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Using Incompletely Cooperative Game Theory
         in Wireless Sensor Networks

Liqiang Zhao, Hailin Zhang, and Jie Zhang
WCNC 2008
Presented by: Abolfazl Asudeh
Outline
       Background and Problem statement
       Incompletely cooperative game
       GMAC and Simulation Results




    2                                      4/11/2013
       Wireless Sensor Networks (WSNs) have a wide
        range of potential applications including environment
        monitoring, smart spaces, medical systems and
        robotic exploration.

       Energy Consumption is usually the more important
        metric
           other metrics: Delay, Throughput, …


       A lot of interest in performance analysis and
        improvement, specially in Medium Access Control
        (MAC) protocols.
    3                                             4/11/2013
Main Categories of MAC protocols of WSNs
       Scheduled Protocols: use a predefined schedule for
        data transmission - TSMP
                                           Data                            Ack
                     Sender




                                                                      Tg
                                            Data                       Ack




                                Tg
                                     Tg
                   Receiver

                                              Time Slot


       Protocols with Common Active Period: Nodes wake
        up and sleep together to reduce the energy cost of
        idle listening. - SMAC
           idle listening: when the nodes are awake, but there is no
            packet in the channel to be transmitte
           Usually use CSMA/CA (RTS/CTS) for data transmission

    4                                                     4/11/2013
Main Categories of MAC protocols of WSNs
       Preamble Sampling Protocols: Every node wakes up
        periodically and check if there is a packet in the
        channel; the sender sends a long preamble before
        sending the data. – Preamble Sampling Aloha
                                  Preamble   Data
        Sender
                       Check Interval        Data
        Receiver




       Hybrid Protocols: the combinations of the protocols
        of different categories


    5                                               4/11/2013
       Game Theory is used broadly in distributed WSNs to
        solve problems like:
           Security
           Routing
           Power Control


       The goal of this paper: to achieve energy
        consumption, delay, and throughput together
       Main focus is on Common Active MAC protocols



    6                                       4/11/2013
       Sensor networks are energy constraint  explicit
        cooperation among nodes is impractical.

       It can be modeled as an incompletely cooperative
        game, a stochastic game, which starts when a new
        packet arrives at the node’s transmission buffer and
        ends when the packet is transmitted successfully or
        discarded.

       Each game process includes many timeslots and
        each timeslot corresponds to one game state.

    7                                          4/11/2013
       In each timeslot, each player (i.e., node) estimates
        the current game state based on what happened in
        the past timeslots.

       Then adjusts its own equilibrium strategy by tuning
        its local contention parameters




    8                                          4/11/2013
Framework
       Contains three major components
           a detector: detect and record current conditions
           an estimator: estimates current state, such as number of
            nodes
           an adjustor: makes the decision for the strategy and
            adjusts the contention parameters




    9                                                4/11/2013
The Game model of N+1 nodes




10                        4/11/2013
GMAC: the simplified MAC solution
    The Estimation of n is inaccurate in unsaturated
     environments.

    GMAC is the simplified version.

    In G-MAC, after transmitting a packet, no matter it is
     transmitted successfully or not, the player does not
     start the next game process with the nominal
     CWmin.



    12                                       4/11/2013
Simulation Results
                channel rate: 1Mbps
                n = 30
                packet arrival: Poisson
                active period: 250msec




13                                         4/11/2013
References
    A. Bachir, M. Dohler, Th. Watteyne, and K.K. Leung,
     “MAC Essentials for Wireless Sensor Networks”,
     IEEE COMMUNICATIONS SURVEYS &
     TUTORIALS, VOL. 12, NO. 2, SECOND QUARTER
     2010.

    Liqiang Zhao; Hailin Zhang; Jie Zhang; , "Using
     Incompletely Cooperative Game Theory in Wireless
     Sensor Networks," Wireless Communications and
     Networking Conference, 2008. WCNC 2008. IEEE ,
     vol., no., pp.1483-1488, March 31 2008-April 3 2008

    14                                    4/11/2013
Thank you

    Question?




