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Critical Transmission Range for Mobile Clustered Wireless Networks Qi Wang, Liang Liu, Xinbing Wang Department of Electronic Engineering Shanghai Jiao Tong University, China

Critical Transmission Range for Mobile Clustered Wireless Networks

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Critical Transmission Range for Mobile Clustered Wireless Networks. Qi Wang, Liang Liu, Xinbing Wang Department of Electronic Engineering Shanghai Jiao Tong University, China. Outline. Preliminary knowledge Wireless Network Structure I.I.D . model K-Hop in mobile network - PowerPoint PPT Presentation

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Page 1: Critical  Transmission Range for Mobile Clustered Wireless Networks

Critical Transmission Range for Mobile Clustered Wireless Networks

Qi Wang, Liang Liu, Xinbing WangDepartment of Electronic EngineeringShanghai Jiao Tong University, China

Page 2: Critical  Transmission Range for Mobile Clustered Wireless Networks

2

OutlinePreliminary knowledge

Wireless Network Structure I.I.D. modelK-Hop in mobile networkNetwork Deployment

Network model

Main results

Discussion

Page 3: Critical  Transmission Range for Mobile Clustered Wireless Networks

Wireless Network Structure

BS

BS

MN

MN

MN

MN

Page 4: Critical  Transmission Range for Mobile Clustered Wireless Networks

Wireless Network Structure

cluster headcluster member transmission range

r

Wireless Network Structure

Page 5: Critical  Transmission Range for Mobile Clustered Wireless Networks

Mobility Model - I.I.D. Model

At the beginning of each time slot, each cluster member

node randomly and uniformly choose a position within

the region and remain static for the rest of the time slot.

[1] Wang Q, Wang X, Lin X. Mobility increases the connectivity of k-hop clustered wireless networks[C]//Proceedings of the 15th annual

international conference on Mobile computing and networking. ACM, 2009: 121-132.

Page 6: Critical  Transmission Range for Mobile Clustered Wireless Networks

Explanation of -hop in mobile network

Data transmission is divided into time slots.

For each cluster member node, if it can move within the transmission region of a certain cluster

head in time slots, then it is connected. Otherwise it is disconnected.

If all the member nodes are connected, then the network is fully connected.

Page 7: Critical  Transmission Range for Mobile Clustered Wireless Networks

Explanation of -hop in mobile network

Connectivity illustration

connected node

disconnected node

Page 8: Critical  Transmission Range for Mobile Clustered Wireless Networks

Network Deployment

Cluster head nodes are initially distributed randomly and uniformly within the unit square and always

remain static. There is a path that connects all the cluster heads in the initial graph .

Cluster member nodes are initially distributed randomly and uniformly within the unit square and move

according to the I.I.D. model. If at time slot , member node is within the transmission range of head ,

an edge is added to .

The number of cluster member nodes is .

The number of cluster heads is , where is the cluster head exponent, and .

Page 9: Critical  Transmission Range for Mobile Clustered Wireless Networks

log 1, 1cnr

k n k

Previous result:

Page 10: Critical  Transmission Range for Mobile Clustered Wireless Networks

10

Outline

Preliminary knowledge

Network modelNetwork ParametersCorrelated Mobility ModelCluster Scalability

Main results

Discussion

Page 11: Critical  Transmission Range for Mobile Clustered Wireless Networks

Network Parameters

: the number of clusters.

: the radius of each cluster.

: the number of nodes in each cluster.

[2] Ciullo D, Martina V, Garetto M, et al. Impact of correlated mobility on delay-throughput performance in mobile ad hoc networks[J].

IEEE/ACM Transactions on Networking (TON), 2011, 19(6): 1745-1758.

Page 12: Critical  Transmission Range for Mobile Clustered Wireless Networks

Correlated Mobility Model

After deploying the initial network architecture, the cluster heads will remain stationary while the

cluster members will move.

The movement of a cluster-member node consists of two steps.

The movement of home point. At the beginning of each time slot, each home point will

randomly and independently choose a position within the unit square.

The relative movement of cluster member. Each cluster member will uniformly and

independently choose its location within its corresponding cluster region.

Page 13: Critical  Transmission Range for Mobile Clustered Wireless Networks

Correlated Mobility Model

Correlated Mobility illustration

Page 14: Critical  Transmission Range for Mobile Clustered Wireless Networks

Cluster Scalability

: cluster-sparse state.

: cluster-dense state.

: cluster-inferior dense state.

Page 15: Critical  Transmission Range for Mobile Clustered Wireless Networks

Cluster Scalability

Correlated Mobility and Cluster Scalability

Page 16: Critical  Transmission Range for Mobile Clustered Wireless Networks

16

Outline

Preliminary knowledge

Network Model

Main ResultsCritical Transmission RangeMain Results

Discussion

Page 17: Critical  Transmission Range for Mobile Clustered Wireless Networks

Critical Transmission Range

Connectivity with probability (w.p.):

Let denote the event that the network with cluster member nodes is fully connected, then is the critical transmission

range with which the network will be connected with probability (w.p.) if

if and ;

if and .

