1. Vaggelis G. Douros Stavros Toumpis George C. Polyzos Channel Access Competition in Linear Multihop Device-to-Device Networks 1 IWCMC @ Nicosia, 07.08.2014

2. Motivation (1) New communication paradigms will arise 2

3. Motivation (2) Proximal communication-D2D scenarios More devices…more interference Our work: Channel access in such scenarios  which device should transmit/receive data and when 3

4. Problem Description (1) Each node in this linear D2D network either transmits to one of its neighbors or waits Node 3 transmits successfully to node 4 IFF none of the red transmissions take place If node 3 decides to transmit to node 4, then none of the green transmissions will succeed 4 235416235416

5. Problem Description (2) The problem: How can these autonomous nodes avoid collisions? The (well-known) solution: maximal scheduling… is not enough/incentive- compatible  We need to find equilibria! 5 231231231

6. Problem Description (3) This is a special type of game called graphical game Payoff depends on the strategy of nodes that are up to 2 hops away 1-c : a successful transmission -c : a failed transmission 0: a node waits 6

7. On the Nash Equilibria (1) How can we find a Nash Equilibrium? The (well-known) solution: Apply a best response scheme… will not converge  A naive approach: A distributed iterative randomized scheme, where nodes exchange feedback in a 2-hop neighborhood to decide upon their new strategy 7 21212121

8. On the Nash Equilibria (2) Each node i has |Di| neighbors and |Di|+1 strategies. Each strategy is chosen with prob. 1/(|Di|+1) A successful transmission is repeated in the next round Strategies that cannot be chosen increase the probability of Wait 8 235412354123541 This is a NE! 23541

9. On the Nash Equilibria (3) By studying the structure of the NE, we can identify strategy subvectors that are guaranteed to be part of a NE We propose a sophisticated scheme and show that it converges monotonically at a NE 9 2354123541

10. On the Nash Equilibria (4) A sophisticated approach: A successful transmission is repeated IFF it is guaranteed that it will be part of a NE vector Nodes exchange messages in a 3-hop neighborhood Is this faster than the naive approach? 10 2354123541 This is a NE! 2354123541

11. Performance Evaluation (1) The sophisticated outperforms the naive scheme Even in big D2D networks, convergence at a NE is very fast 11

12. Performance Evaluation (2) Convergence at a NE for the sophisticated scheme is ~ proportional to the logarithm of the number of nodes of the topology In <10 rounds, most nodes converge at a local NE 12

13. Take-home Messages Channel access for selfish D2D networks can lead to efficient NE with minimal cooperation – stronger notion than maximal scheduling Studying the structure of the NE is very useful towards the design of efficient schemes – fast convergence – without spending much energy 13

14. Ευχαριστώ! Vaggelis G. Douros Mobile Multimedia Laboratory Department of Informatics School of Information Sciences and Technology Athens University of Economics and Business douros@aueb.gr http://www.aueb.gr/users/douros/ 14

15. Acknowledgement (1) Vaggelis G. Douros is supported by the HERAKLEITOS II Programme which is co- financed by the European Social Fund and National Funds through the Greek Ministry of Education. 15

16. Acknowledgement (2) The research of Stavros Toumpis has been co-financed by the European Union (European Social Fund ESF) and Greek national funds through the Operational Program “Education and Lifelong Learning” of the National Strategic Reference Framework (NSRF) Research Funding Program: THALES. Investing in knowledge society through the European Social Fund. 16