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Effective Replica Allocation

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Title: Effective Replica Allocation


1
Effective Replica Allocation in Ad Hoc
Networks for Improving Data Accessibility
Takahiro Hara
(Proc. IEEE Infocom 2001,pp1568-1576)
Presented by Mingsheng Peng
2
Contents
  • Why Data Replication
  • Related Work
  • System Model
  • Replica Allocation Methods
  • Simulation Model
  • Conclusion

3
Why data Replication?
  • Ad hoc networks temporarily constructed by only
    mobile hosts.
  • Mobile host plays the role of a router, even if
    source and destination are not in range, data
    packets are forwarded by relaying
  • Since hosts move freely, disconnections occur
    frequently, this causes frequent network division.

4
Why data Replication?(contd...)
  • Example, if some link goes down and the
    network is split
  • Nodes on the right cannot access D2
  • Nodes on the left cannot access D1

5
Why data Replication?(contd...)
  • A possible solution is by replicating data items
    at mobile hosts which are not the owners of the
    original data.

6
Related Work
  • Ad hoc network routing protocol Such as
    DSDV,AODV,DSR,ZRP,CBRP
  • can only improve the connectivity among MHs which
    are connected to each other,
  • but cannot do anything when the network is
    divided as in the case in Figure 1.
  • Distributed database systems
  • data Replication in database helps in reducing
    response time
  • since failures occur infrequently, a small number
    of replicas is sufficient
  • Mobile computing
  • mobile hosts access databases at sites in a
    fixed network, create replicas on mobile hosts
  • address issues of maintaining consistency with
    low communication costs
  • assume only one-hop wireless communication

7
System Model
  • The system environment is assumed to be an Ad-hoc
    network where
  • mobile hosts access data items held by other
    mobile hosts (single or multiple hops)
  • each mobile host creates replicas of the data
    and maintains the replicas in its memory
  • data item available if it is present locally or
    if it is available at one of the neighbors
  • Assumptions
  • unique host identifier Mj (set of all mobile
    hosts M M1, M2,, Mm)
  • unique data identifier Dj (set of all data
    items D D1, D2,, Dm)
  • Assume all data items are of the same size
  • each host has a memory space of C data items for
    replicas (excluding the space for holding
    originals)
  • data remains the same and does not change
    (simplifying assumption)
  • access frequencies of data items from each
    mobile host is known and does not change

8
Replica Allocation Methods
  • Approach
  • replicas are relocated in a specific period
    (relocation period)
  • replica allocation is determined based on the
    access frequency and network topology

9
Three replica allocation methods
  • Three replica allocation methods differ in
    emphasis put on access frequency and network
    topology.
  • SAF (Static Access Frequency) only the access
    frequency to each data item is taken into
    account.
  • DAFN (Dynamic Access Frequency and
    Neighborhood) The access frequency to each data
    item and the neighborhood among mobile hosts are
    taken into account.
  • DCG (Dynamic Connectivity based Grouping) The
    access frequency to each data item and the whole
    network topology are taken into account.

10
SAF(static Access Frequency)
  • Each host creates replicas in descending order of
    access frequencies
  • Advantages
  • No control information regarding replicas need
    to be exchanged
  • Once each host has its all necessary replicas,
    there is no more replica relocation.
  • Low overhead and low traffic
  • Disadvantages
  • hosts with similar access characteristics have
    the same replicas, but a MH can access data items
    held by other connected MHs,and it is more
    effective to share many kinds of replicas among
    them.Thus it gives low data accessibility when
    many hosts have the same or similar access
    characteristics.

11
SAF example
12
DAFN(Dynamic Access Frequency and Neighborhood)
  • The algorithm of this method is as follows 
  • 1)  At a relocation period, each mobile host
    broadcasts its host identifier and information on
    access frequencies to data items. After all
    mobile hosts complete the broadcasts, from the
    received host identifiers, every host shall know
    its connected mobile hosts.
  • 2)  Each mobile host preliminary determines the
    allocation of replicas based on the SAF method.
  • 3) In each set of mobile hosts which are
    connected to each other, the following procedure
    is repeated in the order of the breadth first
    search from the mobile host with the lowest
    suffix (i) of host identifier (Mi). When there is
    duplication of a data item (original/replica)
    between two neighboring mobile hosts, and if one
    of them is the original, the host which holds the
    replica changes it to another replica. If both of
    them are replicas, the host whose access
    frequency value to the data item is lower than
    the other one changes the replica to another
    replica. When changing the replica, among data
    items whose replicas are not allocated at either
    of the two hosts, a new data item replicated is
    selected where the access frequency value to this
    item is the highest among the possible items.

