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Reducing Broadcast Latency in Wireless Mesh Networks (WMNs)

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Reducing Broadcast Latency in Wireless Mesh Networks (WMNs) Cyrus Minwalla Maan Musleh COSC 6590 – PowerPoint PPT presentation

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Title: Reducing Broadcast Latency in Wireless Mesh Networks (WMNs)


1
Reducing Broadcast Latency in Wireless Mesh
Networks (WMNs)
  • Cyrus Minwalla
  • Maan Musleh
  • COSC 6590

2
Presentation Layout
  • Overview
  • Broadcasting in wireless mesh networks (WMNs)
  • Broadcast configurations in WMNs
  • Fully multi-rate multicast (FMM)
  • Single best-rate multicast (SBM)
  • Performance Evaluation
  • Conclusion

3
Brief overview of Wireless Mesh Networks (WMNs)
  • Network Topology
  • Properties of WMNs

4
Network Topology in WMNs
5
Properties of Wireless Mesh Networks
  • Nodes
  • Wireless but static
  • Connected in an ad-hoc manner
  • Energy a non-issue (nodes generally plugged in,
    or easily rechargeable)
  • Network
  • Topology is cluster-based
  • Static routers connect subsets of the network.
  • Routers can serve as source nodes for sub-trees
    (useful for topology construction, scheduling,
    etc.)

6
Why Broadcasting in WMNs
  • Motivation
  • Carried over from wired networks
  • Useful for many applications
  • OS updates
  • Video conferencing/streaming
  • Multiplayer gaming
  • Have fewer packet transmissions due to wireless
    broadcast advantage (WBA)

7
What is Wireless Broadcast Advantage (WBA)?
  • Refers to a unique quality belonging to wireless
    networks
  • Wired networks perform broadcast by separate
    unicasts across the network (separate to each
    root node in a tree)
  • In wireless networks
  • Direct neighbours of the source node require only
    one tx
  • Multiple unicast tx in wired 1 broadcast tx in
    wireless
  • Potential Energy and bandwidth savings!

8
Exploiting WBA for Broadcast
  • Achievement of WBA in broadcast transmissions ?
    configuration changes at link level
  • Link level changes involve
  • Number of radios/channels
  • Rates
  • Radio power (for channel reuse)
  • Antenna gain (direction)

9
Node Configuration
  • Various node configurations in literature
  • Authors discuss the following two configurations
  • Single-radio single-channel multi-rate
  • Multi-radio multi-channel multi-rate

10
What is Minimum Latency Broadcasting (MLB)?
  • Definition
  • To provide the best QoS by minimizing latency at
    the slowest node
  • Goal
  • All destination nodes must receive packet within
    same time frame
  • Maximize the transmission rate of the slowest
    node
  • Metric
  • RAP (Rate-Area Product)

11
Why do we care about MLB?
  • Motivation
  • Want to guarantee quality of service (QoS) to all
    users in the multicast session
  • Want to decrease the latency encountered by the
    slowest link.

12
Overview of Techniques
  • Both techniques involve the idea of using
    multicasts across partitioned nodes to achieve
    broadcast
  • Single-channel multi-rate
  • Also known as fully multi-rate multicast (FFM)
  • Multi-channel multi-rate
  • Referred to as the single best-rate multicast
    (SBM)

13
Multi-rate vs. Multi-radio
  • FMM
  • Uses an optimum rate per link to maximize
    throughput and minimize latency
  • Attempts to minimize the number of transmissions
  • Needs scheduling per transmission to avoid
    interference
  • SBM
  • Determines a single best-rate metric for the
    entire network
  • Simplifies the construction algorithm by using
    one rate
  • Uses multiple channels, thus simplifying the
    scheduling algorithm

14
What about Energy Efficiency?
  • Both techniques transmit a packet multiple times
    from the same node
  • Multi-rate uses multiple rates for various
    neighbours (based on RAP)
  • Multi-channel uses multiple channels (channel
    diversity ? non-interference)
  • The goal To minimize broadcast latency, not
    energy efficiency

15
  • Fully Multi-rate Multicasting
  • (FMM)

16
Fully Multi-rate Multicasting (FMM)
  • Topic Layout
  • What is fully multi-rate multicast?
  • Why we want to use it
  • How it works
  • Topology Construction Algorithm
  • Multicast Grouping Algorithm
  • (Simplified) Transmission Scheduling
  • Maximum end-to-end throughput
  • Pros and Cons
  • Recap

