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All rights reserved @ULOOP consortium 2010-2013
http://www.uloop.eu/
Berlin (DE) 27.09.2011
1ST
ULOOP INDUSTRIAL WORKSHOP
1
ULOOP Mobility Prediction and
Social Mobility Aspects
Rute Sofia, Andrea Nascimento, Andrea Ribeiro
SITI, University Lusófona
1ST ULOOP INDUSTRIAL WORKSHOP
THE RISE OF USER-CENTRIC WIRELESS NETWORKS
All rights reserved @ULOOP consortium 2010-2013
http://www.uloop.eu/
Berlin (DE) 27.09.2011
1ST
ULOOP INDUSTRIAL WORKSHOP
2
Mobility estimation
Social mobility aspects
T3.3 Mobility Aspects
Mobility Decision
Mobility Cooperation
& Execution
Handover SupportMobility Modeling
All rights reserved @ULOOP consortium 2010-2013
http://www.uloop.eu/
Berlin (DE) 27.09.2011
1ST
ULOOP INDUSTRIAL WORKSHOP
3
Motivation
 In ULOOP nodes are expected to move
 Carried by humans
 Gateways too…
 Roaming behavior is social (devices are carried by humans)
 Human roaming behavior has a sociological and anthropological relation
 By learning basic features of movement, the network operation can be improved
 Most relevant mobility models are known as “social mobility models”
 Social behavior impacts the way nodes in ULOOP move
 Trust management impacts roaming and mobility aspects
Mobility Estimation
All rights reserved @ULOOP consortium 2010-2013
http://www.uloop.eu/
Berlin (DE) 27.09.2011
1ST
ULOOP INDUSTRIAL WORKSHOP
4
Which Aspects Relate to a Social Behavior?
 Social behavior of users roaming
 Roaming relates to carriers, and in ULOOP: carriers are humans
 The way that ULOOP nodes are grouped – centralitty
All rights reserved @ULOOP consortium 2010-2013
http://www.uloop.eu/
Berlin (DE) 27.09.2011
1ST
ULOOP INDUSTRIAL WORKSHOP
5
Examples of parameters that can be tracked
 Most visited locations (e.g. community, ULOOP gateway) by specific ULOOP
nodes
 Number of times a ULOOP gateway decides to hand over nodes to other gateway
 Pause time – stationary times
 Daily, weekly, monthly routine of ULOOP nodes concering their roaming behavior
 “Best” gateways or communities (according to the other mobility blocks)
 AND: Social behavior of users roaming
 Roaming relates to carriers, and in ULOOP: carriers are humans – B2
What can we Track?
All rights reserved @ULOOP consortium 2010-2013
http://www.uloop.eu/
Berlin (DE) 27.09.2011
1ST
ULOOP INDUSTRIAL WORKSHOP
6
Based on existing models, contribute with a scheme that can assist in estimating mobility of individuals
and of communities up to some extent, by modeling social aspects related to the roaming behavior of
users
To provide software functionality that assists both ULOOP nodes and gateways to learn about their
communities roaming behaviorFirst Phase
 Node keeps track of its own roaming behavior
 E.g. over periods of 1 week, visited
gateways and distances
 Node also gets information from its neighbors –
better definition of the roaming environment
 Provides an estimate of the next potential
destinations based on the learnt information
 Broadcasts, in the respective communities, such
information (passively, through beacon messages)
 If just a node: information just about itself
 If a gateway, table for all nodes in the community
Second Phase
 Builds on top of the previous one
 Cross-check information with the other blocks (RM,
TM)
 Send information to hotspots/neighbors about
user’s movement (parameters).
What to Deliver?
All rights reserved @ULOOP consortium 2010-2013
http://www.uloop.eu/
Berlin (DE) 27.09.2011
1ST
ULOOP INDUSTRIAL WORKSHOP
7
Define parameters to consider
 Both from a node and gateway perspective
 Define a basic scheme for the ULOOP mobility prediction module
 Based on current social mobility models
 Mobility Tracking Outcome
 Come up with metrics/algorithms capable of assisting in capturing mobility patterns of users,
relevant to assist the optimization of the network operation, in particular of ressource
maangement
 Mobility Prediction outcome
 Functionality that can optimize the network (anticipation)
 Contribution
 Provide a plugin to track mobility of users – ULOOP node and gateway
 Valiadte the plugin against a realistic setting (local testbeds)
How to Go Ahead
All rights reserved @ULOOP consortium 2010-2013
http://www.uloop.eu/
Berlin (DE) 27.09.2011
1ST
ULOOP INDUSTRIAL WORKSHOP
8
Project ULOOP
User-centric Wireless Local Loop
FP7/2007-2013
Project ULOOP has received funding from the
EU IST Seventh Framework Programme
under grant agreement no. 257418
Participants
Alcatel-Lucent Bell Labs, (FR)
COFAC c.r.l./University Lusófona (PT)
Huawei Technologies Duesseldorf GmbH (DE)
ARIA S.p.A (IT)
Caixa Mágica Software Lda (PT)
FON Wireless Ltd (UK)
Technische Universität Berlin (DE)
University of Kent (UK)
Université de Genève (CH)
Level7 srlu (IT)
University of Urbino (IT)
Contact
info@uloop.eu
http://www.uloop.eu/
FP7 ULOOP Project group on LinkedIn
#uloopproject on Twitter

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Uloop mobility prediction and social mobility aspects

