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The Intrusion Detection in Mobile Sensor Network

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The Intrusion Detection in Mobile Sensor Network. Gabriel Y. Keung , Bo Li , Qian Zhang. The Hong Kong University of Science and Technology. Reporter: – PowerPoint PPT presentation

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Title: The Intrusion Detection in Mobile Sensor Network


1
The Intrusion Detection in Mobile Sensor Network
The Hong Kong University of Science and Technology
  • Gabriel Y. Keung , Bo Li , Qian Zhang

Reporter ???
2011-5-18
2
Outline
  • Introduction
  • Network and Mobility Model
  • The Intrusion Detection Problem in a MSN
  • Sensitivity Analysis
  • Simulation
  • Conclusions Further Research

3
Outline
  • Introduction
  • Network and Mobility Model
  • The Intrusion Detection Problem in a MSN
  • Sensitivity Analysis
  • Simulation
  • Conclusions Further Research

4
Wireless Sensor Network(WSN)
  • Consists of sensors for monitoring
  • Temperature
  • Vibration
  • Pressure
  • Motion
  • Pollutants
  • Cooperatively pass their data through the network
    to a main location.
  • Each sensor is connected to one or several
    sensors
  • a radio transceiver
  • a microcontroller
  • an electronic circuit for interfacing with the
    sensors
  • an energy source.

5
Intrusion Detection in stationary WSN
Sensors and Cameras
  • Detecting ground vibrations from foot steps and
    identifying warm body movement.

Mexican Side
  • The operation of American Border Patrol
  • places sensors along the American/Mexican borders
    (virtual fence")

US Side
6
k-Barrier Coverage(k-????)
  • Barrier coverage
  • treat sensor as barrier
  • coverage be detected by a sensor
  • Detect any intruders along any paths by at
    least k distinct sensors
  • A very important concept for intrusion detection
    sensitivity analyze

7
Mobility Sensor Network(MSN)
  • In stationary WSN
  • sensors remain stationary after the initial
    deployment
  • barrier coverage is determined by the initial
    network configuration and sensor deployment
  • vacuum zone
  • In MSN
  • sensors can be relocated after deployment
  • a better barrier coverage

8
The objectives of this paper
  • characterize the k-barrier coverage
  • compute probability of k-barrier coverage
  • investigate the probability of k-barrier coverage
    sensitivity under different parameters
  • examine the average travel distance

9
Outline
  • Introduction
  • Network and Mobility Model
  • The Intrusion Detection Problem in a MSN
  • Sensitivity Analysis
  • Simulation
  • Conclusions Further Research

10
The Kinetic Theory of Gas Molecules
  • air molecule ? mobile sensor
  • electron ? intruder
  • The mean free path
  • free pathAB,AC
  • The average travel distance
  • derived from kinetic theory(the mean free path)
  • compute the probability of k-barrier coverage
    performance

B
A
C
11
Scenario
  • A a long and narrow belt-like region
  • N(A) the number of mobile sensors
  • A the area of the region W the width of the
    area A/W the length
  • nA the density of mobile sensors nAN(A)/A
  • Rsensing range
  • the sensor location can be modeled by a
    stationary two-dimensional Poisson process .

12
Mobility Model
  • Sensors move independently
  • Random direction mobility model
  • Randomly chooses a direction ? ?0 2p ) with
    probability density function PT(?)
  • Randomly chooses a speed from a range vm
    ?0,vmax, with probability density function
    PVm(vm)
  • Once the boundary is reached, the sensor bounds
    back, by choosing another angular direction and
    continues the process.
  • Intruder movement is crossing from one parallel
    boundary to another
  • vi the velocity of an intruder

13
Coverage Measurement
  • k-barrier coverage for an intruder traveling path
  • k-barrier coverage for a mobile sensor network
  • ? the cumulative coverage count by mobile
    sensors for any intruder paths
  • Pr(?k) probability that a MSN satisfies this
    k-barrier coverage definition
  • uncovered distance
  • coverage rate (T\ Ts\ Tv) number of sensor
    coverage per unit time

14
Outline
  • Introduction
  • Network and Mobility Model
  • The Intrusion Detection Problem in a MSN
  • Sensitivity Analysis
  • Simulation
  • Conclusions Further Research

15
What we need?
  • Goal Pr(?k)
  • Kinetic theory of gas molecules
  • average travel distance
  • ? average uncovered distance
  • Pr(?k) can be achieved by formulating the
    uncovered distance(?) and sensor coverage
    rate(Ts)

16
First assume sensors are stationary
  • cross section of coverage
  • the number of sensor coverage
  • nAA Ts t
  • average uncovered distance ?
  • travel distance of an intruder divided by the
    number of sensor coverage

17
In mobile sensor network
  • Relative speed vrel
  • The coverage rate can be obtained by

18
The k-Barrier Coverage in an MSN
  • Probability of k-barrier coverage in an MSN

19
  • Average relative speed
  • Expected total number of sensor coverage

20
Uncovered Distance Distribution
  • the number of uncovered intruders t 0, N0 at
    time t, N
  • during dt, the NTvdt intruders will be covered
  • l uncovered distance for the length vit

21
Result Formulas
22
Outline
  • Introduction
  • Network and Mobility Model
  • The Intrusion Detection Problem in a MSN
  • Sensitivity Analysis
  • Simulation
  • Conclusions Further Research

23
Sensitivity analysis
  • Density of Sensors and k-barrier Coverage
    Probability(nA , Pr(?k))
  • Simplify the equations for analysis
  • vi vm
  • A50100, R1

24
Sensitivity analysis
  • In a hybrid sensor network
  • mobile static ?

25
Sensitivity analysis
  • Sensor Speed and k-barrier Coverage Probability
  • vm vi

26
Outline
  • Introduction
  • Network and Mobility Model
  • The Intrusion Detection Problem in a MSN
  • Sensitivity Analysis
  • Simulation
  • Conclusions Further Research

27
Simulation
28
Outline
  • Introduction
  • Network and Mobility Model
  • The Intrusion Detection Problem in a MSN
  • Sensitivity Analysis
  • Simulation
  • Conclusions Further Research

29
Conclusions Further Research
  • Mobility can be exploited to obtain better
    barrier coverage
  • Further Research
  • detection error under varying sensor speeds
  • study the optimal patrol route of controlled
    mobile sensors

30
  • Thank You!
  • Any questions?

Yu Zhitian
2011-5-18
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