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Future Internet:
How diverse disciplines will help
redesigning our networks

 Prof. Antonio Liotta
Eindhoven University of Technology, NL
http://bit.ly/autonomic_networks
Twitter: a_liotta
What does it take to be a ‘generative’ Internet?
• Apps: ~0.5 million, 600 new
  apps/day
• Multicast IPTV: $38m
  expected revenues for 2013
• Internet video: 0.8 Zettabytes
  (1021bytes) in 2014
• Connected ‘things’: 1 trillion
  in 2020
• Network so complex that’s
                                 Internet Map coloured by IP addresses
  hard to draw on a map          (Courtesy of W.R. Cheswick)




Prof. A. Liotta                                                      2
Future Internet: what are we up against?
Explosive combination of sheer scale and diversity of things



                                 Building
                                            ICT
                                 autom.
                                                  Security
                            Energy
                                                  & Safety
                           Consu-
                           mer &                  Retail
                           Home
                              Health-        Transpor
                               care Indust. tation
                                      Autom.



(*)
  Source: Cisco data
forecast, Feb 2011
      Prof. A. Liotta                                        3
What are we up against? Insurmountable barriers




  Each ~100 mWatt transmission power   Each 1 Gigawatt supply




Prof. A. Liotta                                                 4
Sheer complexity (as in “complexity theory”)
• Properties of whole can’t be
  inferred from properties of
  individual parts
• Individual components
  interact nonlinearly, leading
  to emergent behavior
• Constantly evolves and
  unfolds over time




Prof. A. Liotta                                      5
Natural networks work thanks to adaptivity and learning

  Eminent examples:
  • Human brain
  • Immune system
  • Ecosystems
  • Insect colonies
  • Most social structures
  • …
                               Brain synapses
                               (Source: www.chiefscientist.gov.au)




  Prof. A. Liotta                                                    6
Today: a complex system operated simplistically




Over-dimensioned         Over-dimensioned             No idea whether
     servers                data flows                user is satisfied



           Over-provisioned                 Over-specified
              networks                        terminals




                                                                          7
Good news!
     A billion dollars available to re-think the Internet




                    “The growth of the Internet is strictly
                       intertwined with socio-economic,
                  environmental and cultural developments”
                               EU FIRE program




Prof. A. Liotta                                               8
Unique opportunity to integrate knowledge
 already available outside of the networking community
                                           Phycology    Law
                                  Social
                                 science
                       Physics                             Cybernetics

            Natural                                                 Systems
            sciences                                                ecology

   Computer                                                                Graph
    science                                                                theory


Computational
 intelligence
              learn & evolve
                                           FI          taming complexity
                                                                           Complexity
                                                                             theory

                          Cognitive
   Prof. A. Liotta        Networks                                                  9
Example: learning how to flip pancakes




                      Courtesy of: Petar Kormushev and Sylvain Calinon
                      Italian Institute of Technology (IIT)

Prof. A. Liotta                                                          10
Networks too can learn how to deal with new
           perturbations. Example video delivery conditions
                                      News clip                                   Sport clip



Original
 Clips




                    50                                              50
                    100                                             100

                    150                                             150

Difference in       200                                             200


 Temporal           250                                             250

                                                                    300
                    300
   Motion           350                                             350

                    400                                             400

                                                                    450
                    450
                                                                    500
                    500
                                                                    550
                    550
                                                                           100   200   300   400   500   600   700
                          100   200   300   400   500   600   700

                          Initially we train the                          Reinforcement Learning
                           network to handle                              teaches how to handle
  Prof. A. Liotta         “News over Laptop”                                “Sport over Phone”                       11
Networks too can learn how to deal with new
         perturbations. Example video delivery conditions
         ‘Sport over mobile phone’




                               QoS probe


                  actuators
          Optimizing        QoE       Machine    QoE measure
             QoS         prediction   Learning   or inference


Prof. A. Liotta                                                 12
Can we use computational intelligence to build
     ‘nature-like’ computer networks?
                                  Multi-disciplinarity

                                      SOLUTIONS


                                   Hidden patterns


                                  Emergent behavior


                                   Self-regulation


                                       Learning


                                                         13
Thank you !

                   More about my work http://bit.ly/autonomic_networks
                   In the press       http://bit.ly/press_articles


