localized algorithm for aggregate fairness in wireless sensor networks authors : shigang chen, zhan...

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Localized Localized Algorithm for Algorithm for Aggregate Fairness Aggregate Fairness in Wireless Sensor in Wireless Sensor Networks Networks Authors : Shigang Chen, Z Authors : Shigang Chen, Z han Zhang han Zhang CISE univ CISE univ ersity of Florida ersity of Florida Published : MobiCom 2006 Published : MobiCom 2006

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Page 1: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

Localized Algorithm for Localized Algorithm for Aggregate Fairness in Aggregate Fairness in

Wireless Sensor Wireless Sensor NetworksNetworks

Authors : Shigang Chen, Zhan ZhangAuthors : Shigang Chen, Zhan Zhang

CISE university of FloridaCISE university of Florida

Published : MobiCom 2006Published : MobiCom 2006

Page 2: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

OutlineOutline

IntroductionIntroduction Aggregate FairnessAggregate Fairness Distributed Computation of Aggregate Flow Distributed Computation of Aggregate Flow

WeightsWeights AFAAFA SimulationSimulation ConclusionsConclusions

Page 3: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

IntroductionIntroduction

Congestion control is great importance in sensor networks.

When a sensor network scales up with more sensors deployed in a larger area, the traffic volume increases but the channel capacity around the bottlenecks cannot be increased easily.

Page 4: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

IntroductionIntroduction

Page 5: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

IntroductionIntroduction

Page 6: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

Aggregate FairnessAggregate Fairness

Every source nodes generate the same packets Every source nodes generate the same packets in weightless environment.in weightless environment.

Source nodes generate packets proportional to Source nodes generate packets proportional to its weight.its weight.

All packets send to sink node (s) success.All packets send to sink node (s) success.

Page 7: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

Distributed Computation of Distributed Computation of Aggregate Flow WeightsAggregate Flow Weights

a, b, c a, b, c U Uii

(a, i) : upstream l(a, i) : upstream link of iink of i

w, x, y, z w, x, y, z D Dii

(w, i) : downstrea(w, i) : downstream link of Im link of I

N : set of sensorsN : set of sensors E = {(k, i) | i E = {(k, i) | i N, N,

k k U Uii}}

i

a

b

c

x

w

y

z

Base station 1Base station 2

Page 8: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

Distributed Computation of AggregaDistributed Computation of Aggregate Flow Weightste Flow Weights

A flow s is the sequence of data packets generated from a data source s in N.

The data rate of flow s is denoted as d(s) the weight is denoted as w(s) ri(s) be the rate at which the packets of flow s p

ass through sensor i rs(s) = d(s) rk,i(s) be the rate at which the packets of flow s p

ass through link (k, i)

Page 9: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

Distributed Computation of AggregaDistributed Computation of Aggregate Flow Weightste Flow Weights

Page 10: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

Distributed Computation of AggregaDistributed Computation of Aggregate Flow Weightste Flow Weights

A rate assignment {ri(s), i, s N∀ ∈ ; rk,i(s), s ∀ N, ∈ ∀(k, i) E} ∈ is feasible if the following

constraints are satisfied.

Page 11: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

Distributed Computation of AggregaDistributed Computation of Aggregate Flow Weightste Flow Weights

Page 12: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

Distributed Computation of AggregaDistributed Computation of Aggregate Flow Weightste Flow Weights

Page 13: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

Distributed Computation of AggregaDistributed Computation of Aggregate Flow Weightste Flow Weights

Page 14: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

Distributed Computation of AggregaDistributed Computation of Aggregate Flow Weightste Flow Weights

Page 15: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

Distributed Computation of AggregaDistributed Computation of Aggregate Flow Weightste Flow Weights

Page 16: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

AFAAFA

make sure that a sensor k sends a packet to a sensor i only when i has the buffer space to hold the packet

i sends out a packet (RTS/CTS/DATA/ACK), it piggybacks its current buffer state in the frame header

When sensor i is congested, it computes a rate limit for each upstream neighbor k as follows

Page 17: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 18: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 19: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 20: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 21: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 22: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 23: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 24: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 25: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 26: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 27: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 28: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 29: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 30: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

SimulationSimulation

Page 31: Localized Algorithm for Aggregate Fairness in Wireless Sensor Networks Authors : Shigang Chen, Zhan Zhang CISE university of Florida CISE university of

ConclusionsConclusions

This paper studies the end-to-end fairness problem in data-collection sensor networks.

We formally define a new aggregate fairness model, prove its properties, and propose a distributed algorithm that implements the model.

The simulation results confirm the effectiveness of the algorithm in achieving (weighted) fairness

among competing data flows.