17
What is Fully Multi-Rate Multicast ?
  • Broadcast achieved via sequential multicasts
  • Multicast to separate subsets in network
  • Algorithm in four steps
  • Construct a tree to span the entire network
  • Calculate the optimum rate at every link
  • Provide scheduling for all transmissions
  • Recalculate maximum end-to-end throughput
  • Caveat Most of the solutions are NP-hard

18
Why choose FMM
  • Motivation
  • Multi-rate allows us to minimize the MLB
  • Current radios work with setup
  • RAP metric is easy to calculate

19
Current 802.11 metrics
  • Transmit rates and ranges for 802.11b
  • Obtained via Qualnet simulation
  • Consider network topology in next slide

20
A Motivational Example
  • Node 1 wants to broadcast to 2, 3, 4 and 5.
  • Node 2 _at_ 11 Mbps, node 5 _at_ 1 Mbps
  • One single transmission at lowest rate or two
    transmissions (one at either rate)

21
Motivational Example The Single Transmission
Case
  • Node 1 broadcasts to nodes 2 and 5
  • Transmission rate slowest link i.e. 1Mbps
  • Transmission to node 2 _at_ 1Mbps ? 4 is starved
    until 33 u.t.

22
Motivational Example The Multiple Transmission
Case
  • Node 1 makes two transmissions
  • Transmission 1 to node 2 _at_ 11 Mbps
  • Transmission sequence 2 ? 3 ? 4
  • Node 1 ? 5 only occurs when 2 ? 3 is complete
  • Node 4 receives packet at 23 u.t.

23
Topology Construction in FMM
  • We want to reach all nodes within the network
  • Build a connected dominating set (CDS)
  • Defn of CDS
  • In a graph G(v,e), the connected-dominating set
    is a set of edges Se all non-leaf nodes v are
    connected. All other (leaf) nodes are one hop
    away from at least one node in CDS

24
Connected-Dominating Set (CDS)
  • What this means
  • In a CDS, the source has a path to all relaying
    nodes in the network
  • Calculate all possible CDSs in the network
  • Obtain the CDS with the minimum cost
  • Steps
  • Calculate the set of possible CDSs
  • Attach a cost metric per CDS
  • Pick one that minimizes that cost (use Djikstra)

25
Problems with CDS
  • Problem 1
  • For k nodes, 2k possible sets to consider
  • Solution
  • Use Djikstra with an approximation criteria
  • Problem becomes polynomial
  • Problem 2
  • Minimum connected set will assume slowest rate to
    maximize downlink neighbours per node
  • Same as using slowest rate for all nodes
  • Solution
  • Account for the rate metric max (no. of nodes x
    transmission rate)
  • This is defined by the RAP

26
Topology Construction in FMM
  • Algorithm steps
  • Keep a set C of all covered nodes.
  • C starts with just source node s
  • Pick optimal product of rate x no. of nodes
    covered
  • Add covered nodes within optimal area to C
  • Continue until C satisfies CDS quality for G
  • This process ensures a minimum-cost,
    minimum-spanning tree

27
Sample Network Topology
28
Example Minimum WCDS Tree
29
Example Minimum WCDS Tree with rates
30
Multicast Grouping in FMM
  • Once the broadcast tree is constructed, need to
    determine two things for each node
  • No. of times to multicast
  • No. of nodes covered by multi-cast
  • Need to find transmission delay to reach all
    downstream nodes with minimum latency
  • Every nodes latency depends on what happens
    downstream ? follow bottom-up topology

31
Bottom-up Topology
  • Algorithm Steps
  • Start with leaf nodes
  • Calculate the minimum latency to the relay (based
    on optimal rate in previous step)
  • Latency maximum at relay node is stored in
    Cardinality Value (CV)
  • CV helps determine the transmission delay at
    relay node R

32
Example Multicast Grouping
33
Example Multicast Grouping
34
Example Multicast Grouping
35
Example Multicast Grouping
36
Example Multicast Grouping
37
Bottom-up Topology (2)
  • CV values along nodes build up a transmission
    sequence
  • For k rates, there are 2k-1 possible valid
    transmission sequences (VTS)
  • Pick the VTS with the shortest possible
    transmission delay
  • Assumption
  • Grouping does not deal with nodal interference

38
(Simplified) Transmission Scheduling
  • Transmission sequence determined by CV
  • Higher CV higher latency ? more critical
    transmission
  • All nodes assigned a start-time and a stop time
  • Nodes must have packet before start time
  • The goal is to avoid nodal interference
  • In our example, time is measured in packet time
  • Packet tx _at_ 11 Mbps 1 u.t.

