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Energy Efficient  Wireless Internet Access Marco Ajmone Marsan, Michela Meo Politecnico di Torino
WIA & MtCO 2 e Marco Ajmone Marsan, Michela Meo Politecnico di Torino
What’s all this “green networking” about?
[object Object],[object Object],[object Object],[object Object],[object Object],The problem
Climate change Source:  Hansen, J., et al. (2006) "Global temperature change". Proc. Natl. Acad. Sci. 103: 14288-14293.
Climate change Source:  A.P. Sokolov et al, “Probabilistic Forecast for 21st Century Climate Based on Uncertainties in Emissions (without Policy) and Climate Parameters” ,  Report 169, Jan 2009 2003 Model 2009 Model
[object Object],[object Object],[object Object],[object Object],Who is the culprit?
Source:  Energy Information Administration (EIA), International Energy – Annual Energy Outlook 2009 TW
[object Object],[object Object],Source:  Energy Information Administration (EIA), International Energy – Annual Energy Outlook 2009
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],What about ICT?
[object Object],…  but “ ICT alone is responsible of a percentage which vary from 2% to 10% of the world power consumption.” “ Electricity demand of ICT is almost 11% of the overall final electricity consumption in Germany.” “ The ICT sector produces some 2 to 3% of total emissions of greenhouse gases.”
Which ICT? Source:  M. Pickavet et al,  “Worldwide Energy Needs for ICT: the Rise of  Power-Aware Networking,” in IEEE ANTS Conference, Bombay,  India, Dec. 2008.
Consumption might double in the next decade Source:  M. Pickavet et al,  “Worldwide Energy Needs for ICT: the Rise of  Power-Aware Networking,” in IEEE ANTS Conference, Bombay,  India, Dec. 2008.
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Life cycle matters
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Electronics
PCs Source:  Peter James and Lisa Hopkinson,  “ Energy and Environmental Impacts of Personal Computing  --  A Best Practice Review prepared for the Joint Information Services Committee (JISC)” , May  2009.
Williams, E., 2004. Energy Intensity of Computer Manufacturing: Hybrid Assessment Combining Process and Economic Input-Output Methods.  Environ. Sci. Technol., 2004, 38 , 6166-6174. Lawrence Berkeley National Laboratory, 2005. Optimization of Product Life Cycles to reduce Greenhouse Gases in California. Report for California Energy Commission. CEC-500-2005-110-F.  IVF Industrial Research and Development Corporation, 2007.  Lot 3: Personal Computers (desktops and laptops) and Computer Monitors.  Final Report for the European Commission, August 2007.
Operation Equipment Consumption Desktop PC 100-150W Laptop PC 20W Server 700 W – 10KW Router 5-10 W per Gbps GSM BS 700W UMTS BS 800W WIMAX BS 400W
Data centers Source:  “Report to Congress on Server and Data Center Energy Efficiency” Public Law 109-431. U.S. Environmental Protection Agency ENERGY STAR Program , August  2007
[object Object],[object Object],[object Object],Data centers
[object Object],[object Object],[object Object],[object Object],Current solutions
Data centers Source:   “Fact Sheet on National Data Center Energy Efficiency Information Program“,  U.S. Department of Energy (DOE) and U.S. Environmental Protection Agency (EPA),  March 19, 2008
Networks Internet Core Backbone Metro Feeder
 
Typical network Source:   J. Baliga, K. Hinton and R. Tucker,  “Energy consumption of the Internet”, in  COIN - ACOFT 2007,  June 2007, Melbourme, Australia factor 4
Routers Source:  R. Tucker et al., “Energy consumption in IP networks”, in European  Conference on Optical Communication ECOC’2008, Brussels, Sept. 2008.
 
Fixed operators 70% of power consumption 30% of power consumption
Mobile operators 10% of power consumption 90% of power consumption Order of the OPEX!
Which business model?
