Page 2: Rubicon aal testbed erf workshop rovereto 2014

RUBICON Goals

Rubicon minimizes the need for programming and

human supervision of robotic ecologies

The Rubicon ecology is able to adapt to changes of its

application requirements and to its environment

Page 3: Rubicon aal testbed erf workshop rovereto 2014

High-Level RUBICON Architecture

Control Layer

Cognitive Layer

Lea

rnin

g La

ye

r

(Supervision)

Wiring, Feedback, Training

Exe

cutio

n sta

tus

Go

als

(Env / System)

Events, State

Se

nso

r da

ta

Actio

ns

Se

nso

r da

ta

Me

ssag

es

(Env / System)

Events, State, confidence

(Novelty Detection)

Feedback,Training

Sensing and Actuation (WSN/Robots/Human Input)

Action Quality

Communication

Layer

3

Page 4: Rubicon aal testbed erf workshop rovereto 2014

AAL Scenario (Homelab at Tecnalia)

Actuators for blind, front

door, TV on/off & channel

selection

Page 5: Rubicon aal testbed erf workshop rovereto 2014

AAL Scenario (Homelab at Tecnalia)

Turtlebot moving around,

interacting with user,

capturing data

Sound recognition: door bell, faucet,

microwave oven, music, TV…)

Sensors on users (acceleremoter,

localization)

Page 6: Rubicon aal testbed erf workshop rovereto 2014

Data acquisition

• PDA app to label activities

• Video recording of experiments

• Scripts of daily activities: preparing

lunch, setting up table, eating, resting,

sleeping, listen to music…

Page 7: Rubicon aal testbed erf workshop rovereto 2014

Results Achieved

• Implementation a distributed general-purpose learning

system for robotic ecologies

– Adaptive and reconfigurable

– Incremental learning

– Designed for computationally constrained devices

• Experimental assessment on real-world Rubicon scenarios

– Ambient assisted living (AAL)

– Localization by Received Signal Strength (RSS)

• Learning to adapt to environmental/user changes

– Distributed intelligence for adaptive configuration planning

– Innovative application through Control-Learning Layer integration

7

Page 8: Rubicon aal testbed erf workshop rovereto 2014

Results of AAL Testbed

8

Page 9: Rubicon aal testbed erf workshop rovereto 2014

Novelty of work

• RUBICON robot ecology applied to a domotic

environment

• Example of AAL services: supporting activities

(rehabilitation…), switching on/off of devices, house

configuration (open/close blinds…)

• Significant data coming from sensors (6 GB), labeled using

a PDA based app. Made publicly available for research

purposes

Page 10: Rubicon aal testbed erf workshop rovereto 2014

RUBICON AAL Testbed

Thank you!!