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Internet Connected Objects for 
Reconfigurable Eco‐systems
iCore EU FP7, project No 287708
iCore cognitive framework: results and 
challenges ahead for a Smart IoT
Raffaele Giaffreda, iCore Project Coordinator
(CREATE‐NET)
Seoul, 30 Sept 2013
Abstract
 Abstract: forecasts about the number of connected devices by 2020 all point to 
billions of networked objects. As these numbers increase, there will be growing need 
to dynamically interpret and filter the wealth of information such widely distributed 
objects will produce, to prepare it and make it useful also across application 
domains preventing stovepipes at data level and fostering IoT‐based innovation. 
iCore project started contributing solutions to this problem, from virtualisation of 
objects to address heterogeneity, moving to means to gather Real World Knowledge 
via IoT objects and influence decision‐making in different application domains. The 
presentation will show some of the results achieved in iCore and will expose the yet 
unaddressed challenges in the domain of solutions that bridge IoT, Cloud and Big 
Data. 
 Research Interest and Need for Collaboration: reliable IoT services for Smart Cities: 
the role of broadband access and cloud computing; IoT distributed monitoring as Big 
Data generator: use of cognitive technologies for data filtering and interpretation.
wealth of sensing data
data
data
data data
data
data
data
data
data
data
data
data
data
SENSING
data
H/W
Real World Objects
(RWO)
unlocking a huge potential
data
data
data data
data
data
data
data
data
data
data
data
data
data
H/W
presence
patterns exist ...
SENSING
Real World Objects
(RWO)
it’s a complex IoT world...
how to address (some of) these problems?
data
data
data data
data
data
data
data
data
data
data
data
data
data
H/W
presence
patterns exist ...
SENSING
Real World Objects
(RWO)
the iCore solutions
data
data
data data
data
data
data
data
data
data
data
data
data
data
H/W
Real World Knowledge
presence
System Knowledge
derive patterns of ...
interpret 
data
from data to knowledge
S/W
(RWK)
Models
(SK)
Models
SENSING
Real World Objects
(RWO)
CVO Management Unit
Real World Knowledge/Model
API
Service Request Analysis
iCore User 
Preferences
VO FactoryVO Template
Repository
Service Templates
Repository
System Knowledge/Model
Service Execution Request
CVO
Registry
CVO Templates
Repository
VO
Registry
VO
Container VO OVOVO VO VO Front End
VO Back End: RWO Driver
CVO Factory
Device 
manufac
turer
API
Data 
Processing
Domain 
Expert /  
Developer
API
Domain Expert 
/  Knowledge 
Engineer
API
Device 
Install
er
VO Management Unit
iCore User
API
Service Request
RWK
Design
& Store
VO Data Session
iCore
System 
Operator
API
CVO Template 
Design & Store
APIAPI
User Profiling
System Administration & 
Management
System Administration & 
Management
VO Execution Request
RWK Update
Situation 
Modelling
People 
modelling
Natural Language 
Processing
CVO Container (Execution)
CVOCVOCVOCVOCVO CVO 
Situation Observer
the iCore Architecture
Real World Objects
(RWO)
Real World Objects
(RWO)
CVO Management Unit
Real World Knowledge/Model
API
Service Request Analysis
iCore User 
Preferences
VO FactoryVO Template
Repository
Service Templates
Repository
System Knowledge/Model
Service Execution Request
CVO
Registry
CVO Templates
Repository
VO
Registry
VO
Container VO OVOVO VO VO Front End
VO Back End: RWO Driver
CVO Factory
Device 
manufac
turer
API
Data 
Processing
Domain 
Expert /  
Developer
API
Domain Expert 
/  Knowledge 
Engineer
API
Device 
Install
er
VO Management Unit
iCore User
API
Service Request
RWK
Design
& Store
VO Data Session
iCore
System 
Operator
API
CVO Template 
Design & Store
APIAPI
User Profiling
System Administration & 
Management
System Administration & 
Management
VO Execution Request
RWK Update
Situation 
Modelling
People 
modelling
Natural Language 
Processing
CVO Container (Execution)
CVOCVOCVOCVOCVO CVO 
Situation Observer
the iCore Architecture
Cognitive Inside where and why...
 Service Level: gather data relate to actions / situations 
and support users (OBSERVE – LEARN – REPLACE)
 routine jobs (watering plants, feeding the fish, taking pills, 
switch on/off lights)
 non‐expert alerts (a fire, a leak, a fault) 
 Composite Virtual Object: instrumental in 
guaranteeing more robust IoT Services.  
 ability of adding redundancy for fault‐tolerance
 approximate services
 Virtual Object: create a virtual counterpart for objects
 address heterogeneity problems
 manage sensor energy and communication resources
Cognitive Inside – take‐away messages
more reliable and 
interoperable IoT
(RWK)
Models
(SK)
Models
more resilient IoT
more dependable IoT
support users of future 
Smart Cities applications 
(routine + alerts)
IoT reliability and durability 
through VOs
IoT resilience and fault 
tolerance
Planned iCore trials
 Tracking of medical equipment in big hospitals (Trento 
– Italy)
 Smart Santander integration + smart tourist 
(Santander – Spain, Athens – Greece)
 CBRN Security trial (Thales – France)
 Theme Park (China)
 any potential opportunities for South Korea 
collaboration?
Further info / links
[REF2] P. Vlacheas, R. Giaffreda et al. "Enabling Smart Cities
Through a Cognitive Management Framework for the Internet
of Things“, IEEE Communications Magazine - Special Issue
on Smart Cities (June 2013)
[REF1] IERC April 2013 Newsletter – Foreword (see THIS LINK)
[REF3] iCore website (www.iot-icore.eu/latest-news)
Best Demo Award at FuNeMS 2013
IoT, Cloud and Big Data
the challenges ahead...
 Big data: “big” relates to the huge number of data sources 
 have data, patterns exist
 Need to purposefully aggregate data
 scaling‐up use of machine learning is a challenge...
 Cloud: constrained devices and limited scope for data 
processing
 dynamic deployment of data‐processing resources on the 
data‐source  data‐consumer path is a challenge...
 IoT Networking: delivery of “object‐produced” data
 M2M traffic and dynamic deployment of connectivity 
resources is a challenge...
Thank you!
Raffaele Giaffreda
iCore Project Coordinator
raffaele.giaffreda@create‐net.org
Website: www.iot‐icore.eu
iCore EU FP7, project No 28770815

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