13
DAFN(Dynamic Access Frequency and Neighborhood)
  • Eliminates replica duplication among neighboring
    hosts
  • The above procedure is executed every relocation
    period
  • Overhead and traffic is much higher than SAF
  • Does not completely eliminate replica
    duplication
  • If network topology changes during the execution
    of this method, replica relocation cannot
    completed

14
DAFN example
15
DCG(Dynamic Connectivity based Grouping)
  • Biconnected component A maximum partial subgraph
    which is still connected if one of the vertices
    is removed (high stability!)
  • The algorithm is as follows 
  • 1) At a relocation period, each mobile
    host broadcasts its host identifier and
    information on access frequencies to data items.
    After all mobile hosts complete the broadcasts,
    from the received host identifiers, every host
    knows the connected mobile hosts.
  • 2) In each set of mobile hosts which are
    connected to each other, from the mobile host
    with the lowest suffix (i) of host identifier
    (Mi), an algorithm to find biconnected components
    is executed. Then, each biconnected component is
    put to a group. If a mobile host belongs to more
    than one biconnected component, i.e., the host is
    an articulation point, it belongs to only one
    group in which the corresponding biconnected
    component is first found in executing the
    algorithm.
  • 3) In each group, an access frequency of the
    group to each data item is calculated as a
    summation of access frequencies of mobile hosts
    in the group to the item. The calculation is done
    by the mobile host with the lowest suffix (i) of
    host identifier (Mi) in the group.

16
DCG(Dynamic Connectivity based Grouping)
  • 4)  In the order of the access frequencies of
    the group, replicas of data items are allocated
    until memory space of all mobile hosts in the
    group becomes full. Here, replicas of data items
    which are held as originals by mobile hosts in
    the group are not allocated. Each replica is
    allocated at a mobile host whose access frequency
    to the data item is the highest among hosts that
    have free memory space to create it.
  • 5) After allocating replicas of all kinds of
    data items, if there is still free memory space
    at mobile hosts in the group, replicas are
    allocated in the order of access frequency until
    the memory space is full. Each replica is
    allocated at a mobile host whose frequency to the
    data item is the highest among hosts that have
    free memory space to create it and do not hold
    the replica or its original. If there is no such
    mobile host, the replica is not allocated.

17
DCG(Dynamic Connectivity based Grouping)
  • Data accessibility is expected to be higher since
    replicas are shared among a group of hosts
  • Overhead and traffic higher than the other two
    methods since it consists more steps and needs to
    take the largest time among the three methods to
    relocate replicas in a wide range.
  • the probability is higher that the network
    topology changes during executing this method,
    and in this case, the replica relocation cannot
    be done at mobile hosts over disconnected links

18
DCG example
19
Simulation Model
  • 50 ? 50 flatland
  • Each host randomly moves in all directions
  • Movement speed is randomly determined between 0
    to d
  • Radio communication range is a circle of radius
    R (1-19) fixed to 7
  • Number of hosts Number of data items 40
  • Each host has creates up to C replicas (1-39)
    fixed to 10
  • Access frequency of each host to Di is pi given
    by one of the three cases
  • Case 1 pi 0.5(1 0.01i)
  • Each host has same access characteristics, access
    frequencies vary in a Small range
  • Case 2 pi 0.025i
  • Each host has same access characteristics,
    access frequencies vary in a Wide range
  • Case 3 pi is determined as a positive value
    based on N( 0.5(10.01i) , s )
  • larger the value of s, higher the difference in
    the access characteristics of the hosts
  • Relocation period T (1-8192) fixed to 256
  • Simulated for 59,000 time units and traffic
    measured (traffic number of hops used for
    relocating data)

20
Conclusion
  • Introduced replica allocation in ad-hoc networks
    as a mechanism of improving data accessibility
  • Proposed 3 replica allocation methods that use
    access patterns and the network topology
  • Simulation results show that DCG gives the
    highest accessibility at the cost of increased
    traffic and SAF has the least traffic with low
    data accessibility
  • The replica allocation method depends on the
    system configuration and access patterns

21
Any Questions?
  • Thank you!
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