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Efficient
Multihop
Broadcast
With distributed           Bernát Wiandt
Heuristic evolution

              Budapest University of Technology and Economics
Mobile, ad hoc, no
global knowledge




          Reaching a global goal

          with local interactions
Local
measurements
but we can approximate global measurements




                                                                                                            Good heuristics
                                                                                                            (APF[1], GOSSIP[2])

                                                                                                            can approximate
                                                                                                            complicated protocols
                                                                                                            quite well

[1] Vilmos Simon, László Bacsárdi, Sándor Szabó, Daniele Miorandi: “BIONETS: a new vision of opportunistic networks”, IEEE WRECOM 2007, Rome, Italy, 1-2 October, 2007
[2] Li Li Zygmunt J. Haas, Joseph Y. Halpern.: “Gossip-based ad hoc routing”, IEEE/ACM Transactions on Networking (TON), Volume 14 Issue 3, June 2006
Natural selection?

  Genetic
      programming!



- Mixing heuristic properties
- Adaptation to the environment
Custom
   programming language
Heuristic = Event handlers

Event handler = list of instructions

Stack based



+ Genetic operators won't mess with the syntax
+ Simple
+ Designed specifically for the task
Heuristics
   communicate with each other
                 disseminating messages
                 in the network




Nodes measure
   heuristics' performance
           + reward useful messages
           - punish duplicate ones
Populations
Renew
Periodically
  - Each iteration means new, more adapted heuristics

- Heuristics evolve

  - Heuristics wander in the system
Measurements - ref
Measurements - ev
Conclusion
  Innovative solution


  Adaptive to changing environment

  Optimizes it’s own performance
Thank you
   for your

     attention!

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Efficient Multihop Broadcast

  • 1. Efficient Multihop Broadcast With distributed Bernát Wiandt Heuristic evolution Budapest University of Technology and Economics
  • 2. Mobile, ad hoc, no global knowledge Reaching a global goal with local interactions
  • 3. Local measurements but we can approximate global measurements Good heuristics (APF[1], GOSSIP[2]) can approximate complicated protocols quite well [1] Vilmos Simon, László Bacsárdi, Sándor Szabó, Daniele Miorandi: “BIONETS: a new vision of opportunistic networks”, IEEE WRECOM 2007, Rome, Italy, 1-2 October, 2007 [2] Li Li Zygmunt J. Haas, Joseph Y. Halpern.: “Gossip-based ad hoc routing”, IEEE/ACM Transactions on Networking (TON), Volume 14 Issue 3, June 2006
  • 4. Natural selection? Genetic programming! - Mixing heuristic properties - Adaptation to the environment
  • 5. Custom programming language Heuristic = Event handlers Event handler = list of instructions Stack based + Genetic operators won't mess with the syntax + Simple + Designed specifically for the task
  • 6. Heuristics communicate with each other disseminating messages in the network Nodes measure heuristics' performance + reward useful messages - punish duplicate ones
  • 7. Populations Renew Periodically - Each iteration means new, more adapted heuristics - Heuristics evolve - Heuristics wander in the system
  • 10. Conclusion Innovative solution Adaptive to changing environment Optimizes it’s own performance
  • 11. Thank you for your attention!