SlideShare uma empresa Scribd logo
1 de 81
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?

Mais conteúdo relacionado

Mais procurados

5G World presentation ExCel, London 11th June 19
5G World presentation ExCel, London 11th June 195G World presentation ExCel, London 11th June 19
5G World presentation ExCel, London 11th June 19roberto ercole
 
Erol Hepsaydir - Three - 5G View
Erol Hepsaydir - Three - 5G ViewErol Hepsaydir - Three - 5G View
Erol Hepsaydir - Three - 5G ViewtechUK
 
Ericsson Technology Review – Microwave backhaul gets a boost with multiband
Ericsson Technology Review – Microwave backhaul gets a boost with multibandEricsson Technology Review – Microwave backhaul gets a boost with multiband
Ericsson Technology Review – Microwave backhaul gets a boost with multibandEricsson
 
5G and FTTH: The Value of Convergence
5G and FTTH: The Value of Convergence5G and FTTH: The Value of Convergence
5G and FTTH: The Value of ConvergenceComsof
 
Barry Lewis - Samsung - SPF Presentation
Barry Lewis - Samsung - SPF Presentation Barry Lewis - Samsung - SPF Presentation
Barry Lewis - Samsung - SPF Presentation techUK
 
Stephen temple, 5GIC SPF Cluster 1 - 5G IC survey of network provider prefere...
Stephen temple, 5GIC SPF Cluster 1 - 5G IC survey of network provider prefere...Stephen temple, 5GIC SPF Cluster 1 - 5G IC survey of network provider prefere...
Stephen temple, 5GIC SPF Cluster 1 - 5G IC survey of network provider prefere...techUK
 
Jonas Eneberg - Inmarsat - Satellite Role in 5G
Jonas Eneberg - Inmarsat - Satellite Role in 5GJonas Eneberg - Inmarsat - Satellite Role in 5G
Jonas Eneberg - Inmarsat - Satellite Role in 5GtechUK
 
Yinan Qi - Samsung - Quantifying Bandwidth Requirements for Immersive 5G Expe...
Yinan Qi - Samsung - Quantifying Bandwidth Requirements for Immersive 5G Expe...Yinan Qi - Samsung - Quantifying Bandwidth Requirements for Immersive 5G Expe...
Yinan Qi - Samsung - Quantifying Bandwidth Requirements for Immersive 5G Expe...techUK
 
Simon Fletcher - Real Wireless - Enablers for 5G in Europe
Simon Fletcher - Real Wireless - Enablers for 5G in EuropeSimon Fletcher - Real Wireless - Enablers for 5G in Europe
Simon Fletcher - Real Wireless - Enablers for 5G in EuropetechUK
 
Reducing RAN infrastructure resources by leveraging 5G RAN Transport Technolo...
Reducing RAN infrastructure resources by leveraging 5G RAN Transport Technolo...Reducing RAN infrastructure resources by leveraging 5G RAN Transport Technolo...
Reducing RAN infrastructure resources by leveraging 5G RAN Transport Technolo...Michael Gronovius
 
Guillaume Lebrun - Qualcomm - New Opportunities for the Band
Guillaume Lebrun - Qualcomm - New Opportunities for the BandGuillaume Lebrun - Qualcomm - New Opportunities for the Band
Guillaume Lebrun - Qualcomm - New Opportunities for the BandtechUK
 
What 5G means for the fiber industry
What 5G means for the fiber industryWhat 5G means for the fiber industry
What 5G means for the fiber industryComsof
 
Pablo Zurdo Santos - Avanti - SPF cluster 1 - 5 g workshop - 2017 june 8
Pablo Zurdo Santos - Avanti - SPF cluster 1 - 5 g workshop - 2017 june 8Pablo Zurdo Santos - Avanti - SPF cluster 1 - 5 g workshop - 2017 june 8
Pablo Zurdo Santos - Avanti - SPF cluster 1 - 5 g workshop - 2017 june 8techUK
 
Graham MacDonald - Intel - New Opportunities for the Band
Graham MacDonald - Intel - New Opportunities for the BandGraham MacDonald - Intel - New Opportunities for the Band
Graham MacDonald - Intel - New Opportunities for the BandtechUK
 
increasing the number of mobile firms can reduce welfare
increasing the number of mobile firms can reduce welfareincreasing the number of mobile firms can reduce welfare
increasing the number of mobile firms can reduce welfareroberto ercole
 
