1 assessing the real impact of 802.11 wlans: a large-scale comparison of wired and wireless traffic...

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1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department of Computer Science University of North Carolina at Chapel Hill (UNC) * This work was partially supported by the IBM Corporation under an IBM Faculty Award 2004 It was done while visiting the Institute of Computer Science, Foundation for Research and Technology-Hellas, Greece

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Page 1: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Assessing The Real Impact of 802.11 WLANs:A Large-Scale Comparison of

Wired and Wireless Traffic

Maria Papadopouli *Assistant Professor

Department of Computer ScienceUniversity of North Carolina at Chapel Hill (UNC)

* This work was partially supported by the IBM Corporation under an IBM Faculty Award 2004It was done while visiting the Institute of Computer Science, Foundation for Research

and Technology-Hellas, Greece

Page 2: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Collaborators & Coauthors

Felix-Hernandez Campos

Department of Computer Science

University of North Carolina at Chapel Hill (UNC)

Page 3: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Roadmap

Motivation & Research Objectives Testbed & Data Acquisition Data Analysis Contributions Future Work

Page 4: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Motivation

Increasingly deployment of 802.11 wireless networks Plethora of novel research issues such as mobility, power

management, capacity planning, QoS support Need for benchmarks More accurate and realistic characterizations of production

wireless networks & their performance More representative assumptions in theoretical &

simulations studies

Page 5: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Research Objectives

Characterize packet-level performance• volume• packet loss• unnecessary retransmissions• delay

Contrast • wireless vs. wired • WAN vs. LAN

Perform large-scale passive measurements

Page 6: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Infrastructure

Page 7: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Testbed & Data Set

729-acre campus: 26,000 students, 3,000 faculty, 9,000 staff Diverse environment 14,712 unique MAC addresses 488 APs (Cisco 1200, 350, 340 Series) 175 GB packet headers in a 7-day trace 9,766,507 TCP connections from wired clients 21,396,174 TCP connections from wireless clients ~ 33% of the connections: pathological cases with no useful

payload (~0.1% of bytes) Wireless/wired TCP connections carried ~500GB (each)

Page 8: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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TCP Connection Payload (Bytes)Wired Clients vs. Wireless Clients

Wireless Clients

Wired Clients

Page 9: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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TCP Connection Payload (Bytes)

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Page 10: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Connection Size (# Packets)

Connections with 100 packetsrepresent < 5% of all connectionsbut carry > 85% of the total bytes

Page 11: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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One-Side Transit Time Measurement

WAN OSTT

LAN OSTT

Page 12: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Minimum One-Side Transit Time

WAN

Wired LAN

Wireless LAN

[6ms,250ms]

[0.7ms, 1ms]

[1ms,7ms][7ms, 250ms]

Page 13: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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One-Side Transit Time Statistics

Wireless LAN

Wired LANHeavy max & avg

Page 14: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Maximum One-Side Transit Time

Wired Clients

Wireless Clients

TCP delay ACK mechanismintroduces extra delays of ~ [100ms, 200ms]

Page 15: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Large Delay Variability on Wireless LAN

Wired LANmad

Wireless LANmad

Page 16: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Fraction of Round-Trip Time from LANUsing Medians & Means

Wireless Clients

Wired Clients

Using medians

Page 17: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Packet Losses

2% losses were observed for • 17% of the connections for wired clients• 23% of the connections for wireless clients

802.11 link layer retransmission is very effectiveThe high delay variability suggests that several losses were recovered

They may be higher under special conditions Client mobility High traffic load at AP

Computed based on retransmissions and triple duplicate ACKs (3DUP)

Page 18: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Unnecessary Retransmissions (% Tot. Pck)

Enough samples for amore conservative timeout that reduces the # of unnecessary retransmissions

Wireless Clients

Wired Clients

100+ connections

Page 19: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Contributions Large-scale passive measurement study on TCP connection

characteristics on• volume• delays• losses• unnecessary retransmissions• lack of termination

Wireless vs. Wired LANs Wireless LANs have substantially higher delay variability significant more unnecessary retransmissions only marginally greater packet losses

Page 20: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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Future Work

Characterization of wireless flows under certain conditions (mobility, application, AP, time)

Flow modeling Forecasting traffic load using flow-related information Contrast connection models from different wireless

environments (campus, institute, metropolitan area, conference)

UNC/FORTH Data repository with traces & models

Page 21: 1 Assessing The Real Impact of 802.11 WLANs: A Large-Scale Comparison of Wired and Wireless Traffic Maria Papadopouli * Assistant Professor Department

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More Info

http://www.cs.unc.edu/~maria

http://www.ics.forth.gr/mobile/

[email protected]

Thank You!