Mobility Increases the Capacity of Ad-hoc Wireless Networks
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Mobility Increases the Capacity of Ad-hoc Wireless NetworksMatthias Grossglauser, David Tse
IEEE Infocom 2001 (Best paper award)
Oct 21, 2004
Som C. Neema
CS 260
Presented By
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Introduction
Study a model of ad-hoc network with n nodes Communicate in random source destination pairsExamine per- session throughput for applications with loose delay constraintsShow that mobility increases throughput
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Mobile Ad-hoc Network Model
Mobility model: Nodes move randomly and independently on a disk of unit area.Channel model: path loss factor of r¡ā at distance r, with ā > 2 (slow fading)Communication model: a packet is successfully received if signal-to-interference ratio is greater than a prescribed threshold.
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outline
Part1 : motivation and ideaPart2 : math, simulation and resultsDiscussion
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Part1 : the motivation and the idea
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Throughput in stationary ad-hoc networks
Piyush Gupta and P. R. Kumar. The Capacity of Wireless Networks. IEEE Transactions on Information Theory, 46(2):388–404, March 2000.
As the number of nodes per unit area n increases, the throughput per source destination pair decreases as
Notice the scalability problem
Reason:Interference => Long Range communication not feasible Increase in Relay traffic (a typical route has Number of hops )
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Using mobility to increase throughput
Why not just wait (hold the packet) until the destination is just one hop away i.e. direct communication
ProblemDelay increasesProbability of the above occurrance =1/n
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Improving on the Idea
Let the source node distribute packets to other nodesThese other nodes relay the packet when they become next hop neighbors of the destination node.
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Why this might work
Increases probability
S-D Throughput is high as each packet goes through only one relay node.
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Pros and Cons
Average long-term throughput per S-D pair can be kept constant even as the number of nodes per unit area n increases.
Large end-end delay, hence not for all applications
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Nodes move independently and randomly
Buffer size in nodes is ∞
Assumptions Made
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Capacity of the network
The above discussion pertains to a single source-destination pair.They show that every S-D pair can follow the same strategy simultaneously. O(n) simultaneous nearest neighbor communication is possible, due to power law decay of the received power from a randomly located node.
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Part2 : The Math, Simulations and Results
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Understanding the math• Why skipping it makes sense
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Still… Lets Try
The notations and other assumptions n nodes in a circular region of unit area
Especially interested in asymptotic behavior as n increases
Location of ith user at time t is Xi(t) At any time t, node i transmits data as rate
R packets/sec β is signal to noise ratio Pi(t) is power level for the senders λ(n) is the avg long term throughput /s-d
pair
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Fixed Nodes
Theorem 3.1
Throughput tends to zero as R/√n
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Mobile node without relayingLemma 3.2 Number of simultaneous long range communication is limited by interference
Theorem 3.3 for Alpha = 2, for large n
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Mobile Nodes with relaying
Theorem 3.4The expected number E[Nt] of sender-receiver
pairs is O(n)
Theorem 3.5
Throughput per S-D pair =O(1)
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Sender-Centric vs. Receiver-Centric Approach
The authors choose a sender-centric approachIt is the senders that select the closest receiver to send to. Probability of capture (SIR> B) for single receiver decreases with increasing sender density in the sender-centric approach.
But they say that Receiver Centric Policy is preferable in terms of signal to interference ratio for a single receiver. The signal from the selected sender is always the strongest and doesn’t depend on the sender density. Better when Ns>Nr.
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Comparison ChartResults: “Long-Term” Throughput per S-D pair
Fixed node case + Relaying
Mobile Nodes + No Relaying
Mobile Nodes + Relaying
Upper Bound
, constant
Decay order per S-D pair
O( ) O( ) 0(1), constant, no decay
Expected number of feasible send – receiver pairs
Not applicable O(n) O(n)
Probability that sender sees receiver
Not applicable O(1/n) O(n)*O(1/n)=O(1)
Per S-D throughput as n gets large
ZERO ZERO O(1)
Total system throughput as n gets large
ZERO ZERO O(n)
From presentation by Delbert Huang
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Simulations
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Results
Normalized per node thoughput as a function of sender density for different
values of ā
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Interpretation from graph
There exists an optimal sender density that maximizes the throughput
For small ā , sender density should be small for max throughput
For large ā , sender density should be higher for max throughput
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Discussion
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Future directions
Try and exploit dependent motion of the mobile nodes
How to address the finiteness of the buffer space
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References
Matthias Grossglauser (AT&T Labs - Research), David Tse (University of California at Berkeley), “Mobility Increases the Capacity of Ad-hoc Wireles Networks”, IEEE Infocom, April, 2001Multiuser Diversity in Wireless Networks: Smart Scheduling, Dumb Antennas and Epidemic Communication IMA Wireless Workshop http://www.eecs.berkeley.edu/~dtse/ima810.pdf Presentation by Delbert Huanghttp://nesl.ee.ucla.edu/courses/ee206a/2001s/lectures/SP5_delbert.ppt
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Thanks