5G Crosshaul vs 5G-XHaul
5G Crosshaul vs 5G-XHaul5G Crosshaul vs 5G-XHaul
5G Crosshaul vs 5G-XHaul3G4G
 
Janette Stewart - Analysys Mason - Summary on 5G Key Points
Janette Stewart - Analysys Mason - Summary on 5G Key PointsJanette Stewart - Analysys Mason - Summary on 5G Key Points
Janette Stewart - Analysys Mason - Summary on 5G Key PointstechUK
 
Evs16 h13 [jp]act06 experinece of inducive charging
Evs16 h13 [jp]act06 experinece of inducive chargingEvs16 h13 [jp]act06 experinece of inducive charging
Evs16 h13 [jp]act06 experinece of inducive chargingchgada
 

Mais procurados (20)

Anritsu lte guide
Anritsu lte guideAnritsu lte guide
Anritsu lte guide
 
5G World presentation ExCel, London 11th June 19
5G World presentation ExCel, London 11th June 195G World presentation ExCel, London 11th June 19
5G World presentation ExCel, London 11th June 19
 
Erol Hepsaydir - Three - 5G View
Erol Hepsaydir - Three - 5G ViewErol Hepsaydir - Three - 5G View
Erol Hepsaydir - Three - 5G View
 
Ericsson Technology Review – Microwave backhaul gets a boost with multiband
Ericsson Technology Review – Microwave backhaul gets a boost with multibandEricsson Technology Review – Microwave backhaul gets a boost with multiband
Ericsson Technology Review – Microwave backhaul gets a boost with multiband
 
5G and FTTH: The Value of Convergence
5G and FTTH: The Value of Convergence5G and FTTH: The Value of Convergence
5G and FTTH: The Value of Convergence
 
Barry Lewis - Samsung - SPF Presentation
Barry Lewis - Samsung - SPF Presentation Barry Lewis - Samsung - SPF Presentation
Barry Lewis - Samsung - SPF Presentation
 
Stephen temple, 5GIC SPF Cluster 1 - 5G IC survey of network provider prefere...
Stephen temple, 5GIC SPF Cluster 1 - 5G IC survey of network provider prefere...Stephen temple, 5GIC SPF Cluster 1 - 5G IC survey of network provider prefere...
Stephen temple, 5GIC SPF Cluster 1 - 5G IC survey of network provider prefere...
 
Jonas Eneberg - Inmarsat - Satellite Role in 5G
Jonas Eneberg - Inmarsat - Satellite Role in 5GJonas Eneberg - Inmarsat - Satellite Role in 5G
Jonas Eneberg - Inmarsat - Satellite Role in 5G
 
Yinan Qi - Samsung - Quantifying Bandwidth Requirements for Immersive 5G Expe...
Yinan Qi - Samsung - Quantifying Bandwidth Requirements for Immersive 5G Expe...Yinan Qi - Samsung - Quantifying Bandwidth Requirements for Immersive 5G Expe...
Yinan Qi - Samsung - Quantifying Bandwidth Requirements for Immersive 5G Expe...
 
Simon Fletcher - Real Wireless - Enablers for 5G in Europe
Simon Fletcher - Real Wireless - Enablers for 5G in EuropeSimon Fletcher - Real Wireless - Enablers for 5G in Europe
Simon Fletcher - Real Wireless - Enablers for 5G in Europe
 
Reducing RAN infrastructure resources by leveraging 5G RAN Transport Technolo...
Reducing RAN infrastructure resources by leveraging 5G RAN Transport Technolo...Reducing RAN infrastructure resources by leveraging 5G RAN Transport Technolo...
Reducing RAN infrastructure resources by leveraging 5G RAN Transport Technolo...
 