Fast Slow Intermediate
Cellular networks ,[object Object],[object Object],[object Object],[object Object],[object Object]
Base station consumption
An immediate solution  for mobile operators Start by reducing consumption at the access  network with  current  technologies
Dynamic network planning ,[object Object],[object Object],Switch off portions of the network  when traffic is low
Traffic profiles
[object Object],[object Object],[object Object],[object Object],Switch-off scheme
A NodeB controls 2 microcells
Switch off  half  of the NodeB, x=1/2
Switch off  half  of the NodeB, x=1/2
[object Object],[object Object],[object Object],[object Object],Looking for a switch-off scheme
[object Object],[object Object],[object Object],Looking for a switch-off scheme
8:00 16:00 24:00 8:00 16:00 24:00 8:00 0 0.01 0.02 0.03 0.04 0.05 0.06 0.07 time lambda day/night  traffic pattern for one cell Total traffic  in x+1 cells  night zone Low traffic threshold: QoS is guaranteed
8:00 16:00 24:00 8:00 16:00 24:00 8:00 0 0.01 0.02 0.03 0.04 0.05 0.06 0.07 time lambda night zone traffic pattern for cells remaining on
[object Object],[object Object],[object Object],[object Object],[object Object],Looking for a switch-off scheme
8:00 16:00 24:00 8:00 16:00 24:00 8:00 0 0.01 0.02 0.03 0.04 0.05 0.06 0.07 Time lambda VOICE VIDEOCALL DATA Switch off 1 Node-B for about 9 hours Energy saving= 37.5%
Hierarchical scenario 7  μ Cells with: R_ μ cells=100m P TX _ μ cells=2 W Umbrella (Macro) Cell: R_Mcell≈265m P TX _Mcell=3.4 W
8:00 16:00 24:00 8:00 16:00 24:00 8:00 0 0.01 0.02 0.03 0.04 0.05 0.06 Time lambda VOICE VIDEOCALL DATA λ night ->0: Good for office scenario
-1 Time Lambda µ M M µ µ ,[object Object],[object Object],Energy saving= 17% 8:00 16:00 24:00 8:00 16:00 24:00 8:00 10 -20 10 -15 10 -10 10 -5 10 0 Time Blocking Probability VOICE VIDEOCALL DATA 8:00 16:00 24:00 8:00 16:00 24:00 8:00 10 -4 10 -3 10 -2 10
Possible configurations Manhattan   configurations (linear) (1,2) (2,3)
Possible configurations Hexagonal   configurations (squared) (3,4) (8,9)
Switching off more does not always mean saving more! Switch off scheme geometry (1,2) linear (2,3) linear (3,4) squared (8,9) squared Load ratio 2 3 4 9 Cell radius 2x 3x 2x 3x PB[W] 5 18 5 18 Night zone 16h30m 14h40m 12h20m 7h NodeB saving [%] 68.7 61.1 50.4 29.1 Network saving 34.3 40.7 37.8 25.9
But, we have multiple operators ,[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],Cooperation
[object Object],[object Object],[object Object],Example: 2 operators f M T/2 T=24h t f A (t) f B (t)  f M
f M T/2 T=24h t f M /(1+  ) f M  /(1+  ) Switch off time for B Switch off A  B  A
[object Object],[object Object],Switch-off policies
[object Object],[object Object],Balanced switch-off frequency
[object Object],Balanced roaming cost traffic carried by B  when A is off traffic carried by A  when B is off
[object Object],Balanced energy saving switch off  time for A energy cost for A
[object Object],[object Object],[object Object],[object Object],[object Object],Balanced energy saving
Real traffic pattern
Constant cost model: Total saving Saving can be huge! 0 5 10 15 20 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 10 20 30 40 Energy saving [cost/day] Energy saving [%] Traffic ratio,   Roaming Saving Switching Max
Constant cost model: Roaming balance 0 5 10 15 20 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 10 20 30 40 Energy saving [cost/day] Energy saving [%] Traffic ratio,   Total A B
Constant cost model: Switching balance 0 5 10 15 20 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 10 20 30 40 Energy saving [cost/day] Energy saving [%] Traffic ratio,   Total A B
Variable cost model: Total saving Different cost models lead to different policies 0 5 10 15 20 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 Energy saving [cost/day] Traffic ratio,   Roaming Saving Switching Max