“All of YouTube through a 40-year-old funnel”




bit.ly/Volkskrant-EN            bit.ly/booklet-antonio   bit.ly/pervasive-networks
 Prof. A. Liotta                                                                 14

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Future Internet: how diverse disciplines will help redesigning our networks

  • 1. Future Internet: How diverse disciplines will help redesigning our networks Prof. Antonio Liotta Eindhoven University of Technology, NL http://bit.ly/autonomic_networks Twitter: a_liotta
  • 2. What does it take to be a ‘generative’ Internet? • Apps: ~0.5 million, 600 new apps/day • Multicast IPTV: $38m expected revenues for 2013 • Internet video: 0.8 Zettabytes (1021bytes) in 2014 • Connected ‘things’: 1 trillion in 2020 • Network so complex that’s Internet Map coloured by IP addresses hard to draw on a map (Courtesy of W.R. Cheswick) Prof. A. Liotta 2
  • 3. Future Internet: what are we up against? Explosive combination of sheer scale and diversity of things Building ICT autom. Security Energy & Safety Consu- mer & Retail Home Health- Transpor care Indust. tation Autom. (*) Source: Cisco data forecast, Feb 2011 Prof. A. Liotta 3
  • 4. What are we up against? Insurmountable barriers Each ~100 mWatt transmission power Each 1 Gigawatt supply Prof. A. Liotta 4
  • 5. Sheer complexity (as in “complexity theory”) • Properties of whole can’t be inferred from properties of individual parts • Individual components interact nonlinearly, leading to emergent behavior • Constantly evolves and unfolds over time Prof. A. Liotta 5
  • 6. Natural networks work thanks to adaptivity and learning Eminent examples: • Human brain • Immune system • Ecosystems • Insect colonies • Most social structures • … Brain synapses (Source: www.chiefscientist.gov.au) Prof. A. Liotta 6
  • 7. Today: a complex system operated simplistically Over-dimensioned Over-dimensioned No idea whether servers data flows user is satisfied Over-provisioned Over-specified networks terminals 7
  • 8. Good news! A billion dollars available to re-think the Internet “The growth of the Internet is strictly intertwined with socio-economic, environmental and cultural developments” EU FIRE program Prof. A. Liotta 8
  • 9. Unique opportunity to integrate knowledge already available outside of the networking community Phycology Law Social science Physics Cybernetics Natural Systems sciences ecology Computer Graph science theory Computational intelligence learn & evolve FI taming complexity Complexity theory Cognitive Prof. A. Liotta Networks 9
  • 10. Example: learning how to flip pancakes Courtesy of: Petar Kormushev and Sylvain Calinon Italian Institute of Technology (IIT) Prof. A. Liotta 10
  • 11. Networks too can learn how to deal with new perturbations. Example video delivery conditions News clip Sport clip Original Clips 50 50 100 100 150 150 Difference in 200 200 Temporal 250 250 300 300 Motion 350 350 400 400 450 450 500 500 550 550 100 200 300 400 500 600 700 100 200 300 400 500 600 700 Initially we train the Reinforcement Learning network to handle teaches how to handle Prof. A. Liotta “News over Laptop” “Sport over Phone” 11
  • 12. Networks too can learn how to deal with new perturbations. Example video delivery conditions ‘Sport over mobile phone’ QoS probe actuators Optimizing QoE Machine QoE measure QoS prediction Learning or inference Prof. A. Liotta 12
  • 13. Can we use computational intelligence to build ‘nature-like’ computer networks? Multi-disciplinarity SOLUTIONS Hidden patterns Emergent behavior Self-regulation Learning 13
  • 14. Thank you ! More about my work http://bit.ly/autonomic_networks In the press http://bit.ly/press_articles “All of YouTube through a 40-year-old funnel” bit.ly/Volkskrant-EN bit.ly/booklet-antonio bit.ly/pervasive-networks Prof. A. Liotta 14

Notes de l'éditeur

  1. Major concern so far has been to provide network capacity and wireless access
  2. Figure 4. Open-loop video delivery
  3. Figure 9. Cognitive networks can learn how to differentiate ‘good’ from ‘bad’ signals, recognize viruses, and adjust to extreme perturbations.