Guillaume Lebrun - Qualcomm - New Opportunities for the Band
Guillaume Lebrun - Qualcomm - New Opportunities for the BandGuillaume Lebrun - Qualcomm - New Opportunities for the Band
Guillaume Lebrun - Qualcomm - New Opportunities for the Band
 
What 5G means for the fiber industry
What 5G means for the fiber industryWhat 5G means for the fiber industry
What 5G means for the fiber industry
 
Pablo Zurdo Santos - Avanti - SPF cluster 1 - 5 g workshop - 2017 june 8
Pablo Zurdo Santos - Avanti - SPF cluster 1 - 5 g workshop - 2017 june 8Pablo Zurdo Santos - Avanti - SPF cluster 1 - 5 g workshop - 2017 june 8
Pablo Zurdo Santos - Avanti - SPF cluster 1 - 5 g workshop - 2017 june 8
 
Graham MacDonald - Intel - New Opportunities for the Band
Graham MacDonald - Intel - New Opportunities for the BandGraham MacDonald - Intel - New Opportunities for the Band
Graham MacDonald - Intel - New Opportunities for the Band
 
increasing the number of mobile firms can reduce welfare
increasing the number of mobile firms can reduce welfareincreasing the number of mobile firms can reduce welfare
increasing the number of mobile firms can reduce welfare
 
Edinburgh seminar 31/5/2018 Ian Corden Plum Consulting
Edinburgh seminar 31/5/2018  Ian Corden Plum ConsultingEdinburgh seminar 31/5/2018  Ian Corden Plum Consulting
Edinburgh seminar 31/5/2018 Ian Corden Plum Consulting
 
5G Crosshaul vs 5G-XHaul
5G Crosshaul vs 5G-XHaul5G Crosshaul vs 5G-XHaul
5G Crosshaul vs 5G-XHaul
 
Janette Stewart - Analysys Mason - Summary on 5G Key Points
Janette Stewart - Analysys Mason - Summary on 5G Key PointsJanette Stewart - Analysys Mason - Summary on 5G Key Points
Janette Stewart - Analysys Mason - Summary on 5G Key Points
 
Evs16 h13 [jp]act06 experinece of inducive charging
Evs16 h13 [jp]act06 experinece of inducive chargingEvs16 h13 [jp]act06 experinece of inducive charging
Evs16 h13 [jp]act06 experinece of inducive charging
 

Destaque

Problématique de l'énergie pour les réseaux de capteurs isolés Dominique Jute...
Problématique de l'énergie pour les réseaux de capteurs isolés Dominique Jute...Problématique de l'énergie pour les réseaux de capteurs isolés Dominique Jute...
Problématique de l'énergie pour les réseaux de capteurs isolés Dominique Jute...AFEIT
 
GOAT: Development of a Wireless Sensor Network analysis tool
GOAT: Development of a Wireless Sensor Network analysis toolGOAT: Development of a Wireless Sensor Network analysis tool
GOAT: Development of a Wireless Sensor Network analysis toolSergio Barrachina Muñoz
 
Issues of Wireless Sensor Networks
Issues of Wireless Sensor NetworksIssues of Wireless Sensor Networks
Issues of Wireless Sensor NetworksSouhaiel tekaya
 
Wireless sensor network lifetime constraints
Wireless sensor network lifetime constraintsWireless sensor network lifetime constraints
Wireless sensor network lifetime constraintsmmjalbiaty
 
Energy conservation in wireless sensor networks
Energy conservation in wireless sensor networksEnergy conservation in wireless sensor networks
Energy conservation in wireless sensor networksahmad abdelhafeez
 
NETWORK ENERGY SAVING TECHNOLOGIES FOR GREEN WIRELESS ACCESS NETWORKS
NETWORK ENERGY SAVING TECHNOLOGIES FOR GREEN WIRELESS ACCESS NETWORKSNETWORK ENERGY SAVING TECHNOLOGIES FOR GREEN WIRELESS ACCESS NETWORKS
NETWORK ENERGY SAVING TECHNOLOGIES FOR GREEN WIRELESS ACCESS NETWORKSMadhav Thekkedath
 
Etat De L\'art Algo RéSeaux De Capteurs sans-fil
Etat  De L\'art Algo RéSeaux De Capteurs sans-filEtat  De L\'art Algo RéSeaux De Capteurs sans-fil
Etat De L\'art Algo RéSeaux De Capteurs sans-filmabrouk
 
Green radio communication
Green radio communicationGreen radio communication
Green radio communicationRajathgowda123
 
Presentation : Réseau de capteurs sans fil
Presentation : Réseau de capteurs sans fil Presentation : Réseau de capteurs sans fil
Presentation : Réseau de capteurs sans fil Nader Abdallah
 
Power Saving in Wireless Sensor Networks
Power Saving in Wireless Sensor NetworksPower Saving in Wireless Sensor Networks
Power Saving in Wireless Sensor NetworksMshari Alabdulkarim
 