Variable cost model: Total saving Different cost models lead to different policies 5 10 15 20 25 30 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 Energy saving [%] Traffic ratio,   Roaming Saving Switching Max
Different QoS ,[object Object],[object Object],Same QoS Different QoS:  QoS of A is tighter
2 Operators: Different QoS 0.4 0.5 0.6 0.7 0.8 0.9 1  =0.25  =0.50  =0.75  =1.00 0 5 10 15 20 25 0.1 0.2 0.3 Saving [%] QoS traffic reduction factor,  
2 Operators: Different QoS  =0.25  =0.50  =0.75  =1.00 6 7 8 0.2 0.4 0.6 0.8 QoS traffic reduction factor,   Off-On  =0.25  =0.50  =0.75  =1.00 1 20 21 22 23 24 0.2 0.4 0.6 0.8 1 Switching time QoS traffic reduction factor,   On-Off
Multiple Operators ,[object Object],[object Object],[object Object],[object Object]
Example: 4 Operators ,[object Object],[object Object],[object Object],[object Object]
4 Operators: Increasing Pattern Under same cost, increasing pattern is optimal 20 25 30 35 40 0 0.2 0.4 0.6 0.8 1 Saving [%] Network unbalance, a same cost - All var cost - All same cost - One var cost -  One Roaming to all is more effective
4 Operators: Decreasing Pattern 20 25 30 35 40 0 0.2 0.4 0.6 0.8 1 Saving [%] Network unbalance, a same cost - All var cost - All same cost - One var cost -  One
4 Operators: Increasing Pattern 7 8 9 10 11 12 13 14 15 0 0.2 0.4 0.6 0.8 1 Off time Network unbalance, a oper. 1 - All oper. 2 - All oper. 3 - All oper. 1 - One oper. 2 - One oper. 3 - One
[object Object],[object Object],[object Object],[object Object],[object Object],Lessons
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Lessons
[object Object],[object Object],[object Object],[object Object],Lessons
[object Object],[object Object],[object Object],[object Object],References
Thank you!
Questions?

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Energy Efficient Wireless Internet Access

  • 1. Energy Efficient Wireless Internet Access Marco Ajmone Marsan, Michela Meo Politecnico di Torino
  • 2. WIA & MtCO 2 e Marco Ajmone Marsan, Michela Meo Politecnico di Torino
  • 3. What’s all this “green networking” about?
  • 4.
  • 5. Climate change Source: Hansen, J., et al. (2006) "Global temperature change". Proc. Natl. Acad. Sci. 103: 14288-14293.
  • 6. Climate change Source: A.P. Sokolov et al, “Probabilistic Forecast for 21st Century Climate Based on Uncertainties in Emissions (without Policy) and Climate Parameters” , Report 169, Jan 2009 2003 Model 2009 Model
  • 7.
  • 8. Source: Energy Information Administration (EIA), International Energy – Annual Energy Outlook 2009 TW
  • 9.
  • 10.
  • 11.
  • 12. Which ICT? Source: M. Pickavet et al, “Worldwide Energy Needs for ICT: the Rise of Power-Aware Networking,” in IEEE ANTS Conference, Bombay, India, Dec. 2008.
  • 13. Consumption might double in the next decade Source: M. Pickavet et al, “Worldwide Energy Needs for ICT: the Rise of Power-Aware Networking,” in IEEE ANTS Conference, Bombay, India, Dec. 2008.
  • 14.
  • 15.
  • 16. PCs Source: Peter James and Lisa Hopkinson, “ Energy and Environmental Impacts of Personal Computing -- A Best Practice Review prepared for the Joint Information Services Committee (JISC)” , May 2009.
  • 17. Williams, E., 2004. Energy Intensity of Computer Manufacturing: Hybrid Assessment Combining Process and Economic Input-Output Methods. Environ. Sci. Technol., 2004, 38 , 6166-6174. Lawrence Berkeley National Laboratory, 2005. Optimization of Product Life Cycles to reduce Greenhouse Gases in California. Report for California Energy Commission. CEC-500-2005-110-F. IVF Industrial Research and Development Corporation, 2007. Lot 3: Personal Computers (desktops and laptops) and Computer Monitors. Final Report for the European Commission, August 2007.