    15           4/11/2013

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Using incompletely cooperative game theory in wireless sensor networks

  • 1. Using Incompletely Cooperative Game Theory in Wireless Sensor Networks Liqiang Zhao, Hailin Zhang, and Jie Zhang WCNC 2008 Presented by: Abolfazl Asudeh
  • 2. Outline  Background and Problem statement  Incompletely cooperative game  GMAC and Simulation Results 2 4/11/2013
  • 3. Wireless Sensor Networks (WSNs) have a wide range of potential applications including environment monitoring, smart spaces, medical systems and robotic exploration.  Energy Consumption is usually the more important metric  other metrics: Delay, Throughput, …  A lot of interest in performance analysis and improvement, specially in Medium Access Control (MAC) protocols. 3 4/11/2013
  • 4. Main Categories of MAC protocols of WSNs  Scheduled Protocols: use a predefined schedule for data transmission - TSMP Data Ack Sender Tg Data Ack Tg Tg Receiver Time Slot  Protocols with Common Active Period: Nodes wake up and sleep together to reduce the energy cost of idle listening. - SMAC  idle listening: when the nodes are awake, but there is no packet in the channel to be transmitte  Usually use CSMA/CA (RTS/CTS) for data transmission 4 4/11/2013
  • 5. Main Categories of MAC protocols of WSNs  Preamble Sampling Protocols: Every node wakes up periodically and check if there is a packet in the channel; the sender sends a long preamble before sending the data. – Preamble Sampling Aloha Preamble Data Sender Check Interval Data Receiver  Hybrid Protocols: the combinations of the protocols of different categories 5 4/11/2013
  • 6. Game Theory is used broadly in distributed WSNs to solve problems like:  Security  Routing  Power Control  The goal of this paper: to achieve energy consumption, delay, and throughput together  Main focus is on Common Active MAC protocols 6 4/11/2013
  • 7. Sensor networks are energy constraint  explicit cooperation among nodes is impractical.  It can be modeled as an incompletely cooperative game, a stochastic game, which starts when a new packet arrives at the node’s transmission buffer and ends when the packet is transmitted successfully or discarded.  Each game process includes many timeslots and each timeslot corresponds to one game state. 7 4/11/2013
  • 8. In each timeslot, each player (i.e., node) estimates the current game state based on what happened in the past timeslots.  Then adjusts its own equilibrium strategy by tuning its local contention parameters 8 4/11/2013
  • 9. Framework  Contains three major components  a detector: detect and record current conditions  an estimator: estimates current state, such as number of nodes  an adjustor: makes the decision for the strategy and adjusts the contention parameters 9 4/11/2013
  • 10. The Game model of N+1 nodes 10 4/11/2013
  • 11.
  • 12. GMAC: the simplified MAC solution  The Estimation of n is inaccurate in unsaturated environments.  GMAC is the simplified version.  In G-MAC, after transmitting a packet, no matter it is transmitted successfully or not, the player does not start the next game process with the nominal CWmin. 12 4/11/2013
  • 13. Simulation Results  channel rate: 1Mbps  n = 30  packet arrival: Poisson  active period: 250msec 13 4/11/2013
  • 14. References  A. Bachir, M. Dohler, Th. Watteyne, and K.K. Leung, “MAC Essentials for Wireless Sensor Networks”, IEEE COMMUNICATIONS SURVEYS & TUTORIALS, VOL. 12, NO. 2, SECOND QUARTER 2010.  Liqiang Zhao; Hailin Zhang; Jie Zhang; , "Using Incompletely Cooperative Game Theory in Wireless Sensor Networks," Wireless Communications and Networking Conference, 2008. WCNC 2008. IEEE , vol., no., pp.1483-1488, March 31 2008-April 3 2008 14 4/11/2013
  • 15. Thank you  Question? 15 4/11/2013