Réseau de capteurs sans fils wsn
Réseau de capteurs sans fils wsnRéseau de capteurs sans fils wsn
Réseau de capteurs sans fils wsnAchref Ben helel
 

Destaque (15)

Wsn 08
Wsn 08Wsn 08
Wsn 08
 
Mac
MacMac
Mac
 
Problématique de l'énergie pour les réseaux de capteurs isolés Dominique Jute...
Problématique de l'énergie pour les réseaux de capteurs isolés Dominique Jute...Problématique de l'énergie pour les réseaux de capteurs isolés Dominique Jute...
Problématique de l'énergie pour les réseaux de capteurs isolés Dominique Jute...
 
GOAT: Development of a Wireless Sensor Network analysis tool
GOAT: Development of a Wireless Sensor Network analysis toolGOAT: Development of a Wireless Sensor Network analysis tool
GOAT: Development of a Wireless Sensor Network analysis tool
 
Issues of Wireless Sensor Networks
Issues of Wireless Sensor NetworksIssues of Wireless Sensor Networks
Issues of Wireless Sensor Networks
 
Wireless sensor network lifetime constraints
Wireless sensor network lifetime constraintsWireless sensor network lifetime constraints
Wireless sensor network lifetime constraints
 
Energy conservation in wireless sensor networks
Energy conservation in wireless sensor networksEnergy conservation in wireless sensor networks
Energy conservation in wireless sensor networks
 
Energy efficient routing protocol
Energy efficient routing protocolEnergy efficient routing protocol
Energy efficient routing protocol
 
NETWORK ENERGY SAVING TECHNOLOGIES FOR GREEN WIRELESS ACCESS NETWORKS
NETWORK ENERGY SAVING TECHNOLOGIES FOR GREEN WIRELESS ACCESS NETWORKSNETWORK ENERGY SAVING TECHNOLOGIES FOR GREEN WIRELESS ACCESS NETWORKS
NETWORK ENERGY SAVING TECHNOLOGIES FOR GREEN WIRELESS ACCESS NETWORKS
 
Etat De L\'art Algo RéSeaux De Capteurs sans-fil
Etat  De L\'art Algo RéSeaux De Capteurs sans-filEtat  De L\'art Algo RéSeaux De Capteurs sans-fil
Etat De L\'art Algo RéSeaux De Capteurs sans-fil
 
Green radio communication
Green radio communicationGreen radio communication
Green radio communication
 
Presentation : Réseau de capteurs sans fil
Presentation : Réseau de capteurs sans fil Presentation : Réseau de capteurs sans fil
Presentation : Réseau de capteurs sans fil
 
Power Saving in Wireless Sensor Networks
Power Saving in Wireless Sensor NetworksPower Saving in Wireless Sensor Networks
Power Saving in Wireless Sensor Networks
 
Réseau de capteurs sans fils wsn
Réseau de capteurs sans fils wsnRéseau de capteurs sans fils wsn
Réseau de capteurs sans fils wsn
 
Version 01
Version 01Version 01
Version 01
 

Semelhante a Energy Efficient Wireless Internet Access

Sam Samuel - Are we stuck in a Rut? The need for agressive research goals
Sam Samuel - Are we stuck in a Rut? The need for agressive research goalsSam Samuel - Are we stuck in a Rut? The need for agressive research goals
Sam Samuel - Are we stuck in a Rut? The need for agressive research goalsiMinds conference
 
IRJET- Optimization with PSO and FPO based Control for Energy Efficient of Se...
IRJET- Optimization with PSO and FPO based Control for Energy Efficient of Se...IRJET- Optimization with PSO and FPO based Control for Energy Efficient of Se...
IRJET- Optimization with PSO and FPO based Control for Energy Efficient of Se...IRJET Journal
 
Improvement of crankshaft MAC protocol for wireless sensor networks: a simula...
Improvement of crankshaft MAC protocol for wireless sensor networks: a simula...Improvement of crankshaft MAC protocol for wireless sensor networks: a simula...
Improvement of crankshaft MAC protocol for wireless sensor networks: a simula...IJECEIAES
 
IRJET- Combine RF Ambient for Power Harvesting using Power Detector for Senso...
IRJET- Combine RF Ambient for Power Harvesting using Power Detector for Senso...IRJET- Combine RF Ambient for Power Harvesting using Power Detector for Senso...
IRJET- Combine RF Ambient for Power Harvesting using Power Detector for Senso...IRJET Journal
 