  • 18. Operation Equipment Consumption Desktop PC 100-150W Laptop PC 20W Server 700 W – 10KW Router 5-10 W per Gbps GSM BS 700W UMTS BS 800W WIMAX BS 400W
  • 19. Data centers Source: “Report to Congress on Server and Data Center Energy Efficiency” Public Law 109-431. U.S. Environmental Protection Agency ENERGY STAR Program , August 2007
  • 20.
  • 21.
  • 22. Data centers Source: “Fact Sheet on National Data Center Energy Efficiency Information Program“, U.S. Department of Energy (DOE) and U.S. Environmental Protection Agency (EPA), March 19, 2008
  • 23. Networks Internet Core Backbone Metro Feeder
  • 24.  
  • 25. Typical network Source: J. Baliga, K. Hinton and R. Tucker, “Energy consumption of the Internet”, in COIN - ACOFT 2007, June 2007, Melbourme, Australia factor 4
  • 26. Routers Source: R. Tucker et al., “Energy consumption in IP networks”, in European Conference on Optical Communication ECOC’2008, Brussels, Sept. 2008.
  • 27.  
  • 28. Fixed operators 70% of power consumption 30% of power consumption
  • 29. Mobile operators 10% of power consumption 90% of power consumption Order of the OPEX!
  • 32.
  • 34. An immediate solution for mobile operators Start by reducing consumption at the access network with current technologies
  • 35.
  • 37.
  • 38. A NodeB controls 2 microcells
  • 39. Switch off half of the NodeB, x=1/2
  • 40. Switch off half of the NodeB, x=1/2
  • 41.
  • 42.
  • 43. 8:00 16:00 24:00 8:00 16:00 24:00 8:00 0 0.01 0.02 0.03 0.04 0.05 0.06 0.07 time lambda day/night traffic pattern for one cell Total traffic in x+1 cells night zone Low traffic threshold: QoS is guaranteed
  • 44. 8:00 16:00 24:00 8:00 16:00 24:00 8:00 0 0.01 0.02 0.03 0.04 0.05 0.06 0.07 time lambda night zone traffic pattern for cells remaining on
  • 45.
  • 46. 8:00 16:00 24:00 8:00 16:00 24:00 8:00 0 0.01 0.02 0.03 0.04 0.05 0.06 0.07 Time lambda VOICE VIDEOCALL DATA Switch off 1 Node-B for about 9 hours Energy saving= 37.5%
  • 47. Hierarchical scenario 7 μ Cells with: R_ μ cells=100m P TX _ μ cells=2 W Umbrella (Macro) Cell: R_Mcell≈265m P TX _Mcell=3.4 W
  • 48. 8:00 16:00 24:00 8:00 16:00 24:00 8:00 0 0.01 0.02 0.03 0.04 0.05 0.06 Time lambda VOICE VIDEOCALL DATA λ night ->0: Good for office scenario
  • 49.
  • 50. Possible configurations Manhattan configurations (linear) (1,2) (2,3)
  • 51. Possible configurations Hexagonal configurations (squared) (3,4) (8,9)
  • 52. Switching off more does not always mean saving more! Switch off scheme geometry (1,2) linear (2,3) linear (3,4) squared (8,9) squared Load ratio 2 3 4 9 Cell radius 2x 3x 2x 3x PB[W] 5 18 5 18 Night zone 16h30m 14h40m 12h20m 7h NodeB saving [%] 68.7 61.1 50.4 29.1 Network saving 34.3 40.7 37.8 25.9
  • 53.
  • 54.
  • 55.
  • 56. f M T/2 T=24h t f M /(1+  ) f M  /(1+  ) Switch off time for B Switch off A  B  A
  • 57.
  • 58.
  • 59.
  • 60.
  • 61.
