Opportunity

Activity and Context Recognition with Opportunistic Sensor Configurations

 Coordinatore EIDGENOESSISCHE TECHNISCHE HOCHSCHULE ZURICH 

 Organization address address: Gloriastrasse 35
postcode: 8092

contact info
Titolo: Dr.
Nome: Roggen
Cognome: Daniel
Email: send email
Telefono: 41446322993
Fax: 41446321210

 Nazionalità Coordinatore Switzerland [CH]
 Totale costo 1˙987˙456 €
 EC contributo 1˙508˙768 €
 Programma FP7-ICT
Specific Programme "Cooperation": Information and communication technologies
 Code Call FP7-ICT-2007-C
 Funding Scheme CP
 Anno di inizio 2009
 Periodo (anno-mese-giorno) 2009-02-01   -   2012-07-31

 Partecipanti

# participant  country  role  EC contrib. [€] 
1 EIDGENOESSISCHE TECHNISCHE HOCHSCHULE ZURICH CH coordinator 0.00
2    Nome Ente NON disponibile

 Organization address address: Innstrasse
city: PASSAU
postcode: 94032

contact info
Titolo: Prof.
Nome: Paul
Cognome: Lukowicz
Email: send email
Telefono: +49 851 509 3080
Fax: +49 851 509 3082

DE (PASSAU) participant 0.00
3    ECOLE POLYTECHNIQUE FEDERALE DE LAUSANNE

 Organization address address: BATIMENT CE 3316 STATION 1
city: LAUSANNE
postcode: 1015

contact info
Titolo: Prof.
Nome: José del R.
Cognome: Millán
Email: send email
Telefono: +41 21 6937795
Fax: +41 21 6936930

CH (LAUSANNE) participant 0.00
4    UNIVERSITAET LINZ

 Organization address address: ALTENBERGERSTRASSE 69
city: LINZ
postcode: 4040

contact info
Titolo: Prof.
Nome: Alois
Cognome: Ferscha
Email: send email
Telefono: 4369910000000
Fax: 4373220000000

AT (LINZ) participant 0.00

Mappa


 Word cloud

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oriented    self    context    ami    recognition    autonomous    opportunistic    infrastructure    sensor    sensing    environment    placement    despite    classifier   

 Obiettivo del progetto (Objective)

OPPORTUNITY picks up on the very essential methodological underpinnings of any Ambient Intelligence (AmI) scenario: recognizing (and understanding) context and activity.nMethodologies are missing to design context-aware systems: (1) working over long periods of time despite changes in sensing infrastructure (sensor failures, degradation); (2) providing the freedom to users to change wearable device placement; (3) that can be deployed without user-specific training. This limits the real-world deployment of AmI systems.nWe develop opportunistic systems that recognize complex activities/contexts despite the absence of static assumptions about sensor availability and characteristics. They are based on goal-oriented sensor assemblies spontaneously arising and self-organizing to achieve a common activity/context recognition goal. They are embodied and situated, relying on self-supervised learning to achieve autonomous operation. They makes best use of the available resources, and keep working despite-or improves thanks to-changes in the sensing environment. Changes include e.g. placement, modality, sensor parameters and can occur at runtime.nFour groups contribute to this goal. They develop: (1) intermediate features that reduce the impact of sensor parameter variability and isolate the recognition chain from sensor specificities; (2) classifier and classifier fusion methods suited for opportunistic systems, capable of incorporating new knowledge online, monitoring their own performance, and dynamically selecting most appropriate information sources; (3) unsupervised dynamic adaptation and autonomous evolution principles to cope with short term changes and long term trends in sensor infrastructure, (4) goal-oriented cooperative sensor ensembles to opportunistically collect data about the user and his environment in a scalable way.nThe methods are demonstrated in complex opportunistic activity recognition scenarios, and on robust opportunistic EEG-based BCI systems.

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