Ph d thesis_seminar_on the design of energy efficient wireless access_sibelto...
Ph d thesis_seminar_on the design of energy efficient wireless access_sibelto...Ph d thesis_seminar_on the design of energy efficient wireless access_sibelto...
Ph d thesis_seminar_on the design of energy efficient wireless access_sibelto...Sibel Tombaz
 
In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...
In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...
In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...Communication Systems & Networks
 
Parameter space and comparative analyses of energy aware sensor communication...
Parameter space and comparative analyses of energy aware sensor communication...Parameter space and comparative analyses of energy aware sensor communication...
Parameter space and comparative analyses of energy aware sensor communication...csandit
 
IRJET- DOE to Minimize the Energy Consumption of RPL Routing Protocol in IoT ...
IRJET- DOE to Minimize the Energy Consumption of RPL Routing Protocol in IoT ...IRJET- DOE to Minimize the Energy Consumption of RPL Routing Protocol in IoT ...
IRJET- DOE to Minimize the Energy Consumption of RPL Routing Protocol in IoT ...IRJET Journal
 
PARALLEL BIJECTIVE PROCESSING OF REGULAR NANO SYSTOLIC GRIDS VIA CARBON FIELD...
PARALLEL BIJECTIVE PROCESSING OF REGULAR NANO SYSTOLIC GRIDS VIA CARBON FIELD...PARALLEL BIJECTIVE PROCESSING OF REGULAR NANO SYSTOLIC GRIDS VIA CARBON FIELD...
PARALLEL BIJECTIVE PROCESSING OF REGULAR NANO SYSTOLIC GRIDS VIA CARBON FIELD...ijcsit
 
Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...
Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...
Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...IJECEIAES
 
Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...
Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...
Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...Yayah Zakaria
 
Very-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic Applications
Very-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic ApplicationsVery-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic Applications
Very-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic ApplicationsBHAVANA KONERU
 
Energy Consumption Saving in Embedded Microprocessors Using Hardware Accelera...
Energy Consumption Saving in Embedded Microprocessors Using Hardware Accelera...Energy Consumption Saving in Embedded Microprocessors Using Hardware Accelera...
Energy Consumption Saving in Embedded Microprocessors Using Hardware Accelera...TELKOMNIKA JOURNAL
 
Two-way Load Flow Analysis using Newton-Raphson and Neural Network Methods
Two-way Load Flow Analysis using Newton-Raphson and Neural Network MethodsTwo-way Load Flow Analysis using Newton-Raphson and Neural Network Methods
Two-way Load Flow Analysis using Newton-Raphson and Neural Network MethodsIRJET Journal
 
Mimo and cooperative mimo comparison in energy constrained wireless sensor ne...
Mimo and cooperative mimo comparison in energy constrained wireless sensor ne...Mimo and cooperative mimo comparison in energy constrained wireless sensor ne...
Mimo and cooperative mimo comparison in energy constrained wireless sensor ne...eSAT Journals
 
Scalability Aware Energy Consumption and Dissipation Models for Wireless Sens...
Scalability Aware Energy Consumption and Dissipation Models for Wireless Sens...Scalability Aware Energy Consumption and Dissipation Models for Wireless Sens...
Scalability Aware Energy Consumption and Dissipation Models for Wireless Sens...IJECEIAES
 

Semelhante a Energy Efficient Wireless Internet Access (20)

Sam Samuel - Are we stuck in a Rut? The need for agressive research goals
Sam Samuel - Are we stuck in a Rut? The need for agressive research goalsSam Samuel - Are we stuck in a Rut? The need for agressive research goals
Sam Samuel - Are we stuck in a Rut? The need for agressive research goals
 
IRJET- Optimization with PSO and FPO based Control for Energy Efficient of Se...
IRJET- Optimization with PSO and FPO based Control for Energy Efficient of Se...IRJET- Optimization with PSO and FPO based Control for Energy Efficient of Se...
IRJET- Optimization with PSO and FPO based Control for Energy Efficient of Se...
 
06003731
0600373106003731
06003731
 
Improvement of crankshaft MAC protocol for wireless sensor networks: a simula...
Improvement of crankshaft MAC protocol for wireless sensor networks: a simula...Improvement of crankshaft MAC protocol for wireless sensor networks: a simula...
Improvement of crankshaft MAC protocol for wireless sensor networks: a simula...
 