  • 63. Constant cost model: Total saving Saving can be huge! 0 5 10 15 20 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 10 20 30 40 Energy saving [cost/day] Energy saving [%] Traffic ratio,  Roaming Saving Switching Max
  • 64. Constant cost model: Roaming balance 0 5 10 15 20 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 10 20 30 40 Energy saving [cost/day] Energy saving [%] Traffic ratio,  Total A B
  • 65. Constant cost model: Switching balance 0 5 10 15 20 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 10 20 30 40 Energy saving [cost/day] Energy saving [%] Traffic ratio,  Total A B
  • 66. Variable cost model: Total saving Different cost models lead to different policies 0 5 10 15 20 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 Energy saving [cost/day] Traffic ratio,  Roaming Saving Switching Max
  • 67. Variable cost model: Total saving Different cost models lead to different policies 5 10 15 20 25 30 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 Energy saving [%] Traffic ratio,  Roaming Saving Switching Max
  • 68.
  • 69. 2 Operators: Different QoS 0.4 0.5 0.6 0.7 0.8 0.9 1  =0.25  =0.50  =0.75  =1.00 0 5 10 15 20 25 0.1 0.2 0.3 Saving [%] QoS traffic reduction factor, 
  • 70. 2 Operators: Different QoS  =0.25  =0.50  =0.75  =1.00 6 7 8 0.2 0.4 0.6 0.8 QoS traffic reduction factor,  Off-On  =0.25  =0.50  =0.75  =1.00 1 20 21 22 23 24 0.2 0.4 0.6 0.8 1 Switching time QoS traffic reduction factor,  On-Off
  • 71.
  • 72.
  • 73. 4 Operators: Increasing Pattern Under same cost, increasing pattern is optimal 20 25 30 35 40 0 0.2 0.4 0.6 0.8 1 Saving [%] Network unbalance, a same cost - All var cost - All same cost - One var cost - One Roaming to all is more effective
  • 74. 4 Operators: Decreasing Pattern 20 25 30 35 40 0 0.2 0.4 0.6 0.8 1 Saving [%] Network unbalance, a same cost - All var cost - All same cost - One var cost - One
  • 75. 4 Operators: Increasing Pattern 7 8 9 10 11 12 13 14 15 0 0.2 0.4 0.6 0.8 1 Off time Network unbalance, a oper. 1 - All oper. 2 - All oper. 3 - All oper. 1 - One oper. 2 - One oper. 3 - One
  • 76.
  • 77.
  • 78.
  • 79.

Editor's Notes

  1. Model based on A model of human activities and emissions (the Emissions Prediction and Policy Analysis Model), An atmospheric dynamics, physics and chemistry model, which includes a sub-model of urban chemistry, A mixed layer/ anomaly diffusing ocean model (ADOM) with carbon cycle and sea ice submodels, A land system model that combines the Terrestrial Ecosystem Model (TEM), a Natural Emissions Model (NEM), and the Community Land Model (CLM), that together describe the global, terrestrial water and energy budgets and terrestrial ecosystem processes.
  2. In use phase
  3. http://www.it-environment.org/about%20project%20-%20LCA%20of%20IT%20hardware.html
  4. http://www.it-environment.org/about%20project%20-%20LCA%20of%20IT%20hardware.html
  5. Italian project http://www.key4biz.it/News/2009/07/16/Tecnologie/Sistemi_Tlc_Stazioni_Radio_Base_GSM_UMTS_DCS_fonti_rinnovabili.html?utm_source=infomail&utm_medium=email&utm_campaign=Dailyletter+n.1453+del+16+luglio+2009
  6. Italian project http://www.key4biz.it/News/2009/07/16/Tecnologie/Sistemi_Tlc_Stazioni_Radio_Base_GSM_UMTS_DCS_fonti_rinnovabili.html?utm_source=infomail&utm_medium=email&utm_campaign=Dailyletter+n.1453+del+16+luglio+2009
  7. Italian project http://www.key4biz.it/News/2009/07/16/Tecnologie/Sistemi_Tlc_Stazioni_Radio_Base_GSM_UMTS_DCS_fonti_rinnovabili.html?utm_source=infomail&utm_medium=email&utm_campaign=Dailyletter+n.1453+del+16+luglio+2009
  8. Aggiungere il grafico di Tilab