39
Example Transmission Scheduling
40
Example Transmission Scheduling
41
Example Transmission Scheduling
42
Example Transmission Scheduling
43
Example Transmission Scheduling
44
Problems with Transmission Scheduling
  • Problem 1
  • Absolute times require centralized clock
  • Solution
  • Algorithm assumes a centralized clock within
    source node
  • Problem 2
  • Node schedules are broadcast throughout the
    network.. to set up broadcasting
  • Solution 2
  • ...........

45
Pros and Cons
  • Advantages
  • Obtains lower latency compared to standard
    techniques
  • Works with current hardware
  • Disadvantages
  • Algorithms are NP-hard
  • Scheduling problem has no apparent solution

46
Recap
  • The technique FMM
  • uses selected multicasts to achieve broadcast
    over network
  • Minimizes latency in the network
  • Algorithms required to achieve optimal solution
    NP-hard
  • Need a centralized station for clock
    synchronization scheduling
  • The next technique resolves some of these issues

47
  • Single Best-Rate Multicasting
  • (SBM)

48
Single Best-rate Multicast (SBM)
  • Decides a single transmission rate for all link
    layer data multicast.
  • Depends on the network's topological properties.
  • Simplifies broadcasting algorithms.

49
Decisions To Be Made
  • Selecting 'best' transmission rate to use for all
    link layer broadcasts.
  • Deciding whether a certain node should transmit.
  • Deciding 'Interface Grouping'.
  • Scheduling each node's transmissions.

50
'Best' link-layer multicast rate selection
  • Can be predicted reasonably by the product of the
    transmission rate and transmission coverage area
    (rate-area product or RAP).
  • Higher RAP means more broadcast-efficient for
    SR-SC MR WMNs.

51
Methods of Selection
  • R gt set of transmission rates, which if used
    returns a connected network.
  • Use the highest link-layer multicast rate in R.
    Quickest rate.
  • Use the transmission rate with the highest RAP
    value of all Rates in R.

52
Topology Construction
  • Two Heuristics Proposed
  • Connected Dominating Set (CDS)
  • Simplified Minimum Connecting Dominating Set
    Problem.
  • Parallelized Connected Dominating Set (PCDS)
  • Adaptive to the radio resources available
    (interfaces and channels).
  • Uses two more parameters ( priority and label).

53
Example CDS Construction
54
Interface Grouping and Transmission Scheduling
  • Broadcast performance can be improved by delaying
    the choice of interface to use till the
    scheduling stage
  • WMN can then maximally exploit the channel
    diversity in the system.

55
Interface Grouping and Transmission Scheduling
  • During scheduling, an appropriate choice of the
    interface to use is made
  • Depending on other transmissions at that time
  • The algorithm aims to find a start time and end
    time of each transmission node
  • For this algorithm, nodes are sorted in
    descending order according to height of node.
  • Height is distance from the node to its furthest
    leaf.

56
Interface Grouping and Transmission Scheduling
  • The choice of channel to be used for a particular
    transmission is motivated by the desire to
    include as many parallel transmissions as
    possible.
  • The algorithm completes execution when all
    transmissions are scheduled.

57
Normalized Broadcast Latency
58
Review of Presentation
  • Topics Covered
  • Broadcasting in WMNs
  • What is WBA?
  • What is MLB?
  • Techniques with examples
  • Fully multi-rate multicast (FMM)
  • Single best-rate multicast (SBM)
  • Performance Comparison

59
Future Work
  • Sleep
  • Actually, to find a feasible solution for the
    scheduling algorithm

60
Bibliography
  • 1 C.T.Chou, A. Misra and J. Qadir. Low latency
    broadcast in multi-rate wireless mesh networks.
    IEEE JSAC special issue on wireless mesh
    networks, 2006.
  • 2 J. Qadir, C.T.Chou and A. Misra. Exploiting
    rate diversity for multicasting in multi-radio
    wireless mesh networks. IEEE, 2006.
  • 3 R. Draves, J. Padhye, and B. Zill. Routing in
    multi-radio, multi-hop wireless mesh networks. In
    Mobicom, pages 114-118, 2004
  • 4 H. Lim and C. Kim. Flooding in wireless ad
    hoc networks. Computer Communications, 24(3-4)
    353, 2001

61
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