IRJET- Combine RF Ambient for Power Harvesting using Power Detector for Senso...
IRJET- Combine RF Ambient for Power Harvesting using Power Detector for Senso...IRJET- Combine RF Ambient for Power Harvesting using Power Detector for Senso...
IRJET- Combine RF Ambient for Power Harvesting using Power Detector for Senso...
 
Ph d thesis_seminar_on the design of energy efficient wireless access_sibelto...
Ph d thesis_seminar_on the design of energy efficient wireless access_sibelto...Ph d thesis_seminar_on the design of energy efficient wireless access_sibelto...
Ph d thesis_seminar_on the design of energy efficient wireless access_sibelto...
 
In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...
In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...
In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...
 
Parameter space and comparative analyses of energy aware sensor communication...
Parameter space and comparative analyses of energy aware sensor communication...Parameter space and comparative analyses of energy aware sensor communication...
Parameter space and comparative analyses of energy aware sensor communication...
 
IRJET- DOE to Minimize the Energy Consumption of RPL Routing Protocol in IoT ...
IRJET- DOE to Minimize the Energy Consumption of RPL Routing Protocol in IoT ...IRJET- DOE to Minimize the Energy Consumption of RPL Routing Protocol in IoT ...
IRJET- DOE to Minimize the Energy Consumption of RPL Routing Protocol in IoT ...
 
PARALLEL BIJECTIVE PROCESSING OF REGULAR NANO SYSTOLIC GRIDS VIA CARBON FIELD...
PARALLEL BIJECTIVE PROCESSING OF REGULAR NANO SYSTOLIC GRIDS VIA CARBON FIELD...PARALLEL BIJECTIVE PROCESSING OF REGULAR NANO SYSTOLIC GRIDS VIA CARBON FIELD...
PARALLEL BIJECTIVE PROCESSING OF REGULAR NANO SYSTOLIC GRIDS VIA CARBON FIELD...
 
Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...
Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...
Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...
 
Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...
Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...
Control of an Autonomous Hybrid Microgrid as Energy Source for a Small Rural ...
 
Very-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic Applications
Very-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic ApplicationsVery-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic Applications
Very-Low-Voltage and Ultra-Low-Power Analog Circuits for Nomadic Applications
 
Energy Consumption Saving in Embedded Microprocessors Using Hardware Accelera...
Energy Consumption Saving in Embedded Microprocessors Using Hardware Accelera...Energy Consumption Saving in Embedded Microprocessors Using Hardware Accelera...
Energy Consumption Saving in Embedded Microprocessors Using Hardware Accelera...
 
M0111397100
M0111397100M0111397100
M0111397100
 
Two-way Load Flow Analysis using Newton-Raphson and Neural Network Methods
Two-way Load Flow Analysis using Newton-Raphson and Neural Network MethodsTwo-way Load Flow Analysis using Newton-Raphson and Neural Network Methods
Two-way Load Flow Analysis using Newton-Raphson and Neural Network Methods
 
Mimo and cooperative mimo comparison in energy constrained wireless sensor ne...
Mimo and cooperative mimo comparison in energy constrained wireless sensor ne...Mimo and cooperative mimo comparison in energy constrained wireless sensor ne...
Mimo and cooperative mimo comparison in energy constrained wireless sensor ne...
 
Iaem
IaemIaem
Iaem
 
Wireless Power Transmission
Wireless Power TransmissionWireless Power Transmission
Wireless Power Transmission
 
Scalability Aware Energy Consumption and Dissipation Models for Wireless Sens...
Scalability Aware Energy Consumption and Dissipation Models for Wireless Sens...Scalability Aware Energy Consumption and Dissipation Models for Wireless Sens...
Scalability Aware Energy Consumption and Dissipation Models for Wireless Sens...
 