Page 18: Critical  Transmission Range for Mobile Clustered Wireless Networks

Critical Transmission Range

Connectivity almost surely (a.s.):

Let denote the event that the network with cluster member nodes is fully connected, then is the critical transmission

range with which the network will be connected almost surely (a.s.) if

if and ;

if and .

“lim inf” denotes limit inferior of a sequence of events and

“lim sup” denotes limit superior of a sequence of events and

Page 19: Critical  Transmission Range for Mobile Clustered Wireless Networks

Main Results

Cluster-sparse state:

Cluster-dense state:

Cluster-inferior dense state:

Cluster-mixed state (w.p.):

Cluster-mixed state (a.s.):

Page 20: Critical  Transmission Range for Mobile Clustered Wireless Networks

Main Results

Cluster-Sparse State (, )

Proposition 1: Let denote the probability that the network is disconnected. If , where , , and , we have

. ._inf ( , , ,l ) (1 )im , w pf css cn

n r e e

P

Page 21: Critical  Transmission Range for Mobile Clustered Wireless Networks

Main Results

Cluster-Sparse State (, )

.

1_

1

. ( )( , , , , ) ( ) ( )w pf c

m m

i i ji i j i

ss c F F Fn r

P P P

Clustering effect is dominant in this state.

() is due to the principle of inclusion-exclusion.

denotes the probability that the th cluster is disconnected.

, .

. . logw pc

nrk n

Page 22: Critical  Transmission Range for Mobile Clustered Wireless Networks

Main Results

Cluster-Dense State (, )

Cluster members behave more like independent nodes.

, .

. . logw pc

nrk n

Page 23: Critical  Transmission Range for Mobile Clustered Wireless Networks

Main Results

Cluster-Inferior Dense State (, )

Cut out non-overlapping circular areas (sub-areas), with radius .

Considering time slots, we obtain sub-clusters.

, , .

. . [ ( 2 ) ]logw pc

k nrk n

Page 24: Critical  Transmission Range for Mobile Clustered Wireless Networks

Main Results

Cluster-Inferior Dense State (, )

E.g.

sub-area during time slot ,

sub-area during time slot ,

sub-area during time slot ,

sub-area during time slot .

We use a sequence to denote a sub-cluster, where , .

A node if and only if is in sub-area during time slot .

Page 25: Critical  Transmission Range for Mobile Clustered Wireless Networks

Main Results

Cluster-Mixed State (w.p.)

This state is a generalization of the three separate states.

In this state, we denote the network as , the th cluster has members and radius .

, , . There is no linear relation between and .

32( 2 )

11 1

i

mmk

ii i

m m n

: number of clusters in the cluster-sparse state ().

: number of clusters in the cluster-inferior dense state ().

: number of clusters in the cluster-dense state ().

Page 26: Critical  Transmission Range for Mobile Clustered Wireless Networks

Main Results

. . logw pc

mrk n

Cluster-Mixed State (w.p.)

denotes the number of node groups in the whole network.

Page 27: Critical  Transmission Range for Mobile Clustered Wireless Networks

Main Results

Cluster-Mixed State (a.s.)

. . . . 2log2a s w pc c

mr rk n

A stronger connectivity condition than w.p. connectivity.

Major approach: Borel-Cantelli lemma.

Price from w.p. connectivity to a.s. connectivity: .

Page 28: Critical  Transmission Range for Mobile Clustered Wireless Networks

28

Outline

Preliminary knowledge

Network Model

Main Results

Discussion

Page 29: Critical  Transmission Range for Mobile Clustered Wireless Networks

Discussion

Comparisonbetween correlatedmobility∧ i . i . d .mobility

𝐂𝐨𝐫𝐫𝐞𝐥𝐚𝐭𝐞𝐝 𝐦𝐨𝐛𝐢𝐥𝐢𝐭𝐲𝐚𝐧𝐝 𝐜𝐥𝐮𝐬𝐭𝐞𝐫 𝐬𝐜𝐚𝐥𝐚𝐛𝐢𝐥𝐢𝐭𝐲 𝐜𝐚𝐧𝐡𝐞𝐥𝐩𝐬𝐚𝐯𝐞𝐭𝐫𝐚𝐧𝐬𝐦𝐢𝐬𝐬𝐢𝐨𝐧 𝐩𝐨𝐰𝐞𝐫 .

Page 30: Critical  Transmission Range for Mobile Clustered Wireless Networks

Discussion

Price from w.p. connectivity to a.s.

connectivity:

Page 31: Critical  Transmission Range for Mobile Clustered Wireless Networks

Thank you!