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Cross-Layer Caching Based
 Optimization for Wireless
Multimedia Sensor Networks
  Nestor Tiglao and António Grilo
   INESC-ID/IST, Lisbon, Portugal
Outline
    Introduction
    Related Work
    Proposed Mechanisms
    Results
    Conclusion and future work




                    WiMob 2012, Barcelona, Spain   2
Introduction
  WSN equipped with multimedia sensors give
   birth to WMSN

  They enable a new class of monitoring
   applications, but demanding in terms of:
    computational resources
    energy resources

  Need for innovative solutions:
    combination/optimization techniques at
   the different layers of the protocol stack

                     WiMob 2012, Barcelona, Spain   3
Related Work
  Pump Slowly Fetch Quickly (PSFQ)
    Designed for dynamic code update, no real-time
   performance guarantees
  Distributed TCP Caching (DTC)
    Intermediate retransmission based on ACK/SACK
   semantic
  Reliable Multi-Segment Transport (RMST)
    Uses timer-based NACK repair
  Tunable Reliability with Congestion Control for
   Information Transport (TRCCIT)
    Uses MAC retry limit adaptation but considers end-
   to-end application reliability
                     WiMob 2012, Barcelona, Spain     4
Analytical Model
  N. M. C. Tiglao and A. M. Grilo, “An analytical model
   for transport layer caching in wireless sensor
   networks,” Performance Evaluation, vol. 69, no. 5,
   pp. 227–245, 2012. [Online]. Available:
   http://www.sciencedirect.com/science/article/pii/S0
   166531611001568




                      WiMob 2012, Barcelona, Spain         5
Basic DTSN




             WiMob 2012, Barcelona, Spain   6
DSTN with NACK Repair




              WiMob 2012, Barcelona, Spain   7
Adaptive MAC Retry Limit Mechanism
  Frame error rate               i , j  pi1,jr
                                            log  i , j  log pi , j  
                                                                        
  MAC retry limit               ri  max 3,                         
                                           
                                                 log pi , j          
                                                                       




                      WiMob 2012, Barcelona, Spain                           8
Simulation Scenarios
  Scenario 1: Local hotspot




  Scenario 2: Global hotspot




                   WiMob 2012, Barcelona, Spain   9
Goodput

      Scenario 1                                  Scenario 2




                   WiMob 2012, Barcelona, Spain                10
Goodput Performance Gain
  Scenario 1




  Scenario 2




                WiMob 2012, Barcelona, Spain   11
Packet Delivery – Scenario 1
           DTSN-CS0                                  DTSN-CS20




          DTSN-CAM                                   DTSN-CRAM




                      WiMob 2012, Barcelona, Spain               12
Packet Delivery – Scenario 2
           DTSN-CS0                                  DTSN-CS20




          DTSN-CAM                                   DTSN-CRAM




                      WiMob 2012, Barcelona, Spain               13
Energy Efficiency

       Scenario 1                                  Scenario 2




                    WiMob 2012, Barcelona, Spain                14
Energy Efficiency Gain
  Scenario 1




  Scenario 2




                WiMob 2012, Barcelona, Spain   15
Deadline Miss Ratio

       Scenario 1                                  Scenario 2




  Deadline: 500 ms

                    WiMob 2012, Barcelona, Spain                16
End-to-end Delay
  Scenario 1




  Scenario 2




                WiMob 2012, Barcelona, Spain   17
Conclusion and Future Work
  Ensemble of MAC and transport layer
   optimization provides better performance
   over non-optimized protocols
  Mechanisms are simple and generic enough
   for adoption by other transport protocols
  Future work: more complex and dynamic
   scenarios




                  WiMob 2012, Barcelona, Spain   18
Thank you for your attention!




          WiMob 2012, Barcelona, Spain   19

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Cross-Layer Caching Based Optimization for Wireless Multimedia Sensor Networks

  • 1. Cross-Layer Caching Based Optimization for Wireless Multimedia Sensor Networks Nestor Tiglao and António Grilo INESC-ID/IST, Lisbon, Portugal
  • 2. Outline  Introduction  Related Work  Proposed Mechanisms  Results  Conclusion and future work WiMob 2012, Barcelona, Spain 2
  • 3. Introduction  WSN equipped with multimedia sensors give birth to WMSN  They enable a new class of monitoring applications, but demanding in terms of:  computational resources  energy resources  Need for innovative solutions:  combination/optimization techniques at the different layers of the protocol stack WiMob 2012, Barcelona, Spain 3
  • 4. Related Work  Pump Slowly Fetch Quickly (PSFQ)  Designed for dynamic code update, no real-time performance guarantees  Distributed TCP Caching (DTC)  Intermediate retransmission based on ACK/SACK semantic  Reliable Multi-Segment Transport (RMST)  Uses timer-based NACK repair  Tunable Reliability with Congestion Control for Information Transport (TRCCIT)  Uses MAC retry limit adaptation but considers end- to-end application reliability WiMob 2012, Barcelona, Spain 4
  • 5. Analytical Model  N. M. C. Tiglao and A. M. Grilo, “An analytical model for transport layer caching in wireless sensor networks,” Performance Evaluation, vol. 69, no. 5, pp. 227–245, 2012. [Online]. Available: http://www.sciencedirect.com/science/article/pii/S0 166531611001568 WiMob 2012, Barcelona, Spain 5
  • 6. Basic DTSN WiMob 2012, Barcelona, Spain 6
  • 7. DSTN with NACK Repair WiMob 2012, Barcelona, Spain 7
  • 8. Adaptive MAC Retry Limit Mechanism  Frame error rate  i , j  pi1,jr   log  i , j  log pi , j      MAC retry limit ri  max 3,       log pi , j   WiMob 2012, Barcelona, Spain 8
  • 9. Simulation Scenarios  Scenario 1: Local hotspot  Scenario 2: Global hotspot WiMob 2012, Barcelona, Spain 9
  • 10. Goodput Scenario 1 Scenario 2 WiMob 2012, Barcelona, Spain 10
  • 11. Goodput Performance Gain  Scenario 1  Scenario 2 WiMob 2012, Barcelona, Spain 11
  • 12. Packet Delivery – Scenario 1 DTSN-CS0 DTSN-CS20 DTSN-CAM DTSN-CRAM WiMob 2012, Barcelona, Spain 12
  • 13. Packet Delivery – Scenario 2 DTSN-CS0 DTSN-CS20 DTSN-CAM DTSN-CRAM WiMob 2012, Barcelona, Spain 13
  • 14. Energy Efficiency Scenario 1 Scenario 2 WiMob 2012, Barcelona, Spain 14
  • 15. Energy Efficiency Gain  Scenario 1  Scenario 2 WiMob 2012, Barcelona, Spain 15
  • 16. Deadline Miss Ratio Scenario 1 Scenario 2  Deadline: 500 ms WiMob 2012, Barcelona, Spain 16
  • 17. End-to-end Delay  Scenario 1  Scenario 2 WiMob 2012, Barcelona, Spain 17
  • 18. Conclusion and Future Work  Ensemble of MAC and transport layer optimization provides better performance over non-optimized protocols  Mechanisms are simple and generic enough for adoption by other transport protocols  Future work: more complex and dynamic scenarios WiMob 2012, Barcelona, Spain 18
  • 19. Thank you for your attention! WiMob 2012, Barcelona, Spain 19