Mais de Scienzainrete

Rappuoli slide scienza e industria 27:11:2013rid
Rappuoli slide scienza e industria 27:11:2013ridRappuoli slide scienza e industria 27:11:2013rid
Rappuoli slide scienza e industria 27:11:2013ridScienzainrete
 
Clinical trials - ECRAN Project
Clinical trials - ECRAN ProjectClinical trials - ECRAN Project
Clinical trials - ECRAN ProjectScienzainrete
 
Le strategie per la ricerca biomedica
Le strategie per la ricerca biomedica Le strategie per la ricerca biomedica
Le strategie per la ricerca biomedica Scienzainrete
 
Il fuoco della Terra dalla superficie al nucleo-Stefano Poli.
Il fuoco della Terra dalla superficie al nucleo-Stefano Poli.Il fuoco della Terra dalla superficie al nucleo-Stefano Poli.
Il fuoco della Terra dalla superficie al nucleo-Stefano Poli.Scienzainrete
 
LA RICERCA COME VALORE
LA RICERCA COME VALORELA RICERCA COME VALORE
LA RICERCA COME VALOREScienzainrete
 
Dallo scouting delle opportunità alla valorizzazione dello scouting
Dallo scouting delle opportunità alla valorizzazione dello scoutingDallo scouting delle opportunità alla valorizzazione dello scouting
Dallo scouting delle opportunità alla valorizzazione dello scoutingScienzainrete
 
Dallo scouting delle opportunità alla valorizzazione dei risultati: La selezione
Dallo scouting delle opportunità alla valorizzazione dei risultati: La selezioneDallo scouting delle opportunità alla valorizzazione dei risultati: La selezione
Dallo scouting delle opportunità alla valorizzazione dei risultati: La selezioneScienzainrete
 
LA MODIFICA DELL’ART.65 DEL C.P.I. COME SCELTA NECESSARIA PER NUOVE PROSPETTIVE
LA MODIFICA DELL’ART.65 DEL C.P.I. COME SCELTA NECESSARIA PER NUOVE PROSPETTIVELA MODIFICA DELL’ART.65 DEL C.P.I. COME SCELTA NECESSARIA PER NUOVE PROSPETTIVE
LA MODIFICA DELL’ART.65 DEL C.P.I. COME SCELTA NECESSARIA PER NUOVE PROSPETTIVEScienzainrete
 
Istruzioni Video cabina
Istruzioni Video cabinaIstruzioni Video cabina
Istruzioni Video cabinaScienzainrete
 
Coltivazione di Pioppo bt in Cina
Coltivazione di Pioppo bt in CinaColtivazione di Pioppo bt in Cina
Coltivazione di Pioppo bt in CinaScienzainrete
 
China symposium 1984
China symposium 1984China symposium 1984
China symposium 1984Scienzainrete
 
L’evoluzione degli orologi biologici
L’evoluzione degli orologi biologiciL’evoluzione degli orologi biologici
L’evoluzione degli orologi biologiciScienzainrete
 
Maestri - I conflitti di interesse in medicina
Maestri - I conflitti di interesse in medicinaMaestri - I conflitti di interesse in medicina
Maestri - I conflitti di interesse in medicinaScienzainrete
 
Paradisi europei del birdwatcher
Paradisi europei del birdwatcherParadisi europei del birdwatcher
Paradisi europei del birdwatcherScienzainrete
 
Darwin 1809-2009 Marco Ferraguti
Darwin 1809-2009 Marco FerragutiDarwin 1809-2009 Marco Ferraguti
Darwin 1809-2009 Marco FerragutiScienzainrete
 
Ospiti discreti nei parchi italiani - Laura Floris
Ospiti discreti nei parchi italiani - Laura FlorisOspiti discreti nei parchi italiani - Laura Floris
Ospiti discreti nei parchi italiani - Laura FlorisScienzainrete
 
Giovanni Blandino: geni e tumori
Giovanni Blandino: geni e tumoriGiovanni Blandino: geni e tumori
Giovanni Blandino: geni e tumoriScienzainrete
 
Darwin 1809-2009 Carlo Alberto Redi
Darwin 1809-2009 Carlo Alberto Redi Darwin 1809-2009 Carlo Alberto Redi
Darwin 1809-2009 Carlo Alberto Redi Scienzainrete
 

Mais de Scienzainrete (20)

Rappuoli slide scienza e industria 27:11:2013rid
Rappuoli slide scienza e industria 27:11:2013ridRappuoli slide scienza e industria 27:11:2013rid
Rappuoli slide scienza e industria 27:11:2013rid
 
Clinical trials - ECRAN Project
Clinical trials - ECRAN ProjectClinical trials - ECRAN Project
Clinical trials - ECRAN Project
 
Le strategie per la ricerca biomedica
Le strategie per la ricerca biomedica Le strategie per la ricerca biomedica
Le strategie per la ricerca biomedica
 
Il fuoco della Terra dalla superficie al nucleo-Stefano Poli.
Il fuoco della Terra dalla superficie al nucleo-Stefano Poli.Il fuoco della Terra dalla superficie al nucleo-Stefano Poli.
Il fuoco della Terra dalla superficie al nucleo-Stefano Poli.
 