  • 1. All rights reserved @ULOOP consortium 2010-2013 http://www.uloop.eu/ Berlin (DE) 27.09.2011 1ST ULOOP INDUSTRIAL WORKSHOP 1 ULOOP Mobility Prediction and Social Mobility Aspects Rute Sofia, Andrea Nascimento, Andrea Ribeiro SITI, University Lusófona 1ST ULOOP INDUSTRIAL WORKSHOP THE RISE OF USER-CENTRIC WIRELESS NETWORKS
  • 2. All rights reserved @ULOOP consortium 2010-2013 http://www.uloop.eu/ Berlin (DE) 27.09.2011 1ST ULOOP INDUSTRIAL WORKSHOP 2 Mobility estimation Social mobility aspects T3.3 Mobility Aspects Mobility Decision Mobility Cooperation & Execution Handover SupportMobility Modeling
  • 3. All rights reserved @ULOOP consortium 2010-2013 http://www.uloop.eu/ Berlin (DE) 27.09.2011 1ST ULOOP INDUSTRIAL WORKSHOP 3 Motivation  In ULOOP nodes are expected to move  Carried by humans  Gateways too…  Roaming behavior is social (devices are carried by humans)  Human roaming behavior has a sociological and anthropological relation  By learning basic features of movement, the network operation can be improved  Most relevant mobility models are known as “social mobility models”  Social behavior impacts the way nodes in ULOOP move  Trust management impacts roaming and mobility aspects Mobility Estimation
  • 4. All rights reserved @ULOOP consortium 2010-2013 http://www.uloop.eu/ Berlin (DE) 27.09.2011 1ST ULOOP INDUSTRIAL WORKSHOP 4 Which Aspects Relate to a Social Behavior?  Social behavior of users roaming  Roaming relates to carriers, and in ULOOP: carriers are humans  The way that ULOOP nodes are grouped – centralitty
  • 5. All rights reserved @ULOOP consortium 2010-2013 http://www.uloop.eu/ Berlin (DE) 27.09.2011 1ST ULOOP INDUSTRIAL WORKSHOP 5 Examples of parameters that can be tracked  Most visited locations (e.g. community, ULOOP gateway) by specific ULOOP nodes  Number of times a ULOOP gateway decides to hand over nodes to other gateway  Pause time – stationary times  Daily, weekly, monthly routine of ULOOP nodes concering their roaming behavior  “Best” gateways or communities (according to the other mobility blocks)  AND: Social behavior of users roaming  Roaming relates to carriers, and in ULOOP: carriers are humans – B2 What can we Track?
  • 6. All rights reserved @ULOOP consortium 2010-2013 http://www.uloop.eu/ Berlin (DE) 27.09.2011 1ST ULOOP INDUSTRIAL WORKSHOP 6 Based on existing models, contribute with a scheme that can assist in estimating mobility of individuals and of communities up to some extent, by modeling social aspects related to the roaming behavior of users To provide software functionality that assists both ULOOP nodes and gateways to learn about their communities roaming behaviorFirst Phase  Node keeps track of its own roaming behavior  E.g. over periods of 1 week, visited gateways and distances  Node also gets information from its neighbors – better definition of the roaming environment  Provides an estimate of the next potential destinations based on the learnt information  Broadcasts, in the respective communities, such information (passively, through beacon messages)  If just a node: information just about itself  If a gateway, table for all nodes in the community Second Phase  Builds on top of the previous one  Cross-check information with the other blocks (RM, TM)  Send information to hotspots/neighbors about user’s movement (parameters). What to Deliver?
  • 7. All rights reserved @ULOOP consortium 2010-2013 http://www.uloop.eu/ Berlin (DE) 27.09.2011 1ST ULOOP INDUSTRIAL WORKSHOP 7 Define parameters to consider  Both from a node and gateway perspective  Define a basic scheme for the ULOOP mobility prediction module  Based on current social mobility models  Mobility Tracking Outcome  Come up with metrics/algorithms capable of assisting in capturing mobility patterns of users, relevant to assist the optimization of the network operation, in particular of ressource maangement  Mobility Prediction outcome  Functionality that can optimize the network (anticipation)  Contribution  Provide a plugin to track mobility of users – ULOOP node and gateway  Valiadte the plugin against a realistic setting (local testbeds) How to Go Ahead
  • 8. All rights reserved @ULOOP consortium 2010-2013 http://www.uloop.eu/ Berlin (DE) 27.09.2011 1ST ULOOP INDUSTRIAL WORKSHOP 8 Project ULOOP User-centric Wireless Local Loop FP7/2007-2013 Project ULOOP has received funding from the EU IST Seventh Framework Programme under grant agreement no. 257418 Participants Alcatel-Lucent Bell Labs, (FR) COFAC c.r.l./University Lusófona (PT) Huawei Technologies Duesseldorf GmbH (DE) ARIA S.p.A (IT) Caixa Mágica Software Lda (PT) FON Wireless Ltd (UK) Technische Universität Berlin (DE) University of Kent (UK) Université de Genève (CH) Level7 srlu (IT) University of Urbino (IT) Contact info@uloop.eu http://www.uloop.eu/ FP7 ULOOP Project group on LinkedIn #uloopproject on Twitter