LA RICERCA COME VALORE
LA RICERCA COME VALORELA RICERCA COME VALORE
LA RICERCA COME VALORE
 
Dallo scouting delle opportunità alla valorizzazione dello scouting
Dallo scouting delle opportunità alla valorizzazione dello scoutingDallo scouting delle opportunità alla valorizzazione dello scouting
Dallo scouting delle opportunità alla valorizzazione dello scouting
 
Dallo scouting delle opportunità alla valorizzazione dei risultati: La selezione
Dallo scouting delle opportunità alla valorizzazione dei risultati: La selezioneDallo scouting delle opportunità alla valorizzazione dei risultati: La selezione
Dallo scouting delle opportunità alla valorizzazione dei risultati: La selezione
 
LA MODIFICA DELL’ART.65 DEL C.P.I. COME SCELTA NECESSARIA PER NUOVE PROSPETTIVE
LA MODIFICA DELL’ART.65 DEL C.P.I. COME SCELTA NECESSARIA PER NUOVE PROSPETTIVELA MODIFICA DELL’ART.65 DEL C.P.I. COME SCELTA NECESSARIA PER NUOVE PROSPETTIVE
LA MODIFICA DELL’ART.65 DEL C.P.I. COME SCELTA NECESSARIA PER NUOVE PROSPETTIVE
 
Istruzioni Video cabina
Istruzioni Video cabinaIstruzioni Video cabina
Istruzioni Video cabina
 
Video cabina
Video cabinaVideo cabina
Video cabina
 
Coltivazione di Pioppo bt in Cina
Coltivazione di Pioppo bt in CinaColtivazione di Pioppo bt in Cina
Coltivazione di Pioppo bt in Cina
 
China symposium 1984
China symposium 1984China symposium 1984
China symposium 1984
 
L’evoluzione degli orologi biologici
L’evoluzione degli orologi biologiciL’evoluzione degli orologi biologici
L’evoluzione degli orologi biologici
 
Maestri - I conflitti di interesse in medicina
Maestri - I conflitti di interesse in medicinaMaestri - I conflitti di interesse in medicina
Maestri - I conflitti di interesse in medicina
 
Paradisi europei del birdwatcher
Paradisi europei del birdwatcherParadisi europei del birdwatcher
Paradisi europei del birdwatcher
 
Darwin 1809-2009 Marco Ferraguti
Darwin 1809-2009 Marco FerragutiDarwin 1809-2009 Marco Ferraguti
Darwin 1809-2009 Marco Ferraguti
 
Ospiti discreti nei parchi italiani - Laura Floris
Ospiti discreti nei parchi italiani - Laura FlorisOspiti discreti nei parchi italiani - Laura Floris
Ospiti discreti nei parchi italiani - Laura Floris
 
Giovanni Blandino: geni e tumori
Giovanni Blandino: geni e tumoriGiovanni Blandino: geni e tumori
Giovanni Blandino: geni e tumori
 
Darwin Aldo Fasolo
Darwin Aldo FasoloDarwin Aldo Fasolo
Darwin Aldo Fasolo
 
Darwin 1809-2009 Carlo Alberto Redi
Darwin 1809-2009 Carlo Alberto Redi Darwin 1809-2009 Carlo Alberto Redi
Darwin 1809-2009 Carlo Alberto Redi
 

Último

TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Victor Rentea
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesrafiqahmad00786416
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...Zilliz
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxRustici Software
 
CNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In PakistanCNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In Pakistandanishmna97
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
Introduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDMIntroduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDMKumar Satyam
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native ApplicationsWSO2
 
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAnitaRaj43
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Jeffrey Haguewood
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDropbox
 
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)Samir Dash
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamUiPathCommunity
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdfSandro Moreira
 
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdfRising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdfOrbitshub
 

Último (20)

TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
CNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In PakistanCNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In Pakistan
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
Introduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDMIntroduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDM
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
 
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by Anitaraj
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
 
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf
 
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdfRising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
 

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.

